RECIPE = \ { "Registration_FakeAccountCreationByBots": { "data_path": "data/Registration_FakeAccountCreationByBots_100k.csv", "variable_mappings": [ { "variable_name": "first_name", "variable_type": "SHIPPING_NAME", "data_type": "STRING" }, { "variable_name": "last_name", "variable_type": "BILLING_NAME", "data_type": "STRING" }, { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "honeypot_hits_with_given_user_agent_last_hour", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "email_address", "variable_type": "EMAIL_ADDRESS", "data_type": "STRING" }, { "variable_name": "user_agent", "variable_type": "USERAGENT", "data_type": "STRING" }, { "variable_name": "honeypot_hits_with_given_ip_address_last_hour", "variable_type": "NUMERIC", "data_type": "FLOAT" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Registration_FakeAccountCreationByHumans": { "data_path": "data/Registration_FakeAccountCreationByHumans_100k.csv", "variable_mappings": [ { "variable_name": "first_name", "variable_type": "SHIPPING_NAME", "data_type": "STRING" }, { "variable_name": "last_name", "variable_type": "BILLING_NAME", "data_type": "STRING" }, { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "user_agent", "variable_type": "USERAGENT", "data_type": "STRING" }, { "variable_name": "email_address", "variable_type": "EMAIL_ADDRESS", "data_type": "STRING" }, { "variable_name": "date_of_birth", "variable_type": "FREE_FORM_TEXT", "data_type": "STRING" }, { "variable_name": "email_domain", "variable_type": "CATEGORICAL", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Transactions_CardNotPresentOnlineTransactions": { "data_path": "data/Transactions_CardNotPresentOnlineTransactions_100k.csv", "variable_mappings": [ { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "user_agent", "variable_type": "USERAGENT", "data_type": "STRING" }, { "variable_name": "email_address", "variable_type": "EMAIL_ADDRESS", "data_type": "STRING" }, { "variable_name": "fingerprint", "variable_type": "FINGERPRINT", "data_type": "STRING" }, { "variable_name": "phone_number", "variable_type": "PHONE_NUMBER", "data_type": "STRING" }, { "variable_name": "billing_address", "variable_type": "BILLING_ADDRESS_L1", "data_type": "STRING" }, { "variable_name": "billing_city", "variable_type": "BILLING_CITY", "data_type": "STRING" }, { "variable_name": "billing_postal", "variable_type": "BILLING_ZIP", "data_type": "STRING" }, { "variable_name": "billing_state", "variable_type": "BILLING_STATE", "data_type": "STRING" }, { "variable_name": "billing_country", "variable_type": "BILLING_COUNTRY", "data_type": "STRING" }, { "variable_name": "merchant_id", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "card_bin", "variable_type": "CARD_BIN", "data_type": "INTEGER" }, { "variable_name": "product_id", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "product_category", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "transaction_amount", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "shipping_address", "variable_type": "SHIPPING_ADDRESS_L1", "data_type": "STRING" }, { "variable_name": "shipping_city", "variable_type": "SHIPPING_CITY", "data_type": "STRING" }, { "variable_name": "shipping_postal", "variable_type": "SHIPPING_ZIP", "data_type": "STRING" }, { "variable_name": "shipping_state", "variable_type": "SHIPPING_STATE", "data_type": "STRING" }, { "variable_name": "shipping_country", "variable_type": "SHIPPING_COUNTRY", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Transactions_LoyaltyPayments": { "data_path": "data/Transactions_LoyaltyPayments_100k.csv", "variable_mappings": [ { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "user_agent", "variable_type": "USERAGENT", "data_type": "STRING" }, { "variable_name": "email_address", "variable_type": "EMAIL_ADDRESS", "data_type": "STRING" }, { "variable_name": "is_code_transferred", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "is_postal_in_txn_same_as_postal_in_acnt", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "shipping_city", "variable_type": "SHIPPING_CITY", "data_type": "STRING" }, { "variable_name": "shipping_postal", "variable_type": "SHIPPING_ZIP", "data_type": "STRING" }, { "variable_name": "shipping_state", "variable_type": "SHIPPING_STATE", "data_type": "STRING" }, { "variable_name": "shipping_country", "variable_type": "SHIPPING_COUNTRY", "data_type": "STRING" }, { "variable_name": "loyalty_card_type", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "transaction_amount", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "count_previous_redemptions_device", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "count_previous_redemptions_ip", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "count_of_txns_loyalty_card_last_day", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "amount_of_txns_loyalty_card_last_day", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "total_reward_points", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "coupon_code", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "device_id", "variable_type": "CATEGORICAL", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Abuse_FreeTrialReferralAbuse": { "data_path": "data/Abuse_FreeTrialReferralAbuse_100k.csv", "variable_mappings": [ { "variable_name": "referral_code", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "first_name", "variable_type": "SHIPPING_NAME", "data_type": "STRING" }, { "variable_name": "card_bin", "variable_type": "CARD_BIN", "data_type": "INTEGER" }, { "variable_name": "last_name", "variable_type": "BILLING_NAME", "data_type": "STRING" }, { "variable_name": "email_address", "variable_type": "EMAIL_ADDRESS", "data_type": "STRING" }, { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "phone_number", "variable_type": "PHONE_NUMBER", "data_type": "STRING" }, { "variable_name": "postal_code", "variable_type": "BILLING_ZIP", "data_type": "STRING" }, { "variable_name": "referral_medium", "variable_type": "CATEGORICAL", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "ContentModeration_FakeReviews": { "data_path": "data/ContentModeration_FakeReviews_100k.csv", "variable_mappings": [ { "variable_name": "hour_of_review", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "asin", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "review_text", "variable_type": "FREE_FORM_TEXT", "data_type": "STRING" }, { "variable_name": "rating", "variable_type": "NUMERIC", "data_type": "FLOAT" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Insurance_FraudulentAutoInsuranceClaims": { "data_path": "data/Insurance_FraudulentAutoInsuranceClaims_100k.csv", "variable_mappings": [ { "variable_name": "first_name", "variable_type": "SHIPPING_NAME", "data_type": "STRING" }, { "variable_name": "last_name", "variable_type": "BILLING_NAME", "data_type": "STRING" }, { "variable_name": "policy_id", "variable_type": "ORDER_ID", "data_type": "STRING" }, { "variable_name": "policy_deductable", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "customer_age", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "policy_annual_premium", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "incident_severity", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "vehicle_claim", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "incident_hour", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "num_injuries", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "num_claims_past_year", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "injury_claim", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "num_vehicles_involved", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "num_witnesses", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "incident_type", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "police_report_available", "variable_type": "CATEGORICAL", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } }, "Advertisement_AdClickFraud": { "data_path": "data/Advertisement_AdClickFraud_20k.csv", "variable_mappings": [ { "variable_name": "ip_address", "variable_type": "IP_ADDRESS", "data_type": "STRING" }, { "variable_name": "user_agent", "variable_type": "USERAGENT", "data_type": "STRING" }, { "variable_name": "campaign_id", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "publisher_id", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "time_between_clicks_minutes", "variable_type": "NUMERIC", "data_type": "FLOAT" }, { "variable_name": "click_id", "variable_type": "CATEGORICAL", "data_type": "STRING" }, { "variable_name": "app_category_id", "variable_type": "CATEGORICAL", "data_type": "STRING" } ], "label_mappings": { "FRAUD": ["fraud"], "LEGIT": ["legit"] } } }