| Original Filename: | LLOYDS_BANK_statement.pdf |
| Upload Date: | December 16, 2025 at 01:07 PM |
| Total Pages: | 21 |
| Processing Status: | Partial |
| Total Documents: | 3 |
| Bank Statements: | 2 |
| Invoices: | 1 |
Bank Statement
95%Bank Statement
95%Bank Statement
95%Invoice
90%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%Bank Statement
95%{
"document_groups": [
{
"avg_confidence": 0.9499999999999998,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "11 JAN 24 to 09 FEB 24",
"total_amount": null
},
"document_type": "bank_statement",
"end_page": 3,
"pages": [
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3Adxt1SANa1TmkVTa1nVZydtTG\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null, \\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890400, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1723, total_tokens=1960, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_token"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "11 JAN 24 to 09 FEB 24",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.06666666666666667,
"pattern_score": 0.09090909090909091,
"total_score": 0.11454545454545456
},
"mortgage_statement": {
"keyword_score": 0.05263157894736842,
"pattern_score": 0.0,
"total_score": 0.050526315789473676
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 1,
"text_length": 3187
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3BEqrXmudEKt0OCrRcJCLAfY7m\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\\\u002701 January 2024 to 31 January 2024\\\u0027). It also includes a breakdown of \\\u0027Money In\\\u0027 and \\\u0027Money Out\\\u0027, which are typical features of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890401, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1333, total_tokens=1579, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tok"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 January 2024 to 31 January 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 2,
"text_length": 1159
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3D9qm7fTUIaF2c67AxmKso4NcQ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null, \\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890403, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=1728, total_tokens=1964, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, "
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 Feb 2024 to 01 Mar 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.2689075630252101,
"features": {
"bank_statement": {
"keyword_score": 0.35294117647058826,
"pattern_score": 0.14285714285714285,
"total_score": 0.2689075630252101
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.038461538461538464,
"pattern_score": 0.0,
"total_score": 0.023076923076923078
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 3,
"text_length": 2005
}
],
"start_page": 1
},
{
"avg_confidence": 0.9,
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "12/2/2024",
"invoice_number": "421071318",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Lloyds Bank plc",
"statement_period": null,
"total_amount": "0.00"
},
"document_type": "invoice",
"end_page": 4,
"pages": [
{
"confidence_score": 0.9,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.9,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.9,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\n \"document_identifiers\": {\n \"invoice_number\": \"421071318\",\n \"seller_name\": \"Lloyds Bank plc\",\n \"invoice_date\": \"12/2/2024\",\n \"total_amount\": \"0.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3FKWn0llhH7lCOrIi2JLtHjoAK\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.9,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \\\u0027INVOICE\\\u0027 in bold, an \\\u0027Invoice reference\\\u0027 (421071318), a \\\u0027Date / Tax point\\\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"421071318\",\\n \"seller_name\": \"Lloyds Bank plc\",\\n \"invoice_date\": \"12/2/2024\",\\n \"total_amount\": \"0.00\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890405, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1333, total_tokens=1578, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), p"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "12/2/2024",
"invoice_number": "421071318",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Lloyds Bank plc",
"statement_period": null,
"total_amount": "0.00"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.9,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\n \"document_identifiers\": {\n \"invoice_number\": \"421071318\",\n \"seller_name\": \"Lloyds Bank plc\",\n \"invoice_date\": \"12/2/2024\",\n \"total_amount\": \"0.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.15,
"features": {
"bank_statement": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.0,
"total_score": 0.03529411764705882
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.125,
"total_score": 0.15
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 4,
"text_length": 1197
}
],
"start_page": 4
}
],
"page_classifications": [
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3Adxt1SANa1TmkVTa1nVZydtTG\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null, \\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890400, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1723, total_tokens=1960, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_token"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "11 JAN 24 to 09 FEB 24",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, IBAN, BIC, interest rates, and details about unauthorised borrowing fees and charges. It also includes information about the account holder, branch details, and terms related to account changes, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"11 JAN 24 to 09 FEB 24\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"loan_statement": {
"keyword_score": 0.06666666666666667,
"pattern_score": 0.09090909090909091,
"total_score": 0.11454545454545456
},
"mortgage_statement": {
"keyword_score": 0.05263157894736842,
"pattern_score": 0.0,
"total_score": 0.050526315789473676
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 1,
"text_length": 3187
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3BEqrXmudEKt0OCrRcJCLAfY7m\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\\\u002701 January 2024 to 31 January 2024\\\u0027). It also includes a breakdown of \\\u0027Money In\\\u0027 and \\\u0027Money Out\\\u0027, which are typical features of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890401, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1333, total_tokens=1579, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tok"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 January 2024 to 31 January 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, transaction descriptions, transaction types, deposits, balances, and a statement period (\u002701 January 2024 to 31 January 2024\u0027). It also includes a breakdown of \u0027Money In\u0027 and \u0027Money Out\u0027, which are typical features of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 January 2024 to 31 January 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 2,
"text_length": 1159
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3D9qm7fTUIaF2c67AxmKso4NcQ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null, \\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890403, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=1728, total_tokens=1964, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, "
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 Feb 2024 to 01 Mar 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, IBAN, BIC, transaction details (e.g., deposits, payments, balances), and account summary with opening and closing balances. It also includes payment types and transaction descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 Feb 2024 to 01 Mar 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.2689075630252101,
"features": {
"bank_statement": {
"keyword_score": 0.35294117647058826,
"pattern_score": 0.14285714285714285,
"total_score": 0.2689075630252101
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.038461538461538464,
"pattern_score": 0.0,
"total_score": 0.023076923076923078
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 3,
"text_length": 2005
},
{
"confidence_score": 0.9,
"document_type": "invoice",
"features": {
"llm_based": {
"confidence": 0.9,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.9,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\n \"document_identifiers\": {\n \"invoice_number\": \"421071318\",\n \"seller_name\": \"Lloyds Bank plc\",\n \"invoice_date\": \"12/2/2024\",\n \"total_amount\": \"0.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3FKWn0llhH7lCOrIi2JLtHjoAK\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"invoice\",\\n \"confidence\": 0.9,\\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \\\u0027INVOICE\\\u0027 in bold, an \\\u0027Invoice reference\\\u0027 (421071318), a \\\u0027Date / Tax point\\\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\\n \"document_identifiers\": {\\n \"invoice_number\": \"421071318\",\\n \"seller_name\": \"Lloyds Bank plc\",\\n \"invoice_date\": \"12/2/2024\",\\n \"total_amount\": \"0.00\",\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890405, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1333, total_tokens=1578, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), p"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": "12/2/2024",
"invoice_number": "421071318",
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": "Lloyds Bank plc",
"statement_period": null,
"total_amount": "0.00"
},
"llm_reasoning": "The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.",
"raw_response": "```json\n{\n \"document_type\": \"invoice\",\n \"confidence\": 0.9,\n \"reasoning\": \"The document contains clear indicators of an invoice, such as the presence of the word \u0027INVOICE\u0027 in bold, an \u0027Invoice reference\u0027 (421071318), a \u0027Date / Tax point\u0027 (12/2/2024), and a breakdown of charges including VAT and totals. These are key characteristics of an invoice document.\",\n \"document_identifiers\": {\n \"invoice_number\": \"421071318\",\n \"seller_name\": \"Lloyds Bank plc\",\n \"invoice_date\": \"12/2/2024\",\n \"total_amount\": \"0.00\",\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "invoice"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.15,
"features": {
"bank_statement": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.0,
"total_score": 0.03529411764705882
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.16666666666666666,
"pattern_score": 0.125,
"total_score": 0.15
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "invoice"
}
},
"page_number": 4,
"text_length": 1197
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. It also includes a statement period (\u002701 March 2024 to 31 March 2024\u0027) and references to a business account, which are typical features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 March 2024 to 31 March 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3HYzsoS7E2DOmPzuzsk7WQSibf\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. It also includes a statement period (\\\u002701 March 2024 to 31 March 2024\\\u0027) and references to a business account, which are typical features of a bank statement.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 March 2024 to 31 March 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890407, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=242, prompt_tokens=1696, total_tokens=1938, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reaso"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 March 2024 to 31 March 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. It also includes a statement period (\u002701 March 2024 to 31 March 2024\u0027) and references to a business account, which are typical features of a bank statement.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. It also includes a statement period (\u002701 March 2024 to 31 March 2024\u0027) and references to a business account, which are typical features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 March 2024 to 31 March 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.1,
"total_score": 0.0903529411764706
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.038461538461538464,
"pattern_score": 0.0,
"total_score": 0.023076923076923078
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 5,
"text_length": 1786
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and balances. It also includes a statement period (01 April 2024 to 18 April 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, credit card statements, or loan/mortgage details.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 April 2024 to 18 April 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3Ip9iofsmqgNofOHzdYT9e8Dst\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and balances. It also includes a statement period (01 April 2024 to 18 April 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, credit card statements, or loan/mortgage details.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 April 2024 to 18 April 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890408, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=262, prompt_tokens=1693, total_tokens=1955, completion_tokens_details=CompletionT"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 April 2024 to 18 April 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and balances. It also includes a statement period (01 April 2024 to 18 April 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, credit card statements, or loan/mortgage details.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and balances. It also includes a statement period (01 April 2024 to 18 April 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, credit card statements, or loan/mortgage details.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 April 2024 to 18 April 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.1,
"total_score": 0.0903529411764706
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 6,
"text_length": 1773
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. There are no indicators of other document types such as invoices, loan statements, or mortgage statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3KY7vc0kq7eonmRM0eynTndISX\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. There are no indicators of other document types such as invoices, loan statements, or mortgage statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890410, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=222, prompt_tokens=1771, total_tokens=1993, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. There are no indicators of other document types such as invoices, loan statements, or mortgage statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, money in/out amounts, and running balances. There are no indicators of other document types such as invoices, loan statements, or mortgage statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 7,
"text_length": 1909
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank account number, sort code, transaction dates, descriptions, transaction types, money in/out amounts, and running balances. Additionally, the document is labeled as \u0027LLOYDS BANK BUSINESS ACCOUNT\u0027 and includes a list of transaction types and their descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3MFe0bEdAKbnhF16N4ty18B81K\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank account number, sort code, transaction dates, descriptions, transaction types, money in/out amounts, and running balances. Additionally, the document is labeled as \\\u0027LLOYDS BANK BUSINESS ACCOUNT\\\u0027 and includes a list of transaction types and their descriptions, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890412, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1629, total_tokens=1861, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a bank account number, sort code, transaction dates, descriptions, transaction types, money in/out amounts, and running balances. Additionally, the document is labeled as \u0027LLOYDS BANK BUSINESS ACCOUNT\u0027 and includes a list of transaction types and their descriptions, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank account number, sort code, transaction dates, descriptions, transaction types, money in/out amounts, and running balances. Additionally, the document is labeled as \u0027LLOYDS BANK BUSINESS ACCOUNT\u0027 and includes a list of transaction types and their descriptions, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 8,
"text_length": 1720
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and balances. It also includes a statement period (01 May 2024 to 31 May 2024) and is issued by a bank (Lloyds Bank). These are all characteristic features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 May 2024 to 31 May 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3ODtObSWU7dYG0FC737DQYaTq9\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and balances. It also includes a statement period (01 May 2024 to 31 May 2024) and is issued by a bank (Lloyds Bank). These are all characteristic features of a bank statement.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 May 2024 to 31 May 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890414, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=247, prompt_tokens=1704, total_tokens=1951, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tok"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 May 2024 to 31 May 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and balances. It also includes a statement period (01 May 2024 to 31 May 2024) and is issued by a bank (Lloyds Bank). These are all characteristic features of a bank statement.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, money in/out amounts, and balances. It also includes a statement period (01 May 2024 to 31 May 2024) and is issued by a bank (Lloyds Bank). These are all characteristic features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 May 2024 to 31 May 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 9,
"text_length": 1798
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types (e.g., DD, FPO, FPI, DEB), money in/out amounts, and running balances. These are characteristic features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3PhDCS6J7aeRvBgIgtrYDzAp6d\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types (e.g., DD, FPO, FPI, DEB), money in/out amounts, and running balances. These are characteristic features of a bank statement.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890415, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1765, total_tokens=1993, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=Prom"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types (e.g., DD, FPO, FPI, DEB), money in/out amounts, and running balances. These are characteristic features of a bank statement.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types (e.g., DD, FPO, FPI, DEB), money in/out amounts, and running balances. These are characteristic features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 10,
"text_length": 1867
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \u0027Sort Code\u0027, \u0027Account Number\u0027, transaction details with dates, descriptions, types, money in/out, and balances. Additionally, it includes a list of transaction types and mentions \u0027Lloyds Bank\u0027 as the financial institution. There are no indicators of invoices, credit cards, loans, mortgages, or other document types.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3Ryap9GRQzMoFZXuDt6WANfs5a\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \\\u0027Sort Code\\\u0027, \\\u0027Account Number\\\u0027, transaction details with dates, descriptions, types, money in/out, and balances. Additionally, it includes a list of transaction types and mentions \\\u0027Lloyds Bank\\\u0027 as the financial institution. There are no indicators of invoices, credit cards, loans, mortgages, or other document types.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890417, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=239, prompt_tokens=1350, total_tokens=1589, completion_tokens_details=CompletionTokensDetails(accepted_prediction"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as \u0027Sort Code\u0027, \u0027Account Number\u0027, transaction details with dates, descriptions, types, money in/out, and balances. Additionally, it includes a list of transaction types and mentions \u0027Lloyds Bank\u0027 as the financial institution. There are no indicators of invoices, credit cards, loans, mortgages, or other document types.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \u0027Sort Code\u0027, \u0027Account Number\u0027, transaction details with dates, descriptions, types, money in/out, and balances. Additionally, it includes a list of transaction types and mentions \u0027Lloyds Bank\u0027 as the financial institution. There are no indicators of invoices, credit cards, loans, mortgages, or other document types.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 11,
"text_length": 1167
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out, and balances. It also includes a statement period (\u002701 June 2024 to 30 June 2024\u0027) and references to a business account.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 June 2024 to 30 June 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3TbyJT1NpRZhm2HzdJdyhHy0PL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out, and balances. It also includes a statement period (\\\u002701 June 2024 to 30 June 2024\\\u0027) and references to a business account.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 June 2024 to 30 June 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890419, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=233, prompt_tokens=1666, total_tokens=1899, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_d"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 June 2024 to 30 June 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out, and balances. It also includes a statement period (\u002701 June 2024 to 30 June 2024\u0027) and references to a business account.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out, and balances. It also includes a statement period (\u002701 June 2024 to 30 June 2024\u0027) and references to a business account.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 June 2024 to 30 June 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 12,
"text_length": 1711
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, transaction types (e.g., FPO, DD, DEB), money in/out amounts, and running balances. It also includes a list of transaction types and their descriptions, which is typical for bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3VyUKUcEESeVVturaa9wTiepZo\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, transaction types (e.g., FPO, DD, DEB), money in/out amounts, and running balances. It also includes a list of transaction types and their descriptions, which is typical for bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null, \\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890421, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1512, total_tokens=1740, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_toke"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, transaction types (e.g., FPO, DD, DEB), money in/out amounts, and running balances. It also includes a list of transaction types and their descriptions, which is typical for bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, transaction types (e.g., FPO, DD, DEB), money in/out amounts, and running balances. It also includes a list of transaction types and their descriptions, which is typical for bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null, \n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 13,
"text_length": 1487
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, types, money in/out amounts, and running balances. It also specifies a statement period (01 July 2024 to 31 July 2024) and includes a summary of money in, money out, and balances.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 July 2024 to 31 July 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3XUNNVKJ1CQkb0BLgWEvkKx3Y7\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, types, money in/out amounts, and running balances. It also specifies a statement period (01 July 2024 to 31 July 2024) and includes a summary of money in, money out, and balances.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 July 2024 to 31 July 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890423, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=242, prompt_tokens=1729, total_tokens=1971, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 July 2024 to 31 July 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, types, money in/out amounts, and running balances. It also specifies a statement period (01 July 2024 to 31 July 2024) and includes a summary of money in, money out, and balances.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, types, money in/out amounts, and running balances. It also specifies a statement period (01 July 2024 to 31 July 2024) and includes a summary of money in, money out, and balances.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 July 2024 to 31 July 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 14,
"text_length": 1860
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a sort code, account number, transaction dates, descriptions, transaction types (e.g., DD, FPC, FPO), money in/out amounts, and running balances. Additionally, the document is labeled as a \u0027Business Account\u0027 statement from Lloyds Bank, which further confirms its classification as a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3ZcE8DbQ0jXQVLYQUoIIJlGUCz\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a sort code, account number, transaction dates, descriptions, transaction types (e.g., DD, FPC, FPO), money in/out amounts, and running balances. Additionally, the document is labeled as a \\\u0027Business Account\\\u0027 statement from Lloyds Bank, which further confirms its classification as a bank statement.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890425, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1797, total_tokens=2034, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_token"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a sort code, account number, transaction dates, descriptions, transaction types (e.g., DD, FPC, FPO), money in/out amounts, and running balances. Additionally, the document is labeled as a \u0027Business Account\u0027 statement from Lloyds Bank, which further confirms its classification as a bank statement.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a sort code, account number, transaction dates, descriptions, transaction types (e.g., DD, FPC, FPO), money in/out amounts, and running balances. Additionally, the document is labeled as a \u0027Business Account\u0027 statement from Lloyds Bank, which further confirms its classification as a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 15,
"text_length": 1965
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \u0027Lloyds Bank\u0027, \u0027Business Account\u0027, \u0027Sort Code\u0027, \u0027Account Number\u0027, and a detailed list of transactions with dates, descriptions, transaction types, money in/out, and balances. Additionally, it includes a glossary of transaction types, which is typical for bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3aMWCjDfxwwG6FSSWgBzajfp6m\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \\\u0027Lloyds Bank\\\u0027, \\\u0027Business Account\\\u0027, \\\u0027Sort Code\\\u0027, \\\u0027Account Number\\\u0027, and a detailed list of transactions with dates, descriptions, transaction types, money in/out, and balances. Additionally, it includes a glossary of transaction types, which is typical for bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890426, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1516, total_tokens=1746, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as \u0027Lloyds Bank\u0027, \u0027Business Account\u0027, \u0027Sort Code\u0027, \u0027Account Number\u0027, and a detailed list of transactions with dates, descriptions, transaction types, money in/out, and balances. Additionally, it includes a glossary of transaction types, which is typical for bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as \u0027Lloyds Bank\u0027, \u0027Business Account\u0027, \u0027Sort Code\u0027, \u0027Account Number\u0027, and a detailed list of transactions with dates, descriptions, transaction types, money in/out, and balances. Additionally, it includes a glossary of transaction types, which is typical for bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 16,
"text_length": 1488
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3cRk9NZHZsrDZbblLg5qb66xd3\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890428, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1770, total_tokens=1997, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens="
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 17,
"text_length": 1872
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. It also includes a statement period (01 September 2024 to 30 September 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, loan statements, or payroll.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 September 2024 to 30 September 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3edJQcgC2dN7xseYUkxjvbu7WG\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. It also includes a statement period (01 September 2024 to 30 September 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, loan statements, or payroll.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": \"01 September 2024 to 30 September 2024\",\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890430, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=258, prompt_tokens=1723, total_tokens=1981, completion_tokens_details=Completi"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": "01 September 2024 to 30 September 2024",
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. It also includes a statement period (01 September 2024 to 30 September 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, loan statements, or payroll.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account number, sort code, transaction dates, descriptions, types, money in/out amounts, and running balances. It also includes a statement period (01 September 2024 to 30 September 2024) and is issued by a bank (Lloyds Bank). There are no indicators of other document types such as invoices, loan statements, or payroll.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": \"01 September 2024 to 30 September 2024\",\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 18,
"text_length": 1903
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account details (sort code and account number), transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3gjx38ixzp5mpmlJYz6nGwrdp2\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account details (sort code and account number), transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890432, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1777, total_tokens=2007, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, reject"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account details (sort code and account number), transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as a bank name (Lloyds Bank), account details (sort code and account number), transaction dates, descriptions, types, money in/out amounts, and running balances. There is no mention of credit card details, invoices, payroll, loans, mortgages, or other financial documents.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.058823529411764705,
"pattern_score": 0.1,
"total_score": 0.0903529411764706
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 19,
"text_length": 1915
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, money in/out amounts, and running balances. It also includes the bank\u0027s name (Lloyds Bank) and references to direct debits (DD), deposits (DEP), and other transaction types, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3hZ5oUw6nT1c228nfZqJVPNqkH\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, money in/out amounts, and running balances. It also includes the bank\\\u0027s name (Lloyds Bank) and references to direct debits (DD), deposits (DEP), and other transaction types, which are typical of bank statements.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890433, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1788, total_tokens=2020, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, r"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, money in/out amounts, and running balances. It also includes the bank\u0027s name (Lloyds Bank) and references to direct debits (DD), deposits (DEP), and other transaction types, which are typical of bank statements.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions, money in/out amounts, and running balances. It also includes the bank\u0027s name (Lloyds Bank) and references to direct debits (DD), deposits (DEP), and other transaction types, which are typical of bank statements.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.12773109243697478,
"features": {
"bank_statement": {
"keyword_score": 0.11764705882352941,
"pattern_score": 0.14285714285714285,
"total_score": 0.12773109243697478
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"invoice": {
"keyword_score": 0.05555555555555555,
"pattern_score": 0.0,
"total_score": 0.03333333333333333
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 20,
"text_length": 1922
},
{
"confidence_score": 0.95,
"document_type": "bank_statement",
"features": {
"llm_based": {
"confidence": 0.95,
"features": {
"api_response_debug": {
"content_preview": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, transaction descriptions, transaction types (e.g., DEB, DD, FPI), and balances. It also includes a list of transactions with money in, money out, and running balances, which are typical features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```",
"response_repr": "ChatCompletion(id=\u0027chatcmpl-CnP3jR0adZ5mjOCYo3w2W4ZTWd1N5\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n \"document_type\": \"bank_statement\",\\n \"confidence\": 0.95,\\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, transaction descriptions, transaction types (e.g., DEB, DD, FPI), and balances. It also includes a list of transactions with money in, money out, and running balances, which are typical features of a bank statement.\",\\n \"document_identifiers\": {\\n \"invoice_number\": null,\\n \"seller_name\": null,\\n \"invoice_date\": null,\\n \"total_amount\": null,\\n \"agreement_date\": null,\\n \"amount_financed\": null,\\n \"monthly_payment\": null,\\n \"loan_tenure\": null,\\n \"loan_reference\": null,\\n \"annual_interest_rate\": null,\\n \"outstanding_balance\": null,\\n \"statement_period\": null,\\n \"mortgage_account_number\": null,\\n \"property_address\": null,\\n \"remaining_term_months\": null,\\n \"monthly_payment_amount\": null\\n }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765890435, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1460, total_tokens=1690, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pre"
},
"document_identifiers": {
"agreement_date": null,
"amount_financed": null,
"annual_interest_rate": null,
"invoice_date": null,
"invoice_number": null,
"loan_reference": null,
"loan_tenure": null,
"monthly_payment": null,
"monthly_payment_amount": null,
"mortgage_account_number": null,
"outstanding_balance": null,
"property_address": null,
"remaining_term_months": null,
"seller_name": null,
"statement_period": null,
"total_amount": null
},
"llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, transaction descriptions, transaction types (e.g., DEB, DD, FPI), and balances. It also includes a list of transactions with money in, money out, and running balances, which are typical features of a bank statement.",
"raw_response": "```json\n{\n \"document_type\": \"bank_statement\",\n \"confidence\": 0.95,\n \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, transaction descriptions, transaction types (e.g., DEB, DD, FPI), and balances. It also includes a list of transactions with money in, money out, and running balances, which are typical features of a bank statement.\",\n \"document_identifiers\": {\n \"invoice_number\": null,\n \"seller_name\": null,\n \"invoice_date\": null,\n \"total_amount\": null,\n \"agreement_date\": null,\n \"amount_financed\": null,\n \"monthly_payment\": null,\n \"loan_tenure\": null,\n \"loan_reference\": null,\n \"annual_interest_rate\": null,\n \"outstanding_balance\": null,\n \"statement_period\": null,\n \"mortgage_account_number\": null,\n \"property_address\": null,\n \"remaining_term_months\": null,\n \"monthly_payment_amount\": null\n }\n}\n```"
},
"type": "bank_statement"
},
"method_used": "both_agree",
"pattern_based": {
"confidence": 0.19831932773109243,
"features": {
"bank_statement": {
"keyword_score": 0.23529411764705882,
"pattern_score": 0.14285714285714285,
"total_score": 0.19831932773109243
},
"corporation_tax": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"credit_card": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"financial_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"hp_agreement": {
"keyword_score": 0.07692307692307693,
"pattern_score": 0.0,
"total_score": 0.046153846153846156
},
"invoice": {
"keyword_score": 0.1111111111111111,
"pattern_score": 0.0,
"total_score": 0.06666666666666667
},
"loan_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"mortgage_statement": {
"keyword_score": 0.02631578947368421,
"pattern_score": 0.0,
"total_score": 0.025263157894736838
},
"nominal_ledger": {
"keyword_score": 0.125,
"pattern_score": 0.0,
"total_score": 0.0975
},
"payroll": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
},
"property_statement": {
"keyword_score": 0.0,
"pattern_score": 0.0,
"total_score": 0.0
}
},
"type": "bank_statement"
}
},
"page_number": 21,
"text_length": 1384
}
],
"processing_timestamp": "2025-12-16T13:07:17.221777"
}