Merged PDF Processing Results

Back to Dashboard
PDF Information
Original Filename: Barclays_1775544210.pdf
Upload Date: April 07, 2026 at 11:47 AM
Total Pages: 12
Processing Status: Completed
Extraction Summary
Total Documents: 4
Bank Statements: 2
Payroll Statements: 2
Page Classification Results
Page 1

Bank Statement

95%
Page 2

Bank Statement

95%
Page 3

Bank Statement

95%
Page 4

Bank Statement

95%
Page 5

Bank Statement

95%
Page 6

Bank Statement

95%
Page 7

Bank Statement

95%
Page 8

Bank Statement

95%
Page 9

Bank Statement

95%
Page 10

Payroll Statement

95%
Page 11

Bank Statement

95%
Page 12

Bank Statement

95%
Extracted Documents 4
Document Type Pages Confidence Processing Status Created Actions
Bank Statement 1-9 (9 pages) 95% Processed 2026-04-07 11:48 View
Payroll Statement 10 (1 page) 95% Processed 2026-04-07 11:48 No view available
Payroll Statement 10 (1 page) 95% Processed 2026-04-07 11:48 No view available
Bank Statement 11-12 (2 pages) 95% Processed 2026-04-07 11:48 View
{
  "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": null,
        "total_amount": null
      },
      "document_type": "bank_statement",
      "end_page": 9,
      "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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\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-DRzC8sdI3RExjoRqtLmRr7b72E3uA\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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\\\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562460, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=243, prompt_tokens=1145, total_tokens=1388, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.",
                "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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\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": 0.10588235294117647,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.17647058823529413,
                  "pattern_score": 0.0,
                  "total_score": 0.10588235294117647
                },
                "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": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 1,
          "text_length": 419
        },
        {
          "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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-DRzC9pqo1S5nSbUXNIAh1ov4vhDJY\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562461, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1520, total_tokens=1737, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), promp"
                },
                "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 2,
          "text_length": 1150
        },
        {
          "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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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-DRzCBSPW0Vmrgtm6mtRptmyr0eqli\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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562463, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=197, prompt_tokens=1554, total_tokens=1751, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=1536)), prompt_filter_results=[{\u0027prompt_in"
                },
                "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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators of a bank statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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": "llm_preferred",
            "pattern_based": {
              "confidence": 0.05573934837092731,
              "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.047619047619047616,
                  "total_score": 0.05573934837092731
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": "mortgage_statement"
            }
          },
          "page_number": 3,
          "text_length": 1125
        },
        {
          "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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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-DRzCCTqBSukXzIpR6CskJSuBI8kTw\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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562464, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1493, total_tokens=1710, 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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.047619047619047616,
                  "total_score": 0.05573934837092731
                },
                "nominal_ledger": {
                  "keyword_score": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": 4,
          "text_length": 1108
        },
        {
          "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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\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-DRzCDKWq1V38aptIgrfb4RW4qThEj\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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562465, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=208, prompt_tokens=1527, total_tokens=1735, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, c"
                },
                "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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 5,
          "text_length": 1164
        },
        {
          "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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\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-DRzCFn628jHGhAXU0Sxp8aYayj32c\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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \\\u0027Funds Transfer\\\u0027, \\\u0027Direct Debit\\\u0027, \\\u0027Counter Credit\\\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562467, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1502, total_tokens=1736, completion_tokens_details=CompletionTokensDetails(accepted_predic"
                },
                "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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.02631578947368421,
                  "pattern_score": 0.047619047619047616,
                  "total_score": 0.05573934837092731
                },
                "nominal_ledger": {
                  "keyword_score": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": 1121
        },
        {
          "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\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-DRzCGf34sDQRRY7PbwKsPBOIS3A7c\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562468, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=209, prompt_tokens=1522, total_tokens=1731, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_t"
                },
                "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 7,
          "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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-DRzCHNYyGQKEwnTbtSTfwxEVrdVby\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562469, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=211, prompt_tokens=1515, total_tokens=1726, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails("
                },
                "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific document types.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "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": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": 1151
        },
        {
          "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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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-DRzCJhtixCqMhLSoLYuAASXWhFhrP\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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562471, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1521, total_tokens=1738, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), pr"
                },
                "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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.041666666666666664
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 9,
          "text_length": 1104
        }
      ],
      "start_page": 1
    },
    {
      "avg_confidence": 0.95,
      "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
      },
      "document_type": "payroll_statement",
      "end_page": 10,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "payroll_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"payroll_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\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-DRzCLHN6ucLnj3fvJbmi8gs41YWcS\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"payroll_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \\\u0027WAGES FT\\\u0027, \\\u0027Funds Transfer\\\u0027, \\\u0027Direct Debit\\\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562473, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=221, prompt_tokens=1548, total_tokens=1769, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_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": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.",
                "raw_response": "```json\n{\n    \"document_type\": \"payroll_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\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": "payroll_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": 1135
        }
      ],
      "start_page": 10
    },
    {
      "avg_confidence": 0.95,
      "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
      },
      "document_type": "bank_statement",
      "end_page": 12,
      "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 transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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-DRzCM8eErT7CZy0ekwzQtmjUztEfe\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 transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562474, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=207, prompt_tokens=1500, total_tokens=1707, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_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": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other financial documents.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.047619047619047616,
                  "total_score": 0.05573934837092731
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "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": 1106
        },
        {
          "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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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-DRzCNqnnNL4TmkBNUIMiJCC4ejkkr\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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\\\u0027s regulatory information, 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562475, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1550, total_tokens=1764, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), pr"
                },
                "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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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": 0.07058823529411765,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.03
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 12,
          "text_length": 2177
        }
      ],
      "start_page": 11
    }
  ],
  "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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\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-DRzC8sdI3RExjoRqtLmRr7b72E3uA\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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\\\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562460, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=243, prompt_tokens=1145, total_tokens=1388, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.",
            "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 an account number (20-20-46 53447189), transaction dates (23/07/2025 to 08/09/2025), descriptions of transactions, balances (available balance, last night\u0027s balance), and money in/out details. No indicators of other document types like invoices, loan statements, or mortgage statements are present.\",\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": 0.10588235294117647,
          "features": {
            "bank_statement": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.0,
              "total_score": 0.10588235294117647
            },
            "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 1,
      "text_length": 419
    },
    {
      "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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-DRzC9pqo1S5nSbUXNIAh1ov4vhDJY\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562461, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1520, total_tokens=1737, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), promp"
            },
            "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 2,
      "text_length": 1150
    },
    {
      "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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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-DRzCBSPW0Vmrgtm6mtRptmyr0eqli\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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562463, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=197, prompt_tokens=1554, total_tokens=1751, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tokens=1536)), prompt_filter_results=[{\u0027prompt_in"
            },
            "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 multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transactions with details such as transaction dates, descriptions, amounts (debits and credits), and running balances. These are key indicators 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": "llm_preferred",
        "pattern_based": {
          "confidence": 0.05573934837092731,
          "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.047619047619047616,
              "total_score": 0.05573934837092731
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": "mortgage_statement"
        }
      },
      "page_number": 3,
      "text_length": 1125
    },
    {
      "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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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-DRzCCTqBSukXzIpR6CskJSuBI8kTw\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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562464, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1493, total_tokens=1710, 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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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 a list of transactions with dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. 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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.047619047619047616,
              "total_score": 0.05573934837092731
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": 4,
      "text_length": 1108
    },
    {
      "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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\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-DRzCDKWq1V38aptIgrfb4RW4qThEj\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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562465, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=208, prompt_tokens=1527, total_tokens=1735, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, c"
            },
            "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 transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains transaction details such as dates, descriptions, amounts (both debits and credits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other categories are present.\",\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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 5,
      "text_length": 1164
    },
    {
      "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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\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-DRzCFn628jHGhAXU0Sxp8aYayj32c\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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \\\u0027Funds Transfer\\\u0027, \\\u0027Direct Debit\\\u0027, \\\u0027Counter Credit\\\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562467, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1502, total_tokens=1736, completion_tokens_details=CompletionTokensDetails(accepted_predic"
            },
            "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 multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with details such as transaction dates, descriptions (e.g., \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027, \u0027Counter Credit\u0027), amounts (both debits and credits), and running balances. These are key indicators of a bank statement. There is no evidence of invoice numbers, loan references, or property details that would suggest another document type.\",\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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.02631578947368421,
              "pattern_score": 0.047619047619047616,
              "total_score": 0.05573934837092731
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": 1121
    },
    {
      "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\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-DRzCGf34sDQRRY7PbwKsPBOIS3A7c\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562468, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=209, prompt_tokens=1522, total_tokens=1731, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_t"
            },
            "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. No specific identifiers for invoices, loans, or other document types are present.\",\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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 7,
      "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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-DRzCHNYyGQKEwnTbtSTfwxEVrdVby\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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562469, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=211, prompt_tokens=1515, total_tokens=1726, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails("
            },
            "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 multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific document types.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with dates, descriptions, amounts (both credits and debits), and running balances. These are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other specific 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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": 1151
    },
    {
      "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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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-DRzCJhtixCqMhLSoLYuAASXWhFhrP\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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562471, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1521, total_tokens=1738, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), pr"
            },
            "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 multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple transaction entries with details such as dates, descriptions, debit/credit amounts, and running balances. These are key indicators of a bank statement. No specific indicators for other document types, such as invoice numbers, loan references, or property addresses, were found.\",\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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.041666666666666664
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 9,
      "text_length": 1104
    },
    {
      "confidence_score": 0.95,
      "document_type": "payroll_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"payroll_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\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-DRzCLHN6ucLnj3fvJbmi8gs41YWcS\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"payroll_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \\\u0027WAGES FT\\\u0027, \\\u0027Funds Transfer\\\u0027, \\\u0027Direct Debit\\\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\\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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562473, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=221, prompt_tokens=1548, total_tokens=1769, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.",
            "raw_response": "```json\n{\n    \"document_type\": \"payroll_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple entries of employee names, wages, and payment details such as amounts, transaction types (e.g., \u0027WAGES FT\u0027, \u0027Funds Transfer\u0027, \u0027Direct Debit\u0027), and balances. These are key indicators of a payroll statement, which typically includes salary payments and related transactions.\",\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": "payroll_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": 1135
    },
    {
      "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 transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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-DRzCM8eErT7CZy0ekwzQtmjUztEfe\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 transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562474, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=207, prompt_tokens=1500, total_tokens=1707, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, loans, mortgages, or other financial documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains transaction dates, descriptions, amounts (both credits and debits), and running balances, which are key indicators of a bank statement. There are no references to invoices, 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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.047619047619047616,
              "total_score": 0.05573934837092731
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "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": 1106
    },
    {
      "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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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-DRzCNqnnNL4TmkBNUIMiJCC4ejkkr\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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\\\u0027s regulatory information, 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\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=1775562475, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1550, total_tokens=1764, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), pr"
            },
            "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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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 multiple transaction entries with details such as transaction dates, descriptions, amounts (both debits and credits), and running balances. Additionally, it includes references to online statements and the bank\u0027s regulatory information, 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": 0.07058823529411765,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.03
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 12,
      "text_length": 2177
    }
  ],
  "processing_timestamp": "2026-04-07T11:47:57.078208"
}