Merged PDF Processing Results

Back to Dashboard
PDF Information
Original Filename: co-operative_bank_statement.pdf
Upload Date: December 16, 2025 at 01:39 PM
Total Pages: 24
Processing Status: Partial
Extraction Summary
Total Documents: 4
Invoices: 2
Bank Statements: 2
Page Classification Results
Page 1

Invoice

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

Bank Statement

95%
Page 11

Bank Statement

95%
Page 12

Bank Statement

95%
Page 13

Bank Statement

95%
Page 14

Bank Statement

95%
Page 15

Bank Statement

95%
Page 16

Bank Statement

95%
Page 17

Bank Statement

95%
Page 18

Bank Statement

95%
Page 19

Invoice

95%
Page 20

Bank Statement

95%
Page 21

Bank Statement

95%
Page 22

Bank Statement

95%
Page 23

Bank Statement

95%
Page 24

Bank Statement

95%
Extracted Documents 4
Document Type Pages Confidence Processing Status Created Actions
Invoice 1 (1 page) 95% Processed 2025-12-16 13:39 View
Invoice 19 (1 page) 95% Processed 2025-12-16 13:39 View
Bank Statement 20-22 (3 pages) 95% Failed 2025-12-16 13:39 Processing...
Bank Statement 23-24 (2 pages) 95% Processed 2025-12-16 13:40 View
{
  "document_groups": [
    {
      "avg_confidence": 0.95,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": "19 January 2024 to 15 February 2024",
        "invoice_number": "60",
        "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": "The co-operative bank",
        "statement_period": null,
        "total_amount": "20.00"
      },
      "document_type": "invoice",
      "end_page": 1,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "invoice",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"60\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\n        \"total_amount\": \"20.00\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYVxWwHvYxGFKKLiUGMt8TMhAqL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice number\\\u0027, \\\u0027Total Charges\\\u0027, \\\u0027Charging period\\\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\\\u0027The co-operative bank\\\u0027) and an invoice date (\\\u002719 January 2024 to 15 February 2024\\\u0027). These elements are consistent with the structure of a business invoice.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"60\",\\n        \"seller_name\": \"The co-operative bank\",\\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\\n        \"total_amount\": \"20.00\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892343, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=254, prompt_tokens=1198, total_tokens=1452, completion_tokens_details=CompletionTokensDetails(a"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": "19 January 2024 to 15 February 2024",
                  "invoice_number": "60",
                  "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": "The co-operative bank",
                  "statement_period": null,
                  "total_amount": "20.00"
                },
                "llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.",
                "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"60\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\n        \"total_amount\": \"20.00\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "invoice"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.2,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.17647058823529413,
                  "pattern_score": 0.14285714285714285,
                  "total_score": 0.16302521008403362
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.16666666666666666,
                  "pattern_score": 0.25,
                  "total_score": 0.2
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll": {
                  "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": "invoice"
            }
          },
          "page_number": 1,
          "text_length": 764
        }
      ],
      "start_page": 1
    },
    {
      "avg_confidence": 0.95,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": "62",
        "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": "The co-operative bank",
        "statement_period": "20 March 2024 to 16 April 2024",
        "total_amount": "15.80"
      },
      "document_type": "invoice",
      "end_page": 19,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "invoice",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"62\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": null,\n        \"total_amount\": \"15.80\",\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\": \"20 March 2024 to 16 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ2Tux7ZOtumBQ8UvOlWlRvhZun\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice number\\\u0027, \\\u0027Total Charges\\\u0027, \\\u0027Charging period\\\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \\\u0027Current Account Invoice\\\u0027 at the top.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"62\",\\n        \"seller_name\": \"The co-operative bank\",\\n        \"invoice_date\": null,\\n        \"total_amount\": \"15.80\",\\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\": \"20 March 2024 to 16 April 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892376, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=1217, total_tokens=1446, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_detai"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": "62",
                  "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": "The co-operative bank",
                  "statement_period": "20 March 2024 to 16 April 2024",
                  "total_amount": "15.80"
                },
                "llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.",
                "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"62\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": null,\n        \"total_amount\": \"15.80\",\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\": \"20 March 2024 to 16 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "invoice"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.2,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.17647058823529413,
                  "pattern_score": 0.14285714285714285,
                  "total_score": 0.16302521008403362
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.16666666666666666,
                  "pattern_score": 0.25,
                  "total_score": 0.2
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll": {
                  "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": "invoice"
            }
          },
          "page_number": 19,
          "text_length": 803
        }
      ],
      "start_page": 19
    },
    {
      "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": "8 May 2024 to 22 May 2024",
        "total_amount": null
      },
      "document_type": "bank_statement",
      "end_page": 24,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "bank_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-CnPZ34d2QYZbVlWiuZd8wqvSRqyZ2\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892377, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1822, total_tokens=2047, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "bank_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.19831932773109243,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.23529411764705882,
                  "pattern_score": 0.14285714285714285,
                  "total_score": 0.19831932773109243
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.13333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.08
                },
                "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": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll": {
                  "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": 20,
          "text_length": 2378
        },
        {
          "confidence_score": 0.95,
          "document_type": "bank_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ5MpZKOrNNoD5qTd3nMGcWIdos\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \\\u0027Current Account,\\\u0027 \\\u0027Statement date,\\\u0027 \\\u0027Statement opening balance,\\\u0027 and \\\u0027Statement closing balance,\\\u0027 which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892379, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=235, prompt_tokens=1870, total_tokens=2105, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reason"
                },
                "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": "8 May 2024 to 22 May 2024",
                  "total_amount": null
                },
                "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "bank_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.1411764705882353,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.23529411764705882,
                  "pattern_score": 0.0,
                  "total_score": 0.1411764705882353
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.1,
                  "total_score": 0.0903529411764706
                },
                "credit_card": {
                  "keyword_score": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "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": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.125,
                  "pattern_score": 0.0,
                  "total_score": 0.0975
                },
                "payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.02564102564102564,
                  "total_score": 0.02564102564102564
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 21,
          "text_length": 2495
        },
        {
          "confidence_score": 0.95,
          "document_type": "bank_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ77eF6P7epbTZdav1oTdtclTSa\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892381, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1827, total_tokens=2054, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_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": "30 May 2024 to 11 June 2024",
                  "total_amount": null
                },
                "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "bank_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.1411764705882353,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.23529411764705882,
                  "pattern_score": 0.0,
                  "total_score": 0.1411764705882353
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.13333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.08
                },
                "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": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll": {
                  "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": 22,
          "text_length": 2369
        },
        {
          "confidence_score": 0.95,
          "document_type": "bank_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ9y1mJQ1U9NsgIhq12HUGGm7Xv\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892383, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=1845, total_tokens=2064, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_toke"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "bank_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.1411764705882353,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.23529411764705882,
                  "pattern_score": 0.0,
                  "total_score": 0.1411764705882353
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "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": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.125,
                  "pattern_score": 0.0,
                  "total_score": 0.0975
                },
                "payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 23,
          "text_length": 2384
        },
        {
          "confidence_score": 0.95,
          "document_type": "bank_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZAXL4O6CHWe4Y8V5TfOg4rczm9\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892384, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1876, total_tokens=2110, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, a"
                },
                "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": "1 July 2024 - 6 August 2024",
                  "total_amount": null
                },
                "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "bank_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.1411764705882353,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.23529411764705882,
                  "pattern_score": 0.0,
                  "total_score": 0.1411764705882353
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.13333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.08
                },
                "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": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.02631578947368421,
                  "pattern_score": 0.0,
                  "total_score": 0.025263157894736838
                },
                "nominal_ledger": {
                  "keyword_score": 0.125,
                  "pattern_score": 0.0,
                  "total_score": 0.0975
                },
                "payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.041666666666666664
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 24,
          "text_length": 2465
        }
      ],
      "start_page": 20
    }
  ],
  "page_classifications": [
    {
      "confidence_score": 0.95,
      "document_type": "invoice",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"60\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\n        \"total_amount\": \"20.00\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYVxWwHvYxGFKKLiUGMt8TMhAqL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice number\\\u0027, \\\u0027Total Charges\\\u0027, \\\u0027Charging period\\\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\\\u0027The co-operative bank\\\u0027) and an invoice date (\\\u002719 January 2024 to 15 February 2024\\\u0027). These elements are consistent with the structure of a business invoice.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"60\",\\n        \"seller_name\": \"The co-operative bank\",\\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\\n        \"total_amount\": \"20.00\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892343, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=254, prompt_tokens=1198, total_tokens=1452, completion_tokens_details=CompletionTokensDetails(a"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": "19 January 2024 to 15 February 2024",
              "invoice_number": "60",
              "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": "The co-operative bank",
              "statement_period": null,
              "total_amount": "20.00"
            },
            "llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.",
            "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges. Additionally, it includes a seller/company name (\u0027The co-operative bank\u0027) and an invoice date (\u002719 January 2024 to 15 February 2024\u0027). These elements are consistent with the structure of a business invoice.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"60\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": \"19 January 2024 to 15 February 2024\",\n        \"total_amount\": \"20.00\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "invoice"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.2,
          "features": {
            "bank_statement": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.14285714285714285,
              "total_score": 0.16302521008403362
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.16666666666666666,
              "pattern_score": 0.25,
              "total_score": 0.2
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": "invoice"
        }
      },
      "page_number": 1,
      "text_length": 764
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYXt8Og3AWwpbr1tNm2UBnZg0RI\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical features of a bank statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892345, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=216, prompt_tokens=1820, total_tokens=2036, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_det"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 2,
      "text_length": 2411
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement opening and closing balance. It also includes a statement date and statement number, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-CnPYYEg54CZEdp7jOAm7iZmX2twLn\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement opening and closing balance. It also includes a statement date and statement number, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892346, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=217, prompt_tokens=1810, total_tokens=2027, 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 key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement opening and closing balance. It also includes a statement date and statement number, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement opening and closing balance. It also includes a statement date and statement number, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0625,
              "total_score": 0.04807692307692308
            },
            "invoice": {
              "keyword_score": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.09999999999999999
            },
            "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
            },
            "payroll": {
              "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": 3,
      "text_length": 2339
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"10 January 2024 to 15 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYazXrJY7B3NcnKgpsQSLnZcjSh\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"10 January 2024 to 15 January 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892348, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1882, total_tokens=2109, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_predi"
            },
            "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": "10 January 2024 to 15 January 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"10 January 2024 to 15 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 4,
      "text_length": 2490
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"15 January 2024 to 24 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYcEDms8fa0lyhE4gUTj6za7j4S\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"15 January 2024 to 24 January 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892350, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1869, total_tokens=2096, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_predi"
            },
            "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": "15 January 2024 to 24 January 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"15 January 2024 to 24 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 5,
      "text_length": 2452
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, total withdrawals, and deposits, 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\": \"24 January 2024 to 30 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYfwEImpVojHlYHvN08xZbRLCmC\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, total withdrawals, and deposits, 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\": \"24 January 2024 to 30 January 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892353, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1814, total_tokens=2046, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_"
            },
            "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": "24 January 2024 to 30 January 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, total withdrawals, and deposits, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, total withdrawals, and deposits, 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\": \"24 January 2024 to 30 January 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 6,
      "text_length": 2337
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement period (30 JAN - 29 FEB 2024) and a closing balance, 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\": \"30 JAN - 29 FEB 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYhqMCD6WbtvQo1IdQcspgm7ghl\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement period (30 JAN - 29 FEB 2024) and a closing balance, 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\": \"30 JAN - 29 FEB 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892355, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=235, prompt_tokens=1830, total_tokens=2065, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pre"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": "30 JAN - 29 FEB 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement period (30 JAN - 29 FEB 2024) and a closing balance, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement period (30 JAN - 29 FEB 2024) and a closing balance, 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\": \"30 JAN - 29 FEB 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 7,
      "text_length": 2420
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes terms like \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"5 February 2024 to 9 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYi6EU3xqByyby9gQLkNuT8dCuN\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes terms like \\\u0027Statement date,\\\u0027 \\\u0027Statement opening balance,\\\u0027 and \\\u0027Statement closing balance,\\\u0027 which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"5 February 2024 to 9 February 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892356, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=235, prompt_tokens=1824, total_tokens=2059, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audi"
            },
            "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": "5 February 2024 to 9 February 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes terms like \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes terms like \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"5 February 2024 to 9 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.09999999999999999
            },
            "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
            },
            "payroll": {
              "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": 8,
      "text_length": 2351
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date, statement number, and opening/closing balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYkSIK8x6jcUsZB7Qh4XeOyk558\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date, statement number, and opening/closing balances, which are typical features of a bank statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892358, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=1860, total_tokens=2079, 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 key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date, statement number, and opening/closing balances, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date, statement number, and opening/closing balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.02564102564102564,
              "total_score": 0.02564102564102564
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 9,
      "text_length": 2482
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"19 February 2024 to 28 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYm4E4xC9XV8h4WdJGOFZBWXKIW\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features of a bank statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"19 February 2024 to 28 February 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892360, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=233, prompt_tokens=1868, total_tokens=2101, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_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": "19 February 2024 to 28 February 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"19 February 2024 to 28 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 10,
      "text_length": 2478
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, withdrawals, deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and total withdrawals and deposits, 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\": \"28 February 2024 to 29 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYoUCljrG0BSPYiaCfAv0T5QLHy\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, withdrawals, deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and total withdrawals and deposits, 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\": \"28 February 2024 to 29 February 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892362, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=233, prompt_tokens=1421, total_tokens=1654, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning"
            },
            "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": "28 February 2024 to 29 February 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, withdrawals, deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and total withdrawals and deposits, which are typical features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, withdrawals, deposits, balances, and a statement period. It also includes a statement opening balance, closing balance, and total withdrawals and deposits, 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\": \"28 February 2024 to 29 February 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 11,
      "text_length": 1522
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features 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-CnPYpCODz0mFbgNw9xHDRBRMdo2MN\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features 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: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892363, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=240, prompt_tokens=1798, total_tokens=2038, completion_tokens_details=Co"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features 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 key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and intermediate balances, which are typical features 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": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": 12,
      "text_length": 2359
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYrDrGVgX6BMKpL7N7CUk8Wu1c5\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892365, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1880, total_tokens=2094, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=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 key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement date and opening/closing balances, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 13,
      "text_length": 2528
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"18 March 2024 to 28 March 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYtMUMRTst7N9WH5zEtPCxcyWAw\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"18 March 2024 to 28 March 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892367, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=226, prompt_tokens=1794, total_tokens=2020, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": "18 March 2024 to 28 March 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"18 March 2024 to 28 March 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 14,
      "text_length": 2314
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"28 March 2024 to 5 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYv51o77JjQDzaT4Fb9wtqYHSRZ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"28 March 2024 to 5 April 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892369, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1781, total_tokens=2009, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_predicti"
            },
            "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": "28 March 2024 to 5 April 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a summary of opening and closing balances, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"28 March 2024 to 5 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": 15,
      "text_length": 2297
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement date. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-CnPYxFpEHxi9fIGepfh30zhdh1eJ3\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement date. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892371, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1904, total_tokens=2118, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_deta"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement date. It also includes a statement opening and closing balance, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement date. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 16,
      "text_length": 2528
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, transaction dates, descriptions of transactions, withdrawals, deposits, opening and closing balances, and a statement date. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPYy6ietRwnruE6x6fFFMzfiIYPM\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, transaction dates, descriptions of transactions, withdrawals, deposits, opening and closing balances, and a statement date. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892372, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=224, prompt_tokens=1588, total_tokens=1812, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, re"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort code, transaction dates, descriptions of transactions, withdrawals, deposits, opening and closing balances, and a statement date. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort code, transaction dates, descriptions of transactions, withdrawals, deposits, opening and closing balances, and a statement date. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 17,
      "text_length": 1855
    },
    {
      "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 title (\u0027ROLLESTON CLUB\u0027), account number (\u002752263141\u0027), sort code (\u0027089056\u0027), statement date (\u002729 July 2024\u0027), statement number (\u002729\u0027), opening and closing balances (\u002766,886.65\u0027), and details of withdrawals and deposits. There are no indicators of other document types such as invoices, credit card statements, or loan-related 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-CnPZ0rDlSlfvQR8NCDFgp4Gz5J6xf\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 title (\\\u0027ROLLESTON CLUB\\\u0027), account number (\\\u002752263141\\\u0027), sort code (\\\u0027089056\\\u0027), statement date (\\\u002729 July 2024\\\u0027), statement number (\\\u002729\\\u0027), opening and closing balances (\\\u002766,886.65\\\u0027), and details of withdrawals and deposits. There are no indicators of other document types such as invoices, credit card statements, or loan-related documents.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892374, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=249, prompt_tokens=1277, total_tokens=1526, completion_tokens_details=Comple"
            },
            "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 title (\u0027ROLLESTON CLUB\u0027), account number (\u002752263141\u0027), sort code (\u0027089056\u0027), statement date (\u002729 July 2024\u0027), statement number (\u002729\u0027), opening and closing balances (\u002766,886.65\u0027), and details of withdrawals and deposits. There are no indicators of other document types such as invoices, credit card statements, or loan-related documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as an account title (\u0027ROLLESTON CLUB\u0027), account number (\u002752263141\u0027), sort code (\u0027089056\u0027), statement date (\u002729 July 2024\u0027), statement number (\u002729\u0027), opening and closing balances (\u002766,886.65\u0027), and details of withdrawals and deposits. There are no indicators of other document types such as invoices, credit card statements, or loan-related 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": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 18,
      "text_length": 1166
    },
    {
      "confidence_score": 0.95,
      "document_type": "invoice",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"62\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": null,\n        \"total_amount\": \"15.80\",\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\": \"20 March 2024 to 16 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ2Tux7ZOtumBQ8UvOlWlRvhZun\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \\\u0027Invoice number\\\u0027, \\\u0027Total Charges\\\u0027, \\\u0027Charging period\\\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \\\u0027Current Account Invoice\\\u0027 at the top.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"62\",\\n        \"seller_name\": \"The co-operative bank\",\\n        \"invoice_date\": null,\\n        \"total_amount\": \"15.80\",\\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\": \"20 March 2024 to 16 April 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892376, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=1217, total_tokens=1446, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_detai"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": "62",
              "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": "The co-operative bank",
              "statement_period": "20 March 2024 to 16 April 2024",
              "total_amount": "15.80"
            },
            "llm_reasoning": "The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.",
            "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of an invoice, such as \u0027Invoice number\u0027, \u0027Total Charges\u0027, \u0027Charging period\u0027, and a breakdown of charges with descriptions and amounts. Additionally, it is labeled as \u0027Current Account Invoice\u0027 at the top.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"62\",\n        \"seller_name\": \"The co-operative bank\",\n        \"invoice_date\": null,\n        \"total_amount\": \"15.80\",\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\": \"20 March 2024 to 16 April 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "invoice"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.2,
          "features": {
            "bank_statement": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.14285714285714285,
              "total_score": 0.16302521008403362
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.16666666666666666,
              "pattern_score": 0.25,
              "total_score": 0.2
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": "invoice"
        }
      },
      "page_number": 19,
      "text_length": 803
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-CnPZ34d2QYZbVlWiuZd8wqvSRqyZ2\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892377, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1822, total_tokens=2047, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of transactions, withdrawals, deposits, and balances. It also includes a statement opening balance, closing balance, and a summary of total withdrawals and deposits. These are all characteristic features of a bank statement.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.19831932773109243,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.14285714285714285,
              "total_score": 0.19831932773109243
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": 20,
      "text_length": 2378
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ5MpZKOrNNoD5qTd3nMGcWIdos\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \\\u0027Current Account,\\\u0027 \\\u0027Statement date,\\\u0027 \\\u0027Statement opening balance,\\\u0027 and \\\u0027Statement closing balance,\\\u0027 which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892379, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=235, prompt_tokens=1870, total_tokens=2105, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reason"
            },
            "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": "8 May 2024 to 22 May 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, transaction dates, deposits, withdrawals, balances, and a statement period. It also includes terms like \u0027Current Account,\u0027 \u0027Statement date,\u0027 \u0027Statement opening balance,\u0027 and \u0027Statement closing balance,\u0027 which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"8 May 2024 to 22 May 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.02564102564102564,
              "total_score": 0.02564102564102564
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 21,
      "text_length": 2495
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ77eF6P7epbTZdav1oTdtclTSa\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892381, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1827, total_tokens=2054, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_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": "30 May 2024 to 11 June 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement period. It also includes a statement opening and closing balance, which are typical features of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"30 May 2024 to 11 June 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll": {
              "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": 22,
      "text_length": 2369
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZ9y1mJQ1U9NsgIhq12HUGGm7Xv\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892383, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=1845, total_tokens=2064, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_toke"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, balances, and a statement closing balance. It also includes details like statement date, statement number, and page number, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 23,
      "text_length": 2384
    },
    {
      "confidence_score": 0.95,
      "document_type": "bank_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-CnPZAXL4O6CHWe4Y8V5TfOg4rczm9\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"bank_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027protected_material_text\u0027: {\u0027filtered\u0027: False, \u0027detected\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1765892384, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_b54fe76834\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1876, total_tokens=2110, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, a"
            },
            "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": "1 July 2024 - 6 August 2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"bank_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a bank statement, such as account numbers, sort codes, transaction dates, descriptions of withdrawals and deposits, opening and closing balances, and a statement period. It also includes details about overdraft interest rates and the Financial Services Compensation Scheme, which are typical of bank statements.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"1 July 2024 - 6 August 2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "bank_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.1411764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.0,
              "total_score": 0.1411764705882353
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.13333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.08
            },
            "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": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.125,
              "pattern_score": 0.0,
              "total_score": 0.0975
            },
            "payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.041666666666666664
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 24,
      "text_length": 2465
    }
  ],
  "processing_timestamp": "2025-12-16T13:39:46.151798"
}