Merged PDF Processing Results

Back to Dashboard
PDF Information
Original Filename: SSS_New_Proj_Accounts_and_Corp_Tax_2025_v2_signed_1777306931.pdf
Upload Date: April 27, 2026 at 04:29 PM
Total Pages: 41
Processing Status: Completed
Extraction Summary
Total Documents: 7
Financial Statements: 5
Corporation Taxs: 2
Page Classification Results
Page 1

Financial Statement

95%
Page 2

Financial Statement

95%
Page 3

Financial Statement

95%
Page 4

Financial Statement

95%
Page 5

Financial Statement

95%
Page 6

Financial Statement

95%
Page 7

Financial Statement

90%
Page 8

Financial Statement

95%
Page 9

Financial Statement

95%
Page 10

Financial Statement

95%
Page 11

Financial Statement

95%
Page 12

Financial Statement

95%
Page 13

Financial Statement

95%
Page 14

Financial Statement

95%
Page 15

Financial Statement

95%
Page 16

Financial Statement

95%
Page 17

Corporation Tax

95%
Page 18

Corporation Tax

95%
Page 19

Corporation Tax

95%
Page 20

Corporation Tax

95%
Page 21

Corporation Tax

95%
Page 22

Corporation Tax

95%
Page 23

Corporation Tax

95%
Page 24

Corporation Tax

98%
Page 25

Corporation Tax

95%
Page 26

Corporation Tax

95%
Page 27

Corporation Tax

95%
Page 28

Corporation Tax

95%
Page 29

Corporation Tax

95%
Page 30

Corporation Tax

95%
Page 31

Corporation Tax

95%
Page 32

Corporation Tax

95%
Page 33

Corporation Tax

95%
Page 34

Corporation Tax

95%
Page 35

Corporation Tax

95%
Page 36

Corporation Tax

95%
Page 37

Financial Statement

95%
Page 38

Financial Statement

95%
Page 39

Corporation Tax

95%
Page 40

Corporation Tax

95%
Page 41

Financial Statement

90%
Extracted Documents 7
Document Type Pages Confidence Processing Status Created Actions
Financial Statement 1-16 (16 pages) 95% Processed 2026-04-27 16:29 No view available
Financial Statement 37 (1 page) 95% Processed 2026-04-27 16:29 No view available
Financial Statement 38 (1 page) 95% Processed 2026-04-27 16:29 No view available
Corporation Tax 39 (1 page) 90% Processed 2026-04-27 16:29 No view available
Corporation Tax 40 (1 page) 90% Processed 2026-04-27 16:29 No view available
Financial Statement 41 (1 page) 95% Processed 2026-04-27 16:29 No view available
Financial Statement 41 (1 page) 95% Processed 2026-04-27 16:29 No view available
{
  "document_groups": [
    {
      "avg_confidence": 0.9468749999999999,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": null,
        "loan_reference": null,
        "loan_tenure": null,
        "monthly_payment": null,
        "monthly_payment_amount": null,
        "mortgage_account_number": null,
        "outstanding_balance": null,
        "property_address": null,
        "remaining_term_months": null,
        "seller_name": null,
        "statement_period": null,
        "total_amount": null
      },
      "document_type": "financial_statement",
      "end_page": 16,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.\",\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-DZJ6O67CfXBE3upbhn5BjnKni8jTK\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Abridged Accounts\\\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\\\u0027s financial position.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307280, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1044, total_tokens=1272, 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": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.0,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 1,
          "text_length": 139
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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-DZJ6PjhbIessFzFB1nJAMs2mcmH0J\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\\\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307281, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=224, prompt_tokens=1446, total_tokens=1670, 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": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.3612631578947368,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.042352941176470586
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.3684210526315789,
                  "pattern_score": 0.2,
                  "total_score": 0.3612631578947368
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 2,
          "text_length": 1638
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.\",\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-DZJ6RlJNKj3TsYMgWUPNakBryiZIk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\\\u0027s financial position and performance.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307283, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=220, prompt_tokens=1601, total_tokens=1821, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_token"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.22736842105263155,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.08470588235294117
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.3157894736842105,
                  "pattern_score": 0.0,
                  "total_score": 0.22736842105263155
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.03
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 3,
          "text_length": 3199
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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-DZJ6S15rnfJ3Hh4ipvZUfPQwyVyRo\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307284, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1365, total"
                },
                "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 elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.11368421052631578,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.15789473684210525,
                  "pattern_score": 0.0,
                  "total_score": 0.11368421052631578
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 4,
          "text_length": 1245
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial 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-DZJ6Ujl2wyaoPzmAj29tgjPU0U47N\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \\\u0027Notes to the Abridged Accounts,\\\u0027 which is a key indicator of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307286, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=210, prompt_tokens=1136, total_tokens=1346, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTok"
                },
                "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 financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial 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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.065,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "nominal_ledger"
            }
          },
          "page_number": 5,
          "text_length": 460
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.\",\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-DZJ6V0GXUQCuDKE0HGvj4enTdla7T\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Report and Abridged Accounts\\\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\\\u0027s financial reporting.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307287, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=226, prompt_tokens=1046, total_tokens=1272, 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 is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.0,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 6,
          "text_length": 150
        },
        {
          "confidence_score": 0.9,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.9,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.\",\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-DZJ6Wm12sef5rL9gjoRSgg5DL0M7y\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains a director\\\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\\\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\\\u0027s financial position and activities.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307288, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1194, total_tokens=1422, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, r"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.015,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "payroll_statement"
            }
          },
          "page_number": 7,
          "text_length": 775
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial 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-DZJ6YwP6lMgkdbkWtPjwwhTE9NtVy\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307290, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1263, total_tokens=1477, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_d"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial 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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.17178947368421052,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.10526315789473684,
                  "pattern_score": 0.2,
                  "total_score": 0.17178947368421052
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 8,
          "text_length": 1192
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial 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-DZJ6ZU1Z2kJaBrviLV45lhMys1FMb\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307291, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=1156, total_tokens=1375, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tok"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial 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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.12378947368421052,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.10526315789473684,
                  "pattern_score": 0.1,
                  "total_score": 0.12378947368421052
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 9,
          "text_length": 453
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\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-DZJ6aZuqnXbNiXHy8dJ1bSgCHd5qq\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Abridged Balance Sheet\\\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307292, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1439, total_tokens=1673, completion_tokens_details=CompletionTokensDetails(accepted_prediction"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.3612631578947368,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.042352941176470586
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.3684210526315789,
                  "pattern_score": 0.2,
                  "total_score": 0.3612631578947368
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 10,
          "text_length": 1626
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\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-DZJ6c2IHeij9KOb4rN6nSOmlp2JAE\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Statement of Changes in Equity\\\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307294, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=210, prompt_tokens=1181, total_tokens=1391, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetail"
                },
                "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 is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.03789473684210525,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.05263157894736842,
                  "pattern_score": 0.0,
                  "total_score": 0.03789473684210525
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 11,
          "text_length": 466
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial 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-DZJ6dMDOGij5aa2kPj381U8XlJVgH\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \\\u0027Notes to the Abridged Accounts,\\\u0027 which is a common section in financial 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307295, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=223, prompt_tokens=1601, total_tokens=1824, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial 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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.22736842105263155,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.08470588235294117
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.3157894736842105,
                  "pattern_score": 0.0,
                  "total_score": 0.22736842105263155
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.03
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 12,
          "text_length": 3199
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\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-DZJ6ehnSFjwtiQKCMtsgdW3ZxqeKS\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307296, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=212, prompt_tokens=1364, total_tokens=1576, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_detail"
                },
                "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 elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.11368421052631578,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.15789473684210525,
                  "pattern_score": 0.0,
                  "total_score": 0.11368421052631578
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 13,
          "text_length": 1245
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\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-DZJ6gY4JrsiuzCsDTBgitoS5dG6pC\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307298, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1136, total_tokens=1366, completion_tokens_details=CompletionTokensDetails"
                },
                "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 financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.065,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.08333333333333333,
                  "pattern_score": 0.0,
                  "total_score": 0.065
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "nominal_ledger"
            }
          },
          "page_number": 14,
          "text_length": 460
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\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-DZJ6hGNivEbugjD7mcMqiK2sdcNUv\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307299, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=221, prompt_tokens=1147, total_tokens=1368, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pred"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.12378947368421052,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.10526315789473684,
                  "pattern_score": 0.1,
                  "total_score": 0.12378947368421052
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.125,
                  "total_score": 0.08333333333333334
                },
                "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
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.030303030303030304,
                  "total_score": 0.03681818181818182
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 15,
          "text_length": 461
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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-DZJ6iT3R6u6VEdm3iUfAoJkR4HJY1\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Detailed profit and loss account\\\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307300, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1254, total_tokens"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.13461538461538464,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.10526315789473684,
                  "pattern_score": 0.1,
                  "total_score": 0.12378947368421052
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.03
                },
                "property_statement": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.05128205128205128,
                  "total_score": 0.13461538461538464
                }
              },
              "type": "property_statement"
            }
          },
          "page_number": 16,
          "text_length": 777
        }
      ],
      "start_page": 1
    },
    {
      "avg_confidence": 0.95,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": null,
        "loan_reference": null,
        "loan_tenure": null,
        "monthly_payment": null,
        "monthly_payment_amount": null,
        "mortgage_account_number": null,
        "outstanding_balance": null,
        "property_address": null,
        "remaining_term_months": null,
        "seller_name": null,
        "statement_period": null,
        "total_amount": null
      },
      "document_type": "financial_statement",
      "end_page": 38,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\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-DZJ7F7SZavcylkT5pptpxJmR2tAuu\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Profit and Loss\\\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307333, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=242, prompt_tokens=1371, total_tokens=1613, complet"
                },
                "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 is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.12378947368421052,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "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": 0.10526315789473684,
                  "pattern_score": 0.1,
                  "total_score": 0.12378947368421052
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.1111111111111111,
                  "pattern_score": 0.125,
                  "total_score": 0.11666666666666667
                },
                "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
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.030303030303030304,
                  "total_score": 0.05181818181818182
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 37,
          "text_length": 1092
        },
        {
          "confidence_score": 0.95,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\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-DZJ7GoXks0f8SbuBNIPaylypAonRk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Balance Sheet\\\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307334, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=238, prompt_tokens=1573, total_tokens=1811, completion_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 is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\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": "financial_statement"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.3233684210526316,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.3157894736842105,
                  "pattern_score": 0.2,
                  "total_score": 0.3233684210526316
                },
                "hp_agreement": {
                  "keyword_score": 0.038461538461538464,
                  "pattern_score": 0.0,
                  "total_score": 0.023076923076923078
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.06
                },
                "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
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 38,
          "text_length": 1576
        }
      ],
      "start_page": 37
    },
    {
      "avg_confidence": 0.95,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": null,
        "loan_reference": null,
        "loan_tenure": null,
        "monthly_payment": null,
        "monthly_payment_amount": null,
        "mortgage_account_number": null,
        "outstanding_balance": null,
        "property_address": null,
        "remaining_term_months": null,
        "seller_name": null,
        "statement_period": null,
        "total_amount": null
      },
      "document_type": "corporation_tax",
      "end_page": 40,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "corporation_tax",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.\",\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-DZJ7IMBUpMu8IQaVlB6FfOGhFF9X0\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to \\\u0027Corporation Tax Return\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027tax computation\\\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \\\u0027Profit and Loss\\\u0027 and \\\u0027Balance Sheet\\\u0027, which are often part of corporation tax filings.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307336, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=2152, total_tokens=2371, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tok"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.",
                "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.\",\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": "corporation_tax"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.0903529411764706,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.1,
                  "total_score": 0.0903529411764706
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.125,
                  "total_score": 0.08333333333333334
                },
                "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
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.030303030303030304,
                  "total_score": 0.021818181818181823
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "corporation_tax"
            }
          },
          "page_number": 39,
          "text_length": 3133
        },
        {
          "confidence_score": 0.95,
          "document_type": "corporation_tax",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.\",\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-DZJ7J0mTrhYRiW5DQJxa9ILAAi3ZM\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027Corporation Tax Return\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027Profit and Loss YE2025\\\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \\\u0027Balance Sheet YE2025\\\u0027, which is typically part of a corporation tax filing.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307337, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=220, prompt_tokens=2194, total_tokens=2414, 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 multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.",
                "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.\",\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": "corporation_tax"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.0903529411764706,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.1,
                  "total_score": 0.0903529411764706
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.05555555555555555,
                  "pattern_score": 0.0,
                  "total_score": 0.03333333333333333
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "corporation_tax"
            }
          },
          "page_number": 40,
          "text_length": 5341
        }
      ],
      "start_page": 39
    },
    {
      "avg_confidence": 0.9,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": null,
        "loan_reference": null,
        "loan_tenure": null,
        "monthly_payment": null,
        "monthly_payment_amount": null,
        "mortgage_account_number": null,
        "outstanding_balance": null,
        "property_address": null,
        "remaining_term_months": null,
        "seller_name": null,
        "statement_period": null,
        "total_amount": null
      },
      "document_type": "financial_statement",
      "end_page": 41,
      "pages": [
        {
          "confidence_score": 0.9,
          "document_type": "financial_statement",
          "features": {
            "llm_based": {
              "confidence": 0.9,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\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-DZJ7K6ZkLhH8Zr3Q0sZQsD9bzWVSz\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document names include \\\u0027Profit_and_Loss YE2025\\\u0027 and \\\u0027Balance_Sheet YE2025\\\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307338, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=233, prompt_tokens=2205, total_tokens=2438, completion_tokens_details=CompletionTokensDetails(accepted_prediction_"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\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": "financial_statement"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.03529411764705882,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.03529411764705882
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "p32_payroll": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "payroll_statement": {
                  "keyword_score": 0.013888888888888888,
                  "pattern_score": 0.0,
                  "total_score": 0.015
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "bank_statement"
            }
          },
          "page_number": 41,
          "text_length": 3097
        }
      ],
      "start_page": 41
    }
  ],
  "page_classifications": [
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.\",\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-DZJ6O67CfXBE3upbhn5BjnKni8jTK\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Abridged Accounts\\\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\\\u0027s financial position.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307280, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1044, total_tokens=1272, 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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, particularly an abridged financial statement, which is a type of financial report summarizing a company\u0027s financial position.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.0,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 1,
      "text_length": 139
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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-DZJ6PjhbIessFzFB1nJAMs2mcmH0J\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\\\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307281, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=224, prompt_tokens=1446, total_tokens=1670, 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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is an abridged balance sheet, which is a type of financial statement. It includes key financial data such as fixed assets, current assets, liabilities, net assets, and shareholders\u0027 funds. Additionally, it references compliance with the Companies Act 2006, which is typical for financial 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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.3612631578947368,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.042352941176470586
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.3684210526315789,
              "pattern_score": 0.2,
              "total_score": 0.3612631578947368
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 2,
      "text_length": 1638
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.\",\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-DZJ6RlJNKj3TsYMgWUPNakBryiZIk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\\\u0027s financial position and performance.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307283, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=220, prompt_tokens=1601, total_tokens=1821, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_token"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains detailed notes to the abridged accounts, including accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements, specifically balance sheets and income statements, which are used to report a company\u0027s financial position and performance.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.22736842105263155,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.08470588235294117
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.3157894736842105,
              "pattern_score": 0.0,
              "total_score": 0.22736842105263155
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.03
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 3,
      "text_length": 3199
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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-DZJ6S15rnfJ3Hh4ipvZUfPQwyVyRo\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307284, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1365, total"
            },
            "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 elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report. There is no evidence of transactions, balances, or identifiers that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.11368421052631578,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.15789473684210525,
              "pattern_score": 0.0,
              "total_score": 0.11368421052631578
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 4,
      "text_length": 1245
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial 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-DZJ6Ujl2wyaoPzmAj29tgjPU0U47N\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \\\u0027Notes to the Abridged Accounts,\\\u0027 which is a key indicator of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307286, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=210, prompt_tokens=1136, total_tokens=1346, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTok"
            },
            "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 financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as share capital, controlling party, and other details typically found in notes to financial statements. It also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a key indicator of a financial 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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.065,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "nominal_ledger"
        }
      },
      "page_number": 5,
      "text_length": 460
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.\",\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-DZJ6V0GXUQCuDKE0HGvj4enTdla7T\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Report and Abridged Accounts\\\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\\\u0027s financial reporting.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307287, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=226, prompt_tokens=1046, total_tokens=1272, 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 is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Report and Abridged Accounts\u0027 and includes a company name (SSS NEW PROJECTS LTD) and a specific date (31 March 2025). These are key indicators of a financial statement, such as a balance sheet or income statement, which are typically part of a company\u0027s financial reporting.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.0,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 6,
      "text_length": 150
    },
    {
      "confidence_score": 0.9,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.9,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.\",\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-DZJ6Wm12sef5rL9gjoRSgg5DL0M7y\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains a director\\\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\\\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\\\u0027s financial position and activities.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307288, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=1194, total_tokens=1422, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, r"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains a director\u0027s report and mentions abridged accounts for the year ended 31 March 2025. It also references the company\u0027s principal activities, directors, and compliance with the Companies Act 2006. These are key indicators of a financial statement, specifically a report related to a company\u0027s financial position and activities.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.015,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "payroll_statement"
        }
      },
      "page_number": 7,
      "text_length": 775
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial 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-DZJ6YwP6lMgkdbkWtPjwwhTE9NtVy\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307290, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=214, prompt_tokens=1263, total_tokens=1477, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_d"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to financial statements such as the Profit and Loss Account, Balance Sheet, and Statement of Changes in Equity. It also mentions the preparation of accounts and compliance with the Companies Act 2006, which are key indicators of a financial 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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.17178947368421052,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.10526315789473684,
              "pattern_score": 0.2,
              "total_score": 0.17178947368421052
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 8,
      "text_length": 1192
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial 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-DZJ6ZU1Z2kJaBrviLV45lhMys1FMb\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial statement.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307291, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=1156, total_tokens=1375, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains an abridged profit and loss account, which is a key component of financial statements. It includes details such as gross profit, administrative expenses, operating profit, interest receivable/payable, and profit/loss before taxation, which are typical elements of a financial 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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.12378947368421052,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.10526315789473684,
              "pattern_score": 0.1,
              "total_score": 0.12378947368421052
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 9,
      "text_length": 453
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\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-DZJ6aZuqnXbNiXHy8dJ1bSgCHd5qq\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Abridged Balance Sheet\\\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307292, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=234, prompt_tokens=1439, total_tokens=1673, completion_tokens_details=CompletionTokensDetails(accepted_prediction"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Abridged Balance Sheet\u0027 and contains financial information such as fixed assets, current assets, creditors, net assets, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There is no mention of transactions, invoices, payroll, loans, mortgages, or property details, which rules out other categories.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.3612631578947368,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.042352941176470586
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.3684210526315789,
              "pattern_score": 0.2,
              "total_score": 0.3612631578947368
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 10,
      "text_length": 1626
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\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-DZJ6c2IHeij9KOb4rN6nSOmlp2JAE\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Statement of Changes in Equity\\\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307294, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=210, prompt_tokens=1181, total_tokens=1391, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetail"
            },
            "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 is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Statement of Changes in Equity\u0027 and includes financial data such as share capital, profit and loss, and reserves over a specific period. These are key indicators of a financial statement, specifically a component of equity reporting.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.03789473684210525,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.03789473684210525
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 11,
      "text_length": 466
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial 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-DZJ6dMDOGij5aa2kPj381U8XlJVgH\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \\\u0027Notes to the Abridged Accounts,\\\u0027 which is a common section in financial 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: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307295, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=223, prompt_tokens=1601, total_tokens=1824, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as accounting policies, turnover, tangible fixed assets, debtors, creditors, and taxation. These are key components of financial statements like balance sheets or income statements. The document also explicitly mentions \u0027Notes to the Abridged Accounts,\u0027 which is a common section in financial 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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.22736842105263155,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.08470588235294117
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.3157894736842105,
              "pattern_score": 0.0,
              "total_score": 0.22736842105263155
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.03
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 12,
      "text_length": 3199
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\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-DZJ6ehnSFjwtiQKCMtsgdW3ZxqeKS\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307296, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=212, prompt_tokens=1364, total_tokens=1576, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_detail"
            },
            "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 elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains elements typical of financial statements, such as notes to the accounts, provisions, employee numbers, tangible fixed assets, loans, and related party transactions. These are key indicators of a financial statement, specifically an abridged accounts report.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.11368421052631578,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.15789473684210525,
              "pattern_score": 0.0,
              "total_score": 0.11368421052631578
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 13,
      "text_length": 1245
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\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-DZJ6gY4JrsiuzCsDTBgitoS5dG6pC\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307298, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1136, total_tokens=1366, completion_tokens_details=CompletionTokensDetails"
            },
            "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 financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial information such as notes to the abridged accounts, share capital details, and controlling party information. These are key indicators of a financial statement, specifically a balance sheet or related financial position statement. There are no indicators of transactions, payments, or specific identifiers related to invoices, loans, mortgages, or other categories.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.065,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "nominal_ledger"
        }
      },
      "page_number": 14,
      "text_length": 460
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\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-DZJ6hGNivEbugjD7mcMqiK2sdcNUv\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307299, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=221, prompt_tokens=1147, total_tokens=1368, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_pred"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account, which is a key component of financial statements. It includes sales, administrative expenses, operating profit/loss, interest receivable/payable, and profit/loss before tax. These are typical indicators of a financial statement rather than any other category.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.12378947368421052,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.10526315789473684,
              "pattern_score": 0.1,
              "total_score": 0.12378947368421052
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.125,
              "total_score": 0.08333333333333334
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.03681818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 15,
      "text_length": 461
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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-DZJ6iT3R6u6VEdm3iUfAoJkR4HJY1\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Detailed profit and loss account\\\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307300, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=246, prompt_tokens=1254, total_tokens"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Detailed profit and loss account\u0027 and includes financial data such as sales, administrative expenses, and legal/professional costs for a specific year. These are key indicators of a financial statement, specifically a profit and loss account. There are no indicators of transactions, balances, or other details that would classify it as a bank statement, credit card statement, invoice, payroll statement, or any other category.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.13461538461538464,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.10526315789473684,
              "pattern_score": 0.1,
              "total_score": 0.12378947368421052
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.03
            },
            "property_statement": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.05128205128205128,
              "total_score": 0.13461538461538464
            }
          },
          "type": "property_statement"
        }
      },
      "page_number": 16,
      "text_length": 777
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document explicitly mentions \u0027Corporation Tax Return for Period ending 31/03/2025\u0027 and references HM Revenue \u0026 Customs (HMRC), which are clear indicators of a corporation tax document. Additionally, it discusses tax return entries, the responsibility of completing the tax return, and the need for approval before filing with HMRC, which are all consistent with corporation tax 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-DZJ6kGrd1wCdSwY1paWKJiu0lSaED\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document explicitly mentions \\\u0027Corporation Tax Return for Period ending 31/03/2025\\\u0027 and references HM Revenue \u0026 Customs (HMRC), which are clear indicators of a corporation tax document. Additionally, it discusses tax return entries, the responsibility of completing the tax return, and the need for approval before filing with HMRC, which are all consistent with corporation tax documents.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307302, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=239, prompt_tokens=1304, total_tokens=1543, completion_tokens_details=CompletionTokensDetails(accepte"
            },
            "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 explicitly mentions \u0027Corporation Tax Return for Period ending 31/03/2025\u0027 and references HM Revenue \u0026 Customs (HMRC), which are clear indicators of a corporation tax document. Additionally, it discusses tax return entries, the responsibility of completing the tax return, and the need for approval before filing with HMRC, which are all consistent with corporation tax documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document explicitly mentions \u0027Corporation Tax Return for Period ending 31/03/2025\u0027 and references HM Revenue \u0026 Customs (HMRC), which are clear indicators of a corporation tax document. Additionally, it discusses tax return entries, the responsibility of completing the tax return, and the need for approval before filing with HMRC, which are all consistent with corporation tax 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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.22305882352941178,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.2,
              "total_score": 0.22305882352941178
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.1,
              "total_score": 0.08589473684210526
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.041666666666666664,
              "pattern_score": 0.0,
              "total_score": 0.045
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 17,
      "text_length": 1208
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Adjustment of Profits Computation,\u0027 \u0027Turnover from Trade or Profession,\u0027 \u0027Profit Per Accounts,\u0027 and \u0027Income from UK Land and Buildings,\u0027 which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and the mention of a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) strongly suggest this is a corporation tax document.\",\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-DZJ6lVPi8SNLE2mcW6DT4n1slLFmQ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to \\\u0027Adjustment of Profits Computation,\\\u0027 \\\u0027Turnover from Trade or Profession,\\\u0027 \\\u0027Profit Per Accounts,\\\u0027 and \\\u0027Income from UK Land and Buildings,\\\u0027 which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and the mention of a specific tax period (\\\u0027For period 01/04/2024 to 31/03/2025\\\u0027) strongly suggest this is a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307303, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=258, prompt_tokens=1152, total_tokens=1410, completion_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to \u0027Adjustment of Profits Computation,\u0027 \u0027Turnover from Trade or Profession,\u0027 \u0027Profit Per Accounts,\u0027 and \u0027Income from UK Land and Buildings,\u0027 which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and the mention of a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) strongly suggest this is a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Adjustment of Profits Computation,\u0027 \u0027Turnover from Trade or Profession,\u0027 \u0027Profit Per Accounts,\u0027 and \u0027Income from UK Land and Buildings,\u0027 which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and the mention of a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) strongly suggest this is a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 18,
      "text_length": 465
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 and specific terms like \u0027Group Relief,\u0027 \u0027Profits,\u0027 and \u0027Losses/Deficits.\u0027 Additionally, it includes a tax computation period (\u0027For period 01/04/2024 to 31/03/2025\u0027), which is a key indicator of a corporation tax document.\",\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-DZJ6npsf7P5hJjmN3eo4c5QsJGNBL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027Corporation Tax Calculation,\\\u0027 \\\u0027Profits Chargeable to Corporation Tax,\\\u0027 and specific terms like \\\u0027Group Relief,\\\u0027 \\\u0027Profits,\\\u0027 and \\\u0027Losses/Deficits.\\\u0027 Additionally, it includes a tax computation period (\\\u0027For period 01/04/2024 to 31/03/2025\\\u0027), which is a key indicator of a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307305, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=243, prompt_tokens=1349, total_tokens=1592, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reas"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 and specific terms like \u0027Group Relief,\u0027 \u0027Profits,\u0027 and \u0027Losses/Deficits.\u0027 Additionally, it includes a tax computation period (\u0027For period 01/04/2024 to 31/03/2025\u0027), which is a key indicator of a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 and specific terms like \u0027Group Relief,\u0027 \u0027Profits,\u0027 and \u0027Losses/Deficits.\u0027 Additionally, it includes a tax computation period (\u0027For period 01/04/2024 to 31/03/2025\u0027), which is a key indicator of a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.0757894736842105,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.042352941176470586
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.10526315789473684,
              "pattern_score": 0.0,
              "total_score": 0.0757894736842105
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.047368421052631574
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 19,
      "text_length": 1193
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 \u0027Corporation Tax Chargeable,\u0027 and \u0027Losses Memorandum,\u0027 which are all key indicators of a corporation tax document. Additionally, it mentions \u0027CT600\u0027 and \u0027HMRC,\u0027 which are specific to corporation tax filings.\",\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-DZJ6oGhAmNODG9a9SuOKzIahFH4Gn\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to \\\u0027Corporation Tax Payable,\\\u0027 \\\u0027Rate of tax,\\\u0027 \\\u0027Year of Profit,\\\u0027 \\\u0027Marginal relief,\\\u0027 \\\u0027Corporation Tax Chargeable,\\\u0027 and \\\u0027Losses Memorandum,\\\u0027 which are all key indicators of a corporation tax document. Additionally, it mentions \\\u0027CT600\\\u0027 and \\\u0027HMRC,\\\u0027 which are specific to corporation tax filings.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307306, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1319, total_tokens=1556, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 \u0027Corporation Tax Chargeable,\u0027 and \u0027Losses Memorandum,\u0027 which are all key indicators of a corporation tax document. Additionally, it mentions \u0027CT600\u0027 and \u0027HMRC,\u0027 which are specific to corporation tax filings.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 \u0027Corporation Tax Chargeable,\u0027 and \u0027Losses Memorandum,\u0027 which are all key indicators of a corporation tax document. Additionally, it mentions \u0027CT600\u0027 and \u0027HMRC,\u0027 which are specific to corporation tax filings.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13270588235294117,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.1,
              "total_score": 0.13270588235294117
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.125,
              "total_score": 0.08333333333333334
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.047368421052631574
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.03681818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 20,
      "text_length": 936
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Marginal Relief Calculation,\u0027 \u0027Financial years,\u0027 \u0027Exempt dividends,\u0027 and a specific period (\u002701/04/2024 to 31/03/2025\u0027), which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 and \u0027Associated Companies\u0027 further confirm this classification.\",\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-DZJ6qDEuDpPj38wvNxSAHVrWV84hX\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to \\\u0027Marginal Relief Calculation,\\\u0027 \\\u0027Financial years,\\\u0027 \\\u0027Exempt dividends,\\\u0027 and a specific period (\\\u002701/04/2024 to 31/03/2025\\\u0027), which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and terms like \\\u0027IRmark\\\u0027 and \\\u0027Associated Companies\\\u0027 further confirm this classification.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307308, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1181, total_tokens=1426, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to \u0027Marginal Relief Calculation,\u0027 \u0027Financial years,\u0027 \u0027Exempt dividends,\u0027 and a specific period (\u002701/04/2024 to 31/03/2025\u0027), which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 and \u0027Associated Companies\u0027 further confirm this classification.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Marginal Relief Calculation,\u0027 \u0027Financial years,\u0027 \u0027Exempt dividends,\u0027 and a specific period (\u002701/04/2024 to 31/03/2025\u0027), which are key indicators of a corporation tax document. Additionally, the presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 and \u0027Associated Companies\u0027 further confirm this classification.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 21,
      "text_length": 456
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax, such as \u0027Qualifying profits: Post 1 April 2017 profits chargeable to corporation tax,\u0027 \u0027Deductions allowance,\u0027 and \u0027Relevant maximum post 1 April 2017 brought forward losses available.\u0027 Additionally, it includes a specific period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and calculations related to profits and losses, which are typical of corporation tax 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\": \"01/04/2024 to 31/03/2025\",\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-DZJ6r7LHQnqOqCvhXjhVcA1h4sM3M\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax, such as \\\u0027Qualifying profits: Post 1 April 2017 profits chargeable to corporation tax,\\\u0027 \\\u0027Deductions allowance,\\\u0027 and \\\u0027Relevant maximum post 1 April 2017 brought forward losses available.\\\u0027 Additionally, it includes a specific period (\\\u0027For period 01/04/2024 to 31/03/2025\\\u0027) and calculations related to profits and losses, which are typical of corporation tax 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\": \"01/04/2024 to 31/03/2025\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307309, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=271, prompt_tokens=1280, total_tokens=1551, 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": "01/04/2024 to 31/03/2025",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax, such as \u0027Qualifying profits: Post 1 April 2017 profits chargeable to corporation tax,\u0027 \u0027Deductions allowance,\u0027 and \u0027Relevant maximum post 1 April 2017 brought forward losses available.\u0027 Additionally, it includes a specific period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and calculations related to profits and losses, which are typical of corporation tax documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax, such as \u0027Qualifying profits: Post 1 April 2017 profits chargeable to corporation tax,\u0027 \u0027Deductions allowance,\u0027 and \u0027Relevant maximum post 1 April 2017 brought forward losses available.\u0027 Additionally, it includes a specific period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and calculations related to profits and losses, which are typical of corporation tax 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\": \"01/04/2024 to 31/03/2025\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13270588235294117,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.1,
              "total_score": 0.13270588235294117
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.021818181818181823
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 22,
      "text_length": 829
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027Income from UK Land and Buildings,\u0027 \u0027Profit chargeable to tax,\u0027 \u0027Capital allowances on let property,\u0027 and \u0027For period 01/04/2024 to 31/03/2025.\u0027 Additionally, the presence of a UTR (Unique Taxpayer Reference) and references to tax deductions and reliefs strongly indicate that this is a corporation tax document.\",\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-DZJ6tPKgyKgUt3cuLpmBOUMoGbZ84\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \\\u0027Income from UK Land and Buildings,\\\u0027 \\\u0027Profit chargeable to tax,\\\u0027 \\\u0027Capital allowances on let property,\\\u0027 and \\\u0027For period 01/04/2024 to 31/03/2025.\\\u0027 Additionally, the presence of a UTR (Unique Taxpayer Reference) and references to tax deductions and reliefs strongly indicate that this is a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307311, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=249, prompt_tokens=1321, total_tokens=1570, completion_tokens_details=CompletionTokensDetails(accep"
            },
            "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 references to corporation tax-related terms such as \u0027Income from UK Land and Buildings,\u0027 \u0027Profit chargeable to tax,\u0027 \u0027Capital allowances on let property,\u0027 and \u0027For period 01/04/2024 to 31/03/2025.\u0027 Additionally, the presence of a UTR (Unique Taxpayer Reference) and references to tax deductions and reliefs strongly indicate that this is a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027Income from UK Land and Buildings,\u0027 \u0027Profit chargeable to tax,\u0027 \u0027Capital allowances on let property,\u0027 and \u0027For period 01/04/2024 to 31/03/2025.\u0027 Additionally, the presence of a UTR (Unique Taxpayer Reference) and references to tax deductions and reliefs strongly indicate that this is a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.09999999999999999,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.16666666666666666,
              "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": 0.047619047619047616,
              "total_score": 0.05573934837092731
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.041666666666666664
            }
          },
          "type": "invoice"
        }
      },
      "page_number": 23,
      "text_length": 996
    },
    {
      "confidence_score": 0.98,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.98,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.98,\n    \"reasoning\": \"The document is identified as a Corporation Tax Return (CT600) for HMRC. Key indicators include the title \u0027Company Tax Return\u0027, the mention of \u0027CT600 (2025) Version 3\u0027, references to HMRC, tax return periods, and tax-related fields such as \u0027Tax reference\u0027, \u0027Repayment is due\u0027, and \u0027Claim or relief affecting an earlier period\u0027. These are all specific to corporation tax filings.\",\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-DZJ6umGfQV2LPudCIOBIE4gFXc3Jf\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.98,\\n    \"reasoning\": \"The document is identified as a Corporation Tax Return (CT600) for HMRC. Key indicators include the title \\\u0027Company Tax Return\\\u0027, the mention of \\\u0027CT600 (2025) Version 3\\\u0027, references to HMRC, tax return periods, and tax-related fields such as \\\u0027Tax reference\\\u0027, \\\u0027Repayment is due\\\u0027, and \\\u0027Claim or relief affecting an earlier period\\\u0027. These are all specific to corporation tax filings.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307312, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=248, prompt_tokens=1439, total_tokens=1687, completion_tokens_details=CompletionTokensDetails(accepted_pred"
            },
            "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 is identified as a Corporation Tax Return (CT600) for HMRC. Key indicators include the title \u0027Company Tax Return\u0027, the mention of \u0027CT600 (2025) Version 3\u0027, references to HMRC, tax return periods, and tax-related fields such as \u0027Tax reference\u0027, \u0027Repayment is due\u0027, and \u0027Claim or relief affecting an earlier period\u0027. These are all specific to corporation tax filings.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.98,\n    \"reasoning\": \"The document is identified as a Corporation Tax Return (CT600) for HMRC. Key indicators include the title \u0027Company Tax Return\u0027, the mention of \u0027CT600 (2025) Version 3\u0027, references to HMRC, tax return periods, and tax-related fields such as \u0027Tax reference\u0027, \u0027Repayment is due\u0027, and \u0027Claim or relief affecting an earlier period\u0027. These are all specific to corporation tax filings.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.403764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.29411764705882354,
              "pattern_score": 0.4,
              "total_score": 0.403764705882353
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.10526315789473684,
              "pattern_score": 0.0,
              "total_score": 0.0757894736842105
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 24,
      "text_length": 1722
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027CT600\u0027 forms, which are specific to corporation tax returns in the UK. It also includes terms like \u0027tax calculation,\u0027 \u0027turnover,\u0027 \u0027trading profits,\u0027 and \u0027trading losses,\u0027 which are key indicators of a corporation tax document. Additionally, the document mentions \u0027UTR\u0027 (Unique Taxpayer Reference), which is commonly associated with tax filings.\",\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-DZJ6wz0ywaiSRxuI5DLvTHlGixhlC\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027CT600\\\u0027 forms, which are specific to corporation tax returns in the UK. It also includes terms like \\\u0027tax calculation,\\\u0027 \\\u0027turnover,\\\u0027 \\\u0027trading profits,\\\u0027 and \\\u0027trading losses,\\\u0027 which are key indicators of a corporation tax document. Additionally, the document mentions \\\u0027UTR\\\u0027 (Unique Taxpayer Reference), which is commonly associated with tax filings.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307314, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=244, prompt_tokens=1488, total_tokens=1732, completion_tokens_details=CompletionTokensDetail"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple references to \u0027CT600\u0027 forms, which are specific to corporation tax returns in the UK. It also includes terms like \u0027tax calculation,\u0027 \u0027turnover,\u0027 \u0027trading profits,\u0027 and \u0027trading losses,\u0027 which are key indicators of a corporation tax document. Additionally, the document mentions \u0027UTR\u0027 (Unique Taxpayer Reference), which is commonly associated with tax filings.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027CT600\u0027 forms, which are specific to corporation tax returns in the UK. It also includes terms like \u0027tax calculation,\u0027 \u0027turnover,\u0027 \u0027trading profits,\u0027 and \u0027trading losses,\u0027 which are key indicators of a corporation tax document. Additionally, the document mentions \u0027UTR\u0027 (Unique Taxpayer Reference), which is commonly associated with tax filings.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.22305882352941178,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.2,
              "total_score": 0.22305882352941178
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.03789473684210525
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 25,
      "text_length": 1874
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-specific terms such as \u0027Corporation Tax\u0027, \u0027Income from a property business\u0027, \u0027Chargeable gains\u0027, \u0027Profits before deductions and reliefs\u0027, \u0027Deductions and reliefs\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions \u0027IRmark\u0027, which are strong indicators of a corporation tax return document.\",\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-DZJ6y8MuUtk6RaU50ksSKWi5IPtUO\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-specific terms such as \\\u0027Corporation Tax\\\u0027, \\\u0027Income from a property business\\\u0027, \\\u0027Chargeable gains\\\u0027, \\\u0027Profits before deductions and reliefs\\\u0027, \\\u0027Deductions and reliefs\\\u0027, and \\\u0027For period 01/04/2024 to 31/03/2025\\\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions \\\u0027IRmark\\\u0027, which are strong indicators of a corporation tax return document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307316, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=258, prompt_tokens=1369, total_tokens=1627, completion_tokens_details=Comp"
            },
            "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 references to corporation tax-specific terms such as \u0027Corporation Tax\u0027, \u0027Income from a property business\u0027, \u0027Chargeable gains\u0027, \u0027Profits before deductions and reliefs\u0027, \u0027Deductions and reliefs\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions \u0027IRmark\u0027, which are strong indicators of a corporation tax return document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-specific terms such as \u0027Corporation Tax\u0027, \u0027Income from a property business\u0027, \u0027Chargeable gains\u0027, \u0027Profits before deductions and reliefs\u0027, \u0027Deductions and reliefs\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions \u0027IRmark\u0027, which are strong indicators of a corporation tax return document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.21741176470588236,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.1,
              "total_score": 0.21741176470588236
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.21052631578947367,
              "pattern_score": 0.0,
              "total_score": 0.151578947368421
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.03
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 26,
      "text_length": 1482
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to Corporation Tax-specific terms such as \u0027Profits chargeable to Corporation Tax,\u0027 \u0027Group relief,\u0027 \u0027Qualifying donations,\u0027 \u0027Number of associated companies,\u0027 and \u0027Tax calculation.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific financial period, which are common in corporation tax documents like CT600 forms.\",\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-DZJ6zduTYhARGrLWuqyZSbDqazGrZ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to Corporation Tax-specific terms such as \\\u0027Profits chargeable to Corporation Tax,\\\u0027 \\\u0027Group relief,\\\u0027 \\\u0027Qualifying donations,\\\u0027 \\\u0027Number of associated companies,\\\u0027 and \\\u0027Tax calculation.\\\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific financial period, which are common in corporation tax documents like CT600 forms.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307317, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=1399, total_tokens=1635, completion_tokens_details=CompletionTokensDetails(accepted_pre"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to Corporation Tax-specific terms such as \u0027Profits chargeable to Corporation Tax,\u0027 \u0027Group relief,\u0027 \u0027Qualifying donations,\u0027 \u0027Number of associated companies,\u0027 and \u0027Tax calculation.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific financial period, which are common in corporation tax documents like CT600 forms.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to Corporation Tax-specific terms such as \u0027Profits chargeable to Corporation Tax,\u0027 \u0027Group relief,\u0027 \u0027Qualifying donations,\u0027 \u0027Number of associated companies,\u0027 and \u0027Tax calculation.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific financial period, which are common in corporation tax documents like CT600 forms.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.17505882352941174,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.1,
              "total_score": 0.17505882352941174
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.15789473684210525,
              "pattern_score": 0.0,
              "total_score": 0.11368421052631578
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.047368421052631574
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.05181818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 27,
      "text_length": 1501
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027CT600,\u0027 \u0027Marginal relief,\u0027 \u0027Double Taxation Relief,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes references to tax periods, tax calculations, and specific tax-related boxes, which are indicative of a corporation tax return document.\",\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-DZJ71SJvZfStORdKPnBfzR1WQd3vN\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to Corporation Tax, including specific terms such as \\\u0027Corporation Tax chargeable,\\\u0027 \\\u0027CT600,\\\u0027 \\\u0027Marginal relief,\\\u0027 \\\u0027Double Taxation Relief,\\\u0027 and \\\u0027Net Corporation Tax liability.\\\u0027 Additionally, it includes references to tax periods, tax calculations, and specific tax-related boxes, which are indicative of a corporation tax return document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307319, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=235, prompt_tokens=1421, total_tokens=1656, completion_tokens_details=CompletionTokensDetails(accepted_pred"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027CT600,\u0027 \u0027Marginal relief,\u0027 \u0027Double Taxation Relief,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes references to tax periods, tax calculations, and specific tax-related boxes, which are indicative of a corporation tax return document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027CT600,\u0027 \u0027Marginal relief,\u0027 \u0027Double Taxation Relief,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes references to tax periods, tax calculations, and specific tax-related boxes, which are indicative of a corporation tax return document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.26541176470588235,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.2,
              "total_score": 0.26541176470588235
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.05181818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 28,
      "text_length": 1525
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027CFC tax,\u0027 \u0027bank levy,\u0027 \u0027self-assessment of tax payable,\u0027 \u0027Research and Development credit,\u0027 \u0027tax reconciliation,\u0027 and \u0027CT600-like structure.\u0027 Additionally, it includes a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and mentions tax credits and liabilities, which are key indicators of a corporation tax document.\",\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-DZJ72W0zTl3B7AhHa9aE3O9teLA9n\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \\\u0027CFC tax,\\\u0027 \\\u0027bank levy,\\\u0027 \\\u0027self-assessment of tax payable,\\\u0027 \\\u0027Research and Development credit,\\\u0027 \\\u0027tax reconciliation,\\\u0027 and \\\u0027CT600-like structure.\\\u0027 Additionally, it includes a specific tax period (\\\u0027For period 01/04/2024 to 31/03/2025\\\u0027) and mentions tax credits and liabilities, which are key indicators of a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307320, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=252, prompt_tokens=1413, total_tokens=1665, completion_tokens_details=Completio"
            },
            "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 references to corporation tax-related terms such as \u0027CFC tax,\u0027 \u0027bank levy,\u0027 \u0027self-assessment of tax payable,\u0027 \u0027Research and Development credit,\u0027 \u0027tax reconciliation,\u0027 and \u0027CT600-like structure.\u0027 Additionally, it includes a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and mentions tax credits and liabilities, which are key indicators of a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027CFC tax,\u0027 \u0027bank levy,\u0027 \u0027self-assessment of tax payable,\u0027 \u0027Research and Development credit,\u0027 \u0027tax reconciliation,\u0027 and \u0027CT600-like structure.\u0027 Additionally, it includes a specific tax period (\u0027For period 01/04/2024 to 31/03/2025\u0027) and mentions tax credits and liabilities, which are key indicators of a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.11666666666666667,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.03681818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "invoice"
        }
      },
      "page_number": 29,
      "text_length": 1505
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to corporation tax-related terms such as \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax credit payable\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. Additionally, it includes specific indicators like \u0027Ring fence Corporation Tax\u0027, \u0027Research and Development expenditure credits\u0027, and \u0027Group tax refunds\u0027, which are all associated with corporation tax filings and computations.\",\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-DZJ74hLAK02IWhwacp8H1gBoqRBeM\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to corporation tax-related terms such as \\\u0027Corporation Tax\\\u0027, \\\u0027CT600\\\u0027, \\\u0027tax reconciliation\\\u0027, \\\u0027tax credit payable\\\u0027, \\\u0027tax outstanding\\\u0027, and \\\u0027tax overpaid\\\u0027. Additionally, it includes specific indicators like \\\u0027Ring fence Corporation Tax\\\u0027, \\\u0027Research and Development expenditure credits\\\u0027, and \\\u0027Group tax refunds\\\u0027, which are all associated with corporation tax filings and computations.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307322, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=240, prompt_tokens=1476, total_tokens=1716, completion_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple references to corporation tax-related terms such as \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax credit payable\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. Additionally, it includes specific indicators like \u0027Ring fence Corporation Tax\u0027, \u0027Research and Development expenditure credits\u0027, and \u0027Group tax refunds\u0027, which are all associated with corporation tax filings and computations.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to corporation tax-related terms such as \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax credit payable\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. Additionally, it includes specific indicators like \u0027Ring fence Corporation Tax\u0027, \u0027Research and Development expenditure credits\u0027, and \u0027Group tax refunds\u0027, which are all associated with corporation tax filings and computations.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13270588235294117,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.1,
              "total_score": 0.13270588235294117
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.03789473684210525
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 30,
      "text_length": 1928
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027R\u0026D claim,\u0027 \u0027R\u0026D enhanced expenditure,\u0027 \u0027capital allowances,\u0027 \u0027balancing charges,\u0027 and \u0027trading profits and losses.\u0027 Additionally, it includes specific tax-related boxes and references to a tax period (01/04/2024 to 31/03/2025), which are indicative of a corporation tax return or related document.\",\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-DZJ75nlx06skdOuP46FiLDbmdoxNR\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \\\u0027R\u0026D claim,\\\u0027 \\\u0027R\u0026D enhanced expenditure,\\\u0027 \\\u0027capital allowances,\\\u0027 \\\u0027balancing charges,\\\u0027 and \\\u0027trading profits and losses.\\\u0027 Additionally, it includes specific tax-related boxes and references to a tax period (01/04/2024 to 31/03/2025), which are indicative of a corporation tax return or related document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307323, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=245, prompt_tokens=1450, total_tokens=1695, completion_tokens_details=CompletionTokensDetails(accepted_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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-related terms such as \u0027R\u0026D claim,\u0027 \u0027R\u0026D enhanced expenditure,\u0027 \u0027capital allowances,\u0027 \u0027balancing charges,\u0027 and \u0027trading profits and losses.\u0027 Additionally, it includes specific tax-related boxes and references to a tax period (01/04/2024 to 31/03/2025), which are indicative of a corporation tax return or related document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027R\u0026D claim,\u0027 \u0027R\u0026D enhanced expenditure,\u0027 \u0027capital allowances,\u0027 \u0027balancing charges,\u0027 and \u0027trading profits and losses.\u0027 Additionally, it includes specific tax-related boxes and references to a tax period (01/04/2024 to 31/03/2025), which are indicative of a corporation tax return or related document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 31,
      "text_length": 1834
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027UTR\u0027, \u0027Allowances and charges in calculation of trading profits and losses\u0027, \u0027Capital allowances\u0027, \u0027Enterprise zones\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, the presence of an IRmark and specific tax-related line items strongly indicates that this is a corporation tax document.\",\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-DZJ77mbbVlixSNBYdXmpUvePNj6ib\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \\\u0027UTR\\\u0027, \\\u0027Allowances and charges in calculation of trading profits and losses\\\u0027, \\\u0027Capital allowances\\\u0027, \\\u0027Enterprise zones\\\u0027, and \\\u0027For period 01/04/2024 to 31/03/2025\\\u0027. Additionally, the presence of an IRmark and specific tax-related line items strongly indicates that this is a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307325, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=244, prompt_tokens=1274, total_tokens=1518, completion_tokens_details=CompletionTokensDetails(accepted_predictio"
            },
            "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 references to corporation tax-related terms such as \u0027UTR\u0027, \u0027Allowances and charges in calculation of trading profits and losses\u0027, \u0027Capital allowances\u0027, \u0027Enterprise zones\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, the presence of an IRmark and specific tax-related line items strongly indicates that this is a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027UTR\u0027, \u0027Allowances and charges in calculation of trading profits and losses\u0027, \u0027Capital allowances\u0027, \u0027Enterprise zones\u0027, and \u0027For period 01/04/2024 to 31/03/2025\u0027. Additionally, the presence of an IRmark and specific tax-related line items strongly indicates that this is a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 32,
      "text_length": 965
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 \u0027Capital losses,\u0027 and \u0027Management expenses.\u0027 Additionally, it includes a specific period (01/04/2024 to 31/03/2025), which is typical for tax reporting. The presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 further indicate that this is a corporation tax document, likely a CT600 form or related tax computation.\",\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-DZJ78W9FinJYm9ZvRnT10A7MThHD7\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \\\u0027Qualifying expenditure,\\\u0027 \\\u0027Losses, deficits and excess amounts,\\\u0027 \\\u0027group relief,\\\u0027 \\\u0027UK property business losses,\\\u0027 \\\u0027Capital losses,\\\u0027 and \\\u0027Management expenses.\\\u0027 Additionally, it includes a specific period (01/04/2024 to 31/03/2025), which is typical for tax reporting. The presence of a UTR (Unique Taxpayer Reference) and terms like \\\u0027IRmark\\\u0027 further indicate that this is a corporation tax document, likely a CT600 form or related tax computation.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307326, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usa"
            },
            "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 references to corporation tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 \u0027Capital losses,\u0027 and \u0027Management expenses.\u0027 Additionally, it includes a specific period (01/04/2024 to 31/03/2025), which is typical for tax reporting. The presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 further indicate that this is a corporation tax document, likely a CT600 form or related tax computation.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to corporation tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 \u0027Capital losses,\u0027 and \u0027Management expenses.\u0027 Additionally, it includes a specific period (01/04/2024 to 31/03/2025), which is typical for tax reporting. The presence of a UTR (Unique Taxpayer Reference) and terms like \u0027IRmark\u0027 further indicate that this is a corporation tax document, likely a CT600 form or related tax computation.\",\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": "corporation_tax"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.11368421052631578,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.15789473684210525,
              "pattern_score": 0.0,
              "total_score": 0.11368421052631578
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 33,
      "text_length": 1197
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to Corporation Tax Return elements such as \u0027Repayment of Corporation Tax,\u0027 \u0027Payable Research and Development tax credit,\u0027 \u0027Payable creatives tax credit,\u0027 and \u0027Surrender of tax refund within group.\u0027 Additionally, it mentions a UTR (Unique Taxpayer Reference) and a specific tax period, which are strong indicators of a corporation tax document.\",\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-DZJ7AkwOVD1qlACWXLqFLbfY7Gmu6\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to Corporation Tax Return elements such as \\\u0027Repayment of Corporation Tax,\\\u0027 \\\u0027Payable Research and Development tax credit,\\\u0027 \\\u0027Payable creatives tax credit,\\\u0027 and \\\u0027Surrender of tax refund within group.\\\u0027 Additionally, it mentions a UTR (Unique Taxpayer Reference) and a specific tax period, which are strong indicators of a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307328, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=237, prompt_tokens=1337, total_tokens=1574, completion_tokens_details=CompletionTokensDetails(accepted_predict"
            },
            "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 references to Corporation Tax Return elements such as \u0027Repayment of Corporation Tax,\u0027 \u0027Payable Research and Development tax credit,\u0027 \u0027Payable creatives tax credit,\u0027 and \u0027Surrender of tax refund within group.\u0027 Additionally, it mentions a UTR (Unique Taxpayer Reference) and a specific tax period, which are strong indicators of a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to Corporation Tax Return elements such as \u0027Repayment of Corporation Tax,\u0027 \u0027Payable Research and Development tax credit,\u0027 \u0027Payable creatives tax credit,\u0027 and \u0027Surrender of tax refund within group.\u0027 Additionally, it mentions a UTR (Unique Taxpayer Reference) and a specific tax period, which are strong indicators of a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.22305882352941178,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.2,
              "total_score": 0.22305882352941178
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.125,
              "total_score": 0.08333333333333334
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.05181818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 34,
      "text_length": 1471
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a Company Tax Return, CT600, UTR (Unique Taxpayer Reference), and mentions tax-related details such as repayment, declaration, and tax periods. These are key indicators of a corporation tax document.\",\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-DZJ7CTFRkOxWagaBobRWJ5Vs2ikc7\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to a Company Tax Return, CT600, UTR (Unique Taxpayer Reference), and mentions tax-related details such as repayment, declaration, and tax periods. These are key indicators of a corporation tax document.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307330, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=210, prompt_tokens=1387, total_tokens=1597, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_tokens=0, cached_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to a Company Tax Return, CT600, UTR (Unique Taxpayer Reference), and mentions tax-related details such as repayment, declaration, and tax periods. These are key indicators of a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a Company Tax Return, CT600, UTR (Unique Taxpayer Reference), and mentions tax-related details such as repayment, declaration, and tax periods. These are key indicators of a corporation tax document.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.27105882352941174,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.3,
              "total_score": 0.27105882352941174
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.02631578947368421,
              "pattern_score": 0.0,
              "total_score": 0.025263157894736838
            },
            "nominal_ledger": {
              "keyword_score": 0.08333333333333333,
              "pattern_score": 0.14285714285714285,
              "total_score": 0.1392857142857143
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 35,
      "text_length": 1408
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a corporation tax return, such as \u0027Corporation Tax Return,\u0027 \u0027Corporation Tax Payment Schedule,\u0027 \u0027Tax outstanding,\u0027 \u0027Balancing payment,\u0027 and \u0027UTR.\u0027 Additionally, it references a specific tax period and includes details about tax payments and due dates, which are characteristic of corporation tax 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-DZJ7Dp5vFoCjY3rYiEYcpMPRwNPjN\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains key indicators of a corporation tax return, such as \\\u0027Corporation Tax Return,\\\u0027 \\\u0027Corporation Tax Payment Schedule,\\\u0027 \\\u0027Tax outstanding,\\\u0027 \\\u0027Balancing payment,\\\u0027 and \\\u0027UTR.\\\u0027 Additionally, it references a specific tax period and includes details about tax payments and due dates, which are characteristic of corporation tax documents.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307331, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=230, prompt_tokens=1185, total_tokens=1415, 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": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a corporation tax return, such as \u0027Corporation Tax Return,\u0027 \u0027Corporation Tax Payment Schedule,\u0027 \u0027Tax outstanding,\u0027 \u0027Balancing payment,\u0027 and \u0027UTR.\u0027 Additionally, it references a specific tax period and includes details about tax payments and due dates, which are characteristic of corporation tax documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a corporation tax return, such as \u0027Corporation Tax Return,\u0027 \u0027Corporation Tax Payment Schedule,\u0027 \u0027Tax outstanding,\u0027 \u0027Balancing payment,\u0027 and \u0027UTR.\u0027 Additionally, it references a specific tax period and includes details about tax payments and due dates, which are characteristic of corporation tax 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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.26541176470588235,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.2,
              "total_score": 0.26541176470588235
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.125,
              "total_score": 0.08333333333333334
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.05181818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 36,
      "text_length": 545
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\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-DZJ7F7SZavcylkT5pptpxJmR2tAuu\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Profit and Loss\\\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307333, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=242, prompt_tokens=1371, total_tokens=1613, complet"
            },
            "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 is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Profit and Loss\u0027 and contains financial data such as turnover, cost of sales, administrative costs, and profit before and after taxation. These are key components of a financial statement, specifically an income statement or profit and loss statement. There are no indicators of transactions, account numbers, or other details that would classify it as a bank statement, credit card statement, or other categories.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.12378947368421052,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "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": 0.10526315789473684,
              "pattern_score": 0.1,
              "total_score": 0.12378947368421052
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.05181818181818182
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 37,
      "text_length": 1092
    },
    {
      "confidence_score": 0.95,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\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-DZJ7GoXks0f8SbuBNIPaylypAonRk\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document is titled \\\u0027Balance Sheet\\\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307334, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=238, prompt_tokens=1573, total_tokens=1811, completion_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 is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains detailed financial information such as fixed assets, current assets, creditors, net assets, capital and reserves, and retained earnings. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, mortgages, or property-related details that would classify it under other categories.\",\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": "financial_statement"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.3233684210526316,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.3157894736842105,
              "pattern_score": 0.2,
              "total_score": 0.3233684210526316
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0,
              "total_score": 0.023076923076923078
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.06
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 38,
      "text_length": 1576
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.\",\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-DZJ7IMBUpMu8IQaVlB6FfOGhFF9X0\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains references to \\\u0027Corporation Tax Return\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027tax computation\\\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \\\u0027Profit and Loss\\\u0027 and \\\u0027Balance Sheet\\\u0027, which are often part of corporation tax filings.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307336, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=219, prompt_tokens=2152, total_tokens=2371, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027tax computation\u0027, which are key indicators of a corporation tax document. Additionally, the document includes terms like \u0027Profit and Loss\u0027 and \u0027Balance Sheet\u0027, which are often part of corporation tax filings.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.125,
              "total_score": 0.08333333333333334
            },
            "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
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.021818181818181823
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 39,
      "text_length": 3133
    },
    {
      "confidence_score": 0.95,
      "document_type": "corporation_tax",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.\",\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-DZJ7J0mTrhYRiW5DQJxa9ILAAi3ZM\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"corporation_tax\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027Corporation Tax Return\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027Profit and Loss YE2025\\\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \\\u0027Balance Sheet YE2025\\\u0027, which is typically part of a corporation tax filing.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307337, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=220, prompt_tokens=2194, total_tokens=2414, 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 multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains multiple references to \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Profit and Loss YE2025\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance Sheet YE2025\u0027, which is typically part of a corporation tax filing.\",\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": "corporation_tax"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.0903529411764706,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.1,
              "total_score": 0.0903529411764706
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.05555555555555555,
              "pattern_score": 0.0,
              "total_score": 0.03333333333333333
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 40,
      "text_length": 5341
    },
    {
      "confidence_score": 0.9,
      "document_type": "financial_statement",
      "features": {
        "llm_based": {
          "confidence": 0.9,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\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-DZJ7K6ZkLhH8Zr3Q0sZQsD9bzWVSz\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"financial_statement\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document names include \\\u0027Profit_and_Loss YE2025\\\u0027 and \\\u0027Balance_Sheet YE2025\\\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027protected_material_text\u0027: {\u0027detected\u0027: False, \u0027filtered\u0027: False}, \u0027self_harm\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027sexual\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027violence\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}})], created=1777307338, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=233, prompt_tokens=2205, total_tokens=2438, completion_tokens_details=CompletionTokensDetails(accepted_prediction_"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document names include \u0027Profit_and_Loss YE2025\u0027 and \u0027Balance_Sheet YE2025\u0027, which are key indicators of financial statements. These terms are commonly associated with income statements and balance sheets, which are components of financial statements. Additionally, there are no indicators of transactions, invoices, payroll, or other document types in the provided text.\",\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": "financial_statement"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.03529411764705882,
          "features": {
            "bank_statement": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.03529411764705882
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.013888888888888888,
              "pattern_score": 0.0,
              "total_score": 0.015
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "bank_statement"
        }
      },
      "page_number": 41,
      "text_length": 3097
    }
  ],
  "processing_timestamp": "2026-04-27T16:29:00.205740"
}