Merged PDF Processing Results

Back to Dashboard
PDF Information
Original Filename: Ari_Apartments_Accounts_and_Corp_Tax_2024_signed_1778819514.pdf
Upload Date: May 15, 2026 at 04:35 AM
Total Pages: 36
Processing Status: Completed
Extraction Summary
Total Documents: 8
Financial Statements: 6
Corporation Taxs: 2
Page Classification Results
Page 1

Financial Statement

95%
Page 2

Financial Statement

95%
Page 3

Financial Statement

90%
Page 4

Financial Statement

95%
Page 5

Financial Statement

95%
Page 6

Financial Statement

95%
Page 7

Financial Statement

95%
Page 8

Corporation Tax

95%
Page 9

Corporation Tax

95%
Page 10

Corporation Tax

95%
Page 11

Corporation Tax

95%
Page 12

Corporation Tax

95%
Page 13

Corporation Tax

95%
Page 14

Corporation Tax

95%
Page 15

Corporation Tax

98%
Page 16

Corporation Tax

95%
Page 17

Corporation Tax

98%
Page 18

Corporation Tax

95%
Page 19

Corporation Tax

95%
Page 20

Corporation Tax

95%
Page 21

Corporation Tax

98%
Page 22

Corporation Tax

95%
Page 23

Corporation Tax

95%
Page 24

Corporation Tax

95%
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

Financial Statement

95%
Page 31

Financial Statement

95%
Page 32

Financial Statement

95%
Page 33

Financial Statement

95%
Page 34

Corporation Tax

95%
Page 35

Corporation Tax

95%
Page 36

Financial Statement

90%
Extracted Documents 8
Document Type Pages Confidence Processing Status Created Actions
Financial Statement 1-2 (2 pages) 95% Processed 2026-05-15 04:35 No view available
Financial Statement 3-4 (2 pages) 95% Processed 2026-05-15 04:35 No view available
Financial Statement 5-7 (3 pages) 95% Processed 2026-05-15 04:35 No view available
Financial Statement 30-31 (2 pages) 95% Processed 2026-05-15 04:35 No view available
Financial Statement 32-33 (2 pages) 95% Processed 2026-05-15 04:35 No view available
Corporation Tax 34 (1 page) 95% Processed 2026-05-15 04:35 No view available
Corporation Tax 35 (1 page) 95% Processed 2026-05-15 04:35 No view available
Financial Statement 36 (1 page) 90% Processed 2026-05-15 04:35 No view available
{
  "document_groups": [
    {
      "avg_confidence": 0.9428571428571428,
      "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": 7,
      "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 mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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-DfeXrkwz6jQIcUem3nH6tDuzO0LCm\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 mentions \\\u0027Micro Entity Accounts\\\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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=1778819675, 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=1038, total_tokens=1274, completion_tokens_details=CompletionTokensDet"
                },
                "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 mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan statement, or other categories.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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": "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": 146
        },
        {
          "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DfeXt4UwLPs2fStgQtzqkKZn06n1b\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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1778819677, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1439, total_tokens=1664, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_p"
                },
                "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": 0.3713684210526315,
              "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": 0.3,
                  "total_score": 0.3713684210526315
                },
                "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": 0.027777777777777776,
                  "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": 2,
          "text_length": 1701
        },
        {
          "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 mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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-DfeXu9q84w5wEScqD1Vk4hj6gfY4s\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 mentions \\\u0027Accounts\\\u0027 and a specific date (\\\u002731 August 2024\\\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\\\u002710874277\\\u0027) and the company name (\\\u0027ARI APARTMENTS LIMITED\\\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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=1778819678, 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=1036, total_tokens=1281, co"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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": "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": 3,
          "text_length": 133
        },
        {
          "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 a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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-DfeXwKt5J0yDRAyGYIxtqiLeCKR1N\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 a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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=1778819680, 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=1243, total_tokens=1466, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains references to a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as a financial statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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": 0.13389473684210526,
              "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": 0.05263157894736842,
                  "pattern_score": 0.2,
                  "total_score": 0.13389473684210526
                },
                "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": 4,
          "text_length": 1140
        },
        {
          "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 profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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-DfeXx2bAcAGJ0X7Nk7oua691XfBQN\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 profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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=1778819681, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=206, prompt_tokens=1160, total_tokens=1366, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_t"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains a profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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": 0.0,
                  "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": 5,
          "text_length": 442
        },
        {
          "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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-DfeXykFGZtXumEggRERSf18hJd477\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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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=1778819682, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1433, total_tokens=1665, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, aud"
                },
                "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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": "both_agree",
            "pattern_based": {
              "confidence": 0.3713684210526315,
              "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": 0.3,
                  "total_score": 0.3713684210526315
                },
                "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": 0.027777777777777776,
                  "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": 6,
          "text_length": 1699
        },
        {
          "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 with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-DfeY0U0Rk4tjYyF6RVF9KTiMZvyU9\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 with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": 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=1778819684, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completi"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains a detailed profit and loss account with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.19957894736842102,
              "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": 0.21052631578947367,
                  "pattern_score": 0.1,
                  "total_score": 0.19957894736842102
                },
                "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": 0.027777777777777776,
                  "pattern_score": 0.0,
                  "total_score": 0.041666666666666664
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 7,
          "text_length": 1260
        }
      ],
      "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": 33,
      "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 contains a profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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-DfeYYL6LFh3pCoNgGFtc070YaAHge\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 profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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=1778819718, 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=1419, total_tokens=1654, completion_tokens_details=CompletionTokensDe"
                },
                "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 profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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 contains a profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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": 0.1616842105263158,
              "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": 0.15789473684210525,
                  "pattern_score": 0.1,
                  "total_score": 0.1616842105263158
                },
                "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": 0.06666666666666667,
                  "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": 0.041666666666666664,
                  "pattern_score": 0.030303030303030304,
                  "total_score": 0.06681818181818183
                },
                "property_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 30,
          "text_length": 1224
        },
        {
          "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 data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of 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-DfeYalsAQPkfhDDJxMvAQ8BJEKvIU\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 data such as \\\u0027Profit and Loss\\\u0027, \\\u0027Operating Profit\\\u0027, \\\u0027Profit on Ordinary Activities Before Taxation\\\u0027, and \\\u0027Profit after Taxation\\\u0027, which are key indicators of a financial statement. Additionally, the document is titled \\\u0027Profit and Loss 2024\\\u0027, which is a common component of 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=1778819720, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1137, total_tokens=1364, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_toke"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains financial data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of financial statements.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of 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": 0.08589473684210526,
              "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": 0.1,
                  "total_score": 0.08589473684210526
                },
                "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": "financial_statement"
            }
          },
          "page_number": 31,
          "text_length": 403
        },
        {
          "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-DfeYbpqh9kHqUIZhj1js8KdNLMgAd\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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": 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=1778819721, 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=1467, total_tokens=1691, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoni"
                },
                "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.",
                "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.2854736842105263,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.17647058823529413,
                  "pattern_score": 0.0,
                  "total_score": 0.10588235294117647
                },
                "corporation_tax": {
                  "keyword_score": 0.058823529411764705,
                  "pattern_score": 0.0,
                  "total_score": 0.042352941176470586
                },
                "credit_card": {
                  "keyword_score": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "financial_statement": {
                  "keyword_score": 0.2631578947368421,
                  "pattern_score": 0.2,
                  "total_score": 0.2854736842105263
                },
                "hp_agreement": {
                  "keyword_score": 0.038461538461538464,
                  "pattern_score": 0.0,
                  "total_score": 0.023076923076923078
                },
                "invoice": {
                  "keyword_score": 0.1111111111111111,
                  "pattern_score": 0.125,
                  "total_score": 0.11666666666666667
                },
                "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": 0.030303030303030304,
                  "total_score": 0.03681818181818182
                },
                "property_statement": {
                  "keyword_score": 0.027777777777777776,
                  "pattern_score": 0.02564102564102564,
                  "total_score": 0.06730769230769232
                }
              },
              "type": "financial_statement"
            }
          },
          "page_number": 32,
          "text_length": 1454
        },
        {
          "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 financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as 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-DfeYc5VB270oXwkiMYEpaYJK5DfnQ\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 financial data such as \\\u0027Current Year Earnings,\\\u0027 \\\u0027Equity Dividend,\\\u0027 \\\u0027Retained Earnings,\\\u0027 and \\\u0027Total Capital and Reserves,\\\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\\\u0027Ari Apartments Ltd (T/A Lyter Living)\\\u0027) and a specific date (\\\u002730 May 2025\\\u0027), further confirming its classification as 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=1778819722, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=251, prompt_tokens=1125, total_tokens=1376, 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 is titled \u0027Balance Sheet\u0027 and contains financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as a financial statement.",
                "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as 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": 0.20968421052631578,
              "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": 0.2,
                  "total_score": 0.20968421052631578
                },
                "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": 33,
          "text_length": 354
        }
      ],
      "start_page": 30
    },
    {
      "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": 35,
      "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 a Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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-DfeYeG5GjTKbCI6xgFaOEu3tJfMgq\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 Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \\\u0027Corporation Tax Return\\\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \\\u0027Profit and Loss\\\u0027 and \\\u0027Balance Sheet,\\\u0027 which are 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=1778819724, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=231, prompt_tokens=2121, total_tokens=2352, 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 references to a Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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 references to a Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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": 0.058823529411764705,
                  "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": 34,
          "text_length": 3087
        },
        {
          "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 \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports 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-DfeYfLn8tP1zzSzo5sqzuMKEy7pNm\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 \\\u0027CorporationTaxReturn\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027Profit_and_Loss YE2024\\\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \\\u0027Balance_Sheet YE2024\\\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \\\u0027Ari Apartments Ltd VT Accounts\\\u0027 and \\\u0027Profit_and_Loss\\\u0027 further supports 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=1778819725, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=247, prompt_tokens=2171, total_tokens=2418, completion_tokens_details=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 contains references to \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports this classification.",
                "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports 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": 0.058823529411764705,
                  "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": 0.0,
                  "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": 35,
          "text_length": 4973
        }
      ],
      "start_page": 34
    },
    {
      "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": 36,
      "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 name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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-DfeYhsxXVgKG0oqYMg82JHDNeaRKd\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 name explicitly mentions \\\u0027Balance Sheet YE2024\\\u0027, which is a key indicator of a financial statement. 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=1778819727, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=207, prompt_tokens=1973, total_tokens=2180, 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_t"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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 name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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": 36,
          "text_length": 2448
        }
      ],
      "start_page": 36
    }
  ],
  "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 mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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-DfeXrkwz6jQIcUem3nH6tDuzO0LCm\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 mentions \\\u0027Micro Entity Accounts\\\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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=1778819675, 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=1038, total_tokens=1274, completion_tokens_details=CompletionTokensDet"
            },
            "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 mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan statement, or other categories.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document mentions \u0027Micro Entity Accounts\u0027 and includes a date (31 August 2024), which is indicative of a financial statement. Additionally, the document references a registered company name and number, which are typical elements of financial statements. There are no indicators of transactions, payments, or other details that would classify it as an invoice, loan 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": "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": 146
    },
    {
      "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DfeXt4UwLPs2fStgQtzqkKZn06n1b\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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1778819677, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1439, total_tokens=1664, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_p"
            },
            "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital and reserves. Additionally, it mentions compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting standards.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": 0.3713684210526315,
          "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": 0.3,
              "total_score": 0.3713684210526315
            },
            "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": 0.027777777777777776,
              "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": 2,
      "text_length": 1701
    },
    {
      "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 mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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-DfeXu9q84w5wEScqD1Vk4hj6gfY4s\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 mentions \\\u0027Accounts\\\u0027 and a specific date (\\\u002731 August 2024\\\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\\\u002710874277\\\u0027) and the company name (\\\u0027ARI APARTMENTS LIMITED\\\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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=1778819678, 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=1036, total_tokens=1281, co"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document mentions \u0027Accounts\u0027 and a specific date (\u002731 August 2024\u0027), which are key indicators of a financial statement. Additionally, the presence of a registered company number (\u002710874277\u0027) and the company name (\u0027ARI APARTMENTS LIMITED\u0027) further supports this classification. There are no indicators of transactions, payments, or balances that would suggest other document types like invoices, loan statements, or payroll 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": "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": 3,
      "text_length": 133
    },
    {
      "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 a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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-DfeXwKt5J0yDRAyGYIxtqiLeCKR1N\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 a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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=1778819680, 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=1243, total_tokens=1466, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as a financial statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a balance sheet, profit and loss account, and the state of affairs of the company, which are key indicators of a financial statement. Additionally, it is prepared by accountants and explicitly mentions compliance with the Companies Act 2006, further supporting its classification as 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": 0.13389473684210526,
          "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": 0.05263157894736842,
              "pattern_score": 0.2,
              "total_score": 0.13389473684210526
            },
            "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": 4,
      "text_length": 1140
    },
    {
      "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 profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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-DfeXx2bAcAGJ0X7Nk7oua691XfBQN\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 profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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=1778819681, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=206, prompt_tokens=1160, total_tokens=1366, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_details=PromptTokensDetails(audio_t"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains a profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a profit and loss account with key financial metrics such as turnover, gross profit, staff costs, depreciation, and profit before taxation. These are typical components of a financial statement, specifically an income 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": 0.0,
              "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": 5,
      "text_length": 442
    },
    {
      "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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-DfeXykFGZtXumEggRERSf18hJd477\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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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=1778819682, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=232, prompt_tokens=1433, total_tokens=1665, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, aud"
            },
            "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 a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to financial reporting.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is a balance sheet, which is a key component of financial statements. It includes details about fixed assets, current assets, liabilities, net assets, and capital reserves. These are typical indicators of a financial statement. Additionally, it references compliance with the Companies Act 2006 and FRS 105, which are relevant to 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": "both_agree",
        "pattern_based": {
          "confidence": 0.3713684210526315,
          "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": 0.3,
              "total_score": 0.3713684210526315
            },
            "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": 0.027777777777777776,
              "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": 6,
      "text_length": 1699
    },
    {
      "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 with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-DfeY0U0Rk4tjYyF6RVF9KTiMZvyU9\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 with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": 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=1778819684, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completi"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains a detailed profit and loss account with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed profit and loss account with line items such as sales, other income, staff costs, depreciation, premises costs, and general administrative expenses. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers that would classify it as a bank statement, credit card statement, or loan/mortgage statement. Additionally, it does not contain invoice-specific identifiers like invoice numbers or seller names, nor does it include hire purchase or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.19957894736842102,
          "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": 0.21052631578947367,
              "pattern_score": 0.1,
              "total_score": 0.19957894736842102
            },
            "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": 0.027777777777777776,
              "pattern_score": 0.0,
              "total_score": 0.041666666666666664
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 7,
      "text_length": 1260
    },
    {
      "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,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 and \u0027tax return entries,\u0027 which are strong indicators of a corporation tax document. Additionally, it references a specific tax period (ending 31/08/2024) and the need to file the return with HMRC, which aligns with the characteristics 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-DfeY2CcbMFTjnMCoxSEZGedIdIIjJ\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,\\\u0027 \\\u0027HM Revenue \u0026 Customs,\\\u0027 and \\\u0027tax return entries,\\\u0027 which are strong indicators of a corporation tax document. Additionally, it references a specific tax period (ending 31/08/2024) and the need to file the return with HMRC, which aligns with the characteristics 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=1778819686, 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=1298, total_tokens=1532, 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 explicitly mentions \u0027Corporation Tax Return,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 and \u0027tax return entries,\u0027 which are strong indicators of a corporation tax document. Additionally, it references a specific tax period (ending 31/08/2024) and the need to file the return with HMRC, which aligns with the characteristics of 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,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 and \u0027tax return entries,\u0027 which are strong indicators of a corporation tax document. Additionally, it references a specific tax period (ending 31/08/2024) and the need to file the return with HMRC, which aligns with the characteristics 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": 0.22305882352941178,
          "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": 8,
      "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 \u0027Capital Allowances,\u0027 and a specific period (\u002701/09/2023 to 31/08/2024\u0027). These are key indicators of a corporation tax document, specifically a tax computation or return, which aligns with the CT600 form and related 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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeY3CunFDGD5I5u3tMRmtVMqATgQ\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 \\\u0027Capital Allowances,\\\u0027 and a specific period (\\\u002701/09/2023 to 31/08/2024\\\u0027). These are key indicators of a corporation tax document, specifically a tax computation or return, which aligns with the CT600 form and related 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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819687, 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=1180, total_tokens=1438, completion_tokens_details=CompletionTokensDetails(acce"
            },
            "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": "01/09/2023 to 31/08/2024",
              "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 \u0027Capital Allowances,\u0027 and a specific period (\u002701/09/2023 to 31/08/2024\u0027). These are key indicators of a corporation tax document, specifically a tax computation or return, which aligns with the CT600 form and related tax documents.",
            "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 \u0027Capital Allowances,\u0027 and a specific period (\u002701/09/2023 to 31/08/2024\u0027). These are key indicators of a corporation tax document, specifically a tax computation or return, which aligns with the CT600 form and related 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\": \"01/09/2023 to 31/08/2024\",\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": 9,
      "text_length": 537
    },
    {
      "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 document, such as references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 \u0027Group Relief,\u0027 and \u0027Qualifying Donations.\u0027 Additionally, it includes a specific period (\u0027For period 01/09/2023 to 31/08/2024\u0027) and mentions terms like \u0027Profits,\u0027 \u0027Losses,\u0027 and \u0027Group Relief,\u0027 which are commonly associated with corporation tax 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-DfeY5I2KREhrgf4mSFGt0NhGS2S1J\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 document, such as references to \\\u0027Corporation Tax Calculation,\\\u0027 \\\u0027Profits Chargeable to Corporation Tax,\\\u0027 \\\u0027Group Relief,\\\u0027 and \\\u0027Qualifying Donations.\\\u0027 Additionally, it includes a specific period (\\\u0027For period 01/09/2023 to 31/08/2024\\\u0027) and mentions terms like \\\u0027Profits,\\\u0027 \\\u0027Losses,\\\u0027 and \\\u0027Group Relief,\\\u0027 which are commonly associated with corporation tax 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=1778819689, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=256, prompt_tokens=1381, total_tokens=1637, completion_toke"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains key indicators of a corporation tax document, such as references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 \u0027Group Relief,\u0027 and \u0027Qualifying Donations.\u0027 Additionally, it includes a specific period (\u0027For period 01/09/2023 to 31/08/2024\u0027) and mentions terms like \u0027Profits,\u0027 \u0027Losses,\u0027 and \u0027Group Relief,\u0027 which are commonly associated with corporation tax computations.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains key indicators of a corporation tax document, such as references to \u0027Corporation Tax Calculation,\u0027 \u0027Profits Chargeable to Corporation Tax,\u0027 \u0027Group Relief,\u0027 and \u0027Qualifying Donations.\u0027 Additionally, it includes a specific period (\u0027For period 01/09/2023 to 31/08/2024\u0027) and mentions terms like \u0027Profits,\u0027 \u0027Losses,\u0027 and \u0027Group Relief,\u0027 which are commonly associated with corporation tax 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": "llm_preferred",
        "pattern_based": {
          "confidence": 0.11666666666666667,
          "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": 0.125,
              "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": 0.0,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.021818181818181823
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "invoice"
        }
      },
      "page_number": 10,
      "text_length": 1238
    },
    {
      "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 document, such as \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 and references to tax computations and group relief. 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-DfeY6Smlk8RWK1e8A4allIeHSVMgz\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 document, such as \\\u0027Corporation Tax Payable,\\\u0027 \\\u0027Rate of tax,\\\u0027 \\\u0027Year of Profit,\\\u0027 \\\u0027Marginal relief,\\\u0027 and references to tax computations and group relief. 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=1778819690, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=1359, total_tokens=1588, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_to"
            },
            "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 document, such as \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 and references to tax computations and group relief. 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 key indicators of a corporation tax document, such as \u0027Corporation Tax Payable,\u0027 \u0027Rate of tax,\u0027 \u0027Year of Profit,\u0027 \u0027Marginal relief,\u0027 and references to tax computations and group relief. 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": 11,
      "text_length": 993
    },
    {
      "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, \u0027IRmark\u0027, \u0027Marginal Relief Calculation\u0027, and \u0027Financial years\u0027. Additionally, it mentions a specific period (01/09/2023 to 31/08/2024), which aligns with corporation tax reporting. These indicators strongly suggest it 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-DfeY8vjDi1uhqv8iDByVdbkPnJLOX\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, \\\u0027IRmark\\\u0027, \\\u0027Marginal Relief Calculation\\\u0027, and \\\u0027Financial years\\\u0027. Additionally, it mentions a specific period (01/09/2023 to 31/08/2024), which aligns with corporation tax reporting. These indicators strongly suggest it 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=1778819692, 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=1169, total_tokens=1403, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-related terms such as \u0027UTR\u0027, \u0027IRmark\u0027, \u0027Marginal Relief Calculation\u0027, and \u0027Financial years\u0027. Additionally, it mentions a specific period (01/09/2023 to 31/08/2024), which aligns with corporation tax reporting. These indicators strongly suggest it 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, \u0027IRmark\u0027, \u0027Marginal Relief Calculation\u0027, and \u0027Financial years\u0027. Additionally, it mentions a specific period (01/09/2023 to 31/08/2024), which aligns with corporation tax reporting. These indicators strongly suggest it 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": 0.05555555555555555,
              "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": 12,
      "text_length": 450
    },
    {
      "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 \u0027Calculation of Brought Forward Losses Restriction.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific period for tax calculations, 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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeY9dCzuj4TS3KNxixbs0syBPIDs\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 \\\u0027Calculation of Brought Forward Losses Restriction.\\\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific period for tax calculations, 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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819693, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=257, prompt_tokens=1291, total_tokens=1548, completion_tokens_details=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": "01/09/2023 to 31/08/2024",
              "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 \u0027Calculation of Brought Forward Losses Restriction.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific period for tax calculations, 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, such as \u0027Qualifying profits: Post 1 April 2017 profits chargeable to corporation tax,\u0027 \u0027Deductions allowance,\u0027 and \u0027Calculation of Brought Forward Losses Restriction.\u0027 Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a specific period for tax calculations, 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\": \"01/09/2023 to 31/08/2024\",\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": 13,
      "text_length": 874
    },
    {
      "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 UTR (Unique Taxpayer Reference), an IRmark, and a Capital Allowances Summary, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027AIA Claimed,\u0027 \u0027WDA Claimed,\u0027 and \u0027Balancing Allowance,\u0027 which are specific to tax computations and filings, particularly in the UK.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYBBURDltwd8CDbVXlo50l2zE0R\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 UTR (Unique Taxpayer Reference), an IRmark, and a Capital Allowances Summary, which are key indicators of a corporation tax document. Additionally, it includes terms like \\\u0027AIA Claimed,\\\u0027 \\\u0027WDA Claimed,\\\u0027 and \\\u0027Balancing Allowance,\\\u0027 which are specific to tax computations and filings, particularly in the UK.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819695, 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=1191, total_tokens=1443, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, a"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": "01/09/2023 to 31/08/2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to a UTR (Unique Taxpayer Reference), an IRmark, and a Capital Allowances Summary, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027AIA Claimed,\u0027 \u0027WDA Claimed,\u0027 and \u0027Balancing Allowance,\u0027 which are specific to tax computations and filings, particularly in the UK.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a UTR (Unique Taxpayer Reference), an IRmark, and a Capital Allowances Summary, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027AIA Claimed,\u0027 \u0027WDA Claimed,\u0027 and \u0027Balancing Allowance,\u0027 which are specific to tax computations and filings, particularly in the UK.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\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": 0.05263157894736842,
              "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": 0.0,
              "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": 0.05263157894736842,
              "pattern_score": 0.0,
              "total_score": 0.047368421052631574
            },
            "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": 14,
      "text_length": 546
    },
    {
      "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 explicitly mentions \u0027Corporation Tax Return\u0027 and includes references to \u0027CT600\u0027, \u0027Accounting Period\u0027, \u0027Plant and Machinery\u0027, and \u0027Capital Allowances\u0027, which are key indicators of a corporation tax document. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions HMRC-related terms, further confirming its classification as 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-DfeYCv7GgDyVpAdijHexWhhW2jLaN\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 explicitly mentions \\\u0027Corporation Tax Return\\\u0027 and includes references to \\\u0027CT600\\\u0027, \\\u0027Accounting Period\\\u0027, \\\u0027Plant and Machinery\\\u0027, and \\\u0027Capital Allowances\\\u0027, which are key indicators of a corporation tax document. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions HMRC-related terms, further confirming its classification as 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=1778819696, 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=1323, total_tokens=1559, completion_tokens_details=CompletionTokensDetails(accepted_p"
            },
            "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\u0027 and includes references to \u0027CT600\u0027, \u0027Accounting Period\u0027, \u0027Plant and Machinery\u0027, and \u0027Capital Allowances\u0027, which are key indicators of a corporation tax document. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions HMRC-related terms, further confirming its classification as a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.98,\n    \"reasoning\": \"The document explicitly mentions \u0027Corporation Tax Return\u0027 and includes references to \u0027CT600\u0027, \u0027Accounting Period\u0027, \u0027Plant and Machinery\u0027, and \u0027Capital Allowances\u0027, which are key indicators of a corporation tax document. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions HMRC-related terms, further confirming its classification as 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": 0.31341176470588233,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.3,
              "total_score": 0.31341176470588233
            },
            "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": 0.05263157894736842,
              "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": "corporation_tax"
        }
      },
      "page_number": 15,
      "text_length": 845
    },
    {
      "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\u0027, \u0027CT600\u0027, and \u0027Accounting Period\u0027, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027UTR\u0027, \u0027IRmark\u0027, and \u0027Capital Allowances\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-DfeYEYEgW6mArFxadGqVXK9Ag1wNK\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\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027Accounting Period\\\u0027, which are key indicators of a corporation tax document. Additionally, it includes terms like \\\u0027UTR\\\u0027, \\\u0027IRmark\\\u0027, and \\\u0027Capital Allowances\\\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=1778819698, 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=1164, total_tokens=1385, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), prompt_tokens_de"
            },
            "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\u0027, \u0027CT600\u0027, and \u0027Accounting Period\u0027, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027UTR\u0027, \u0027IRmark\u0027, and \u0027Capital Allowances\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 explicitly mentions \u0027Corporation Tax Return\u0027, \u0027CT600\u0027, and \u0027Accounting Period\u0027, which are key indicators of a corporation tax document. Additionally, it includes terms like \u0027UTR\u0027, \u0027IRmark\u0027, and \u0027Capital Allowances\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": 0.31341176470588233,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.23529411764705882,
              "pattern_score": 0.3,
              "total_score": 0.31341176470588233
            },
            "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": 0.08333333333333333,
              "pattern_score": 0.0,
              "total_score": 0.065
            },
            "p32_payroll": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "payroll_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "corporation_tax"
        }
      },
      "page_number": 16,
      "text_length": 480
    },
    {
      "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 the company ARI APARTMENTS LIMITED. Key indicators include references to \u0027Company Tax Return,\u0027 \u0027CT600,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 \u0027tax return for the company,\u0027 and specific tax-related fields such as \u0027Tax reference,\u0027 \u0027Type of company,\u0027 and \u0027Repayment is due for this return period.\u0027 These elements are unique to 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-DfeYFQ0XW05pz1CVn0RTYIkkqK46P\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 the company ARI APARTMENTS LIMITED. Key indicators include references to \\\u0027Company Tax Return,\\\u0027 \\\u0027CT600,\\\u0027 \\\u0027HM Revenue \u0026 Customs,\\\u0027 \\\u0027tax return for the company,\\\u0027 and specific tax-related fields such as \\\u0027Tax reference,\\\u0027 \\\u0027Type of company,\\\u0027 and \\\u0027Repayment is due for this return period.\\\u0027 These elements are unique to 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=1778819699, 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=1463, total_tokens=1712, completion_tokens_details=Completi"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document is identified as a Corporation Tax Return (CT600) for the company ARI APARTMENTS LIMITED. Key indicators include references to \u0027Company Tax Return,\u0027 \u0027CT600,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 \u0027tax return for the company,\u0027 and specific tax-related fields such as \u0027Tax reference,\u0027 \u0027Type of company,\u0027 and \u0027Repayment is due for this return period.\u0027 These elements are unique to corporation tax documents.",
            "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 the company ARI APARTMENTS LIMITED. Key indicators include references to \u0027Company Tax Return,\u0027 \u0027CT600,\u0027 \u0027HM Revenue \u0026 Customs,\u0027 \u0027tax return for the company,\u0027 and specific tax-related fields such as \u0027Tax reference,\u0027 \u0027Type of company,\u0027 and \u0027Repayment is due for this return period.\u0027 These elements are unique to 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": 0.403764705882353,
          "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": 17,
      "text_length": 1785
    },
    {
      "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 details such as \u0027UTR\u0027 (Unique Taxpayer Reference), \u0027Tax calculation - Turnover\u0027, and \u0027Trading profits\u0027, 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-DfeYHt8uIMgLD9Uf2quHMEpl3VoAS\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 details such as \\\u0027UTR\\\u0027 (Unique Taxpayer Reference), \\\u0027Tax calculation - Turnover\\\u0027, and \\\u0027Trading profits\\\u0027, 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=1778819701, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=225, prompt_tokens=1492, total_tokens=1717, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tokens=0), pr"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains multiple references to \u0027CT600\u0027 forms, which are specific to corporation tax returns in the UK. It also includes details such as \u0027UTR\u0027 (Unique Taxpayer Reference), \u0027Tax calculation - Turnover\u0027, and \u0027Trading profits\u0027, 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 multiple references to \u0027CT600\u0027 forms, which are specific to corporation tax returns in the UK. It also includes details such as \u0027UTR\u0027 (Unique Taxpayer Reference), \u0027Tax calculation - Turnover\u0027, and \u0027Trading profits\u0027, 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": "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": 18,
      "text_length": 1886
    },
    {
      "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 UTR (Unique Taxpayer Reference), an IRmark, and specific line items such as \u0027Annual payments not otherwise charged to Corporation Tax,\u0027 \u0027Income from a property business,\u0027 \u0027Chargeable gains,\u0027 and \u0027Deductions and reliefs.\u0027 These are all key indicators of a corporation tax document, specifically a CT600 form or similar 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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYIbvy1RKEgg66jL1hqt2OCnIqI\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 UTR (Unique Taxpayer Reference), an IRmark, and specific line items such as \\\u0027Annual payments not otherwise charged to Corporation Tax,\\\u0027 \\\u0027Income from a property business,\\\u0027 \\\u0027Chargeable gains,\\\u0027 and \\\u0027Deductions and reliefs.\\\u0027 These are all key indicators of a corporation tax document, specifically a CT600 form or similar 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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819702, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=255, prompt_tokens=1357, total_tokens=1612, completion_tokens_details=CompletionTokensDe"
            },
            "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": "01/09/2023 to 31/08/2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to a UTR (Unique Taxpayer Reference), an IRmark, and specific line items such as \u0027Annual payments not otherwise charged to Corporation Tax,\u0027 \u0027Income from a property business,\u0027 \u0027Chargeable gains,\u0027 and \u0027Deductions and reliefs.\u0027 These are all key indicators of a corporation tax document, specifically a CT600 form or similar tax return document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to a UTR (Unique Taxpayer Reference), an IRmark, and specific line items such as \u0027Annual payments not otherwise charged to Corporation Tax,\u0027 \u0027Income from a property business,\u0027 \u0027Chargeable gains,\u0027 and \u0027Deductions and reliefs.\u0027 These are all key indicators of a corporation tax document, specifically a CT600 form or similar 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\": \"01/09/2023 to 31/08/2024\",\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": 19,
      "text_length": 1466
    },
    {
      "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, \u0027Profits chargeable to Corporation Tax\u0027, \u0027Group relief\u0027, \u0027Qualifying donations\u0027, \u0027Ring fence profits\u0027, and \u0027CT600\u0027. Additionally, it includes tax rates, profits, and associated calculations, 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-DfeYJCNRtqJL2T54ETi4uq2oNxLbl\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, \\\u0027Profits chargeable to Corporation Tax\\\u0027, \\\u0027Group relief\\\u0027, \\\u0027Qualifying donations\\\u0027, \\\u0027Ring fence profits\\\u0027, and \\\u0027CT600\\\u0027. Additionally, it includes tax rates, profits, and associated calculations, 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=1778819703, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=231, prompt_tokens=1463, total_tokens=1694, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, re"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-specific terms such as \u0027Corporation Tax\u0027, \u0027Profits chargeable to Corporation Tax\u0027, \u0027Group relief\u0027, \u0027Qualifying donations\u0027, \u0027Ring fence profits\u0027, and \u0027CT600\u0027. Additionally, it includes tax rates, profits, and associated calculations, 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-specific terms such as \u0027Corporation Tax\u0027, \u0027Profits chargeable to Corporation Tax\u0027, \u0027Group relief\u0027, \u0027Qualifying donations\u0027, \u0027Ring fence profits\u0027, and \u0027CT600\u0027. Additionally, it includes tax rates, profits, and associated calculations, 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": "both_agree",
        "pattern_based": {
          "confidence": 0.12705882352941175,
          "features": {
            "bank_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "corporation_tax": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.0,
              "total_score": 0.12705882352941175
            },
            "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": 20,
      "text_length": 1618
    },
    {
      "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 contains multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027Marginal relief,\u0027 \u0027CT600,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes tax-related calculations, references to reliefs and deductions, and mentions of specific tax schemes like the Coronavirus Job Retention Scheme (CJRS). These are clear 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-DfeYLBKEYF9iNTTgrbaVcoNKcMlbl\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 contains multiple references to Corporation Tax, including specific terms such as \\\u0027Corporation Tax chargeable,\\\u0027 \\\u0027Marginal relief,\\\u0027 \\\u0027CT600,\\\u0027 and \\\u0027Net Corporation Tax liability.\\\u0027 Additionally, it includes tax-related calculations, references to reliefs and deductions, and mentions of specific tax schemes like the Coronavirus Job Retention Scheme (CJRS). These are clear 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=1778819705, 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=1434, total_tokens=1677, completion_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 multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027Marginal relief,\u0027 \u0027CT600,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes tax-related calculations, references to reliefs and deductions, and mentions of specific tax schemes like the Coronavirus Job Retention Scheme (CJRS). These are clear indicators of a corporation tax document.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.98,\n    \"reasoning\": \"The document contains multiple references to Corporation Tax, including specific terms such as \u0027Corporation Tax chargeable,\u0027 \u0027Marginal relief,\u0027 \u0027CT600,\u0027 and \u0027Net Corporation Tax liability.\u0027 Additionally, it includes tax-related calculations, references to reliefs and deductions, and mentions of specific tax schemes like the Coronavirus Job Retention Scheme (CJRS). These are clear 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": 0.26541176470588235,
          "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": 21,
      "text_length": 1549
    },
    {
      "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 and \u0027CT600.\u0027 Additionally, it includes a tax calculation for a specific period (01/09/2023 to 31/08/2024), 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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYMz8pm2rzkl7bH3MHjAsaiPb7u\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 and \\\u0027CT600.\\\u0027 Additionally, it includes a tax calculation for a specific period (01/09/2023 to 31/08/2024), 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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819706, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=255, prompt_tokens=1426, total_tokens=1681, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": "01/09/2023 to 31/08/2024",
              "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 and \u0027CT600.\u0027 Additionally, it includes a tax calculation for a specific period (01/09/2023 to 31/08/2024), 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 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 and \u0027CT600.\u0027 Additionally, it includes a tax calculation for a specific period (01/09/2023 to 31/08/2024), 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\": \"01/09/2023 to 31/08/2024\",\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": 22,
      "text_length": 1534
    },
    {
      "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 \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. It also includes specific tax-related calculations and fields like \u0027Tax already paid\u0027, \u0027Tax outstanding\u0027, and \u0027Group tax refunds\u0027. These are clear 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-DfeYOF5YoEuvhY26pn6wO1KdxTh3X\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 \\\u0027Corporation Tax\\\u0027, \\\u0027CT600\\\u0027, \\\u0027tax reconciliation\\\u0027, \\\u0027tax outstanding\\\u0027, and \\\u0027tax overpaid\\\u0027. It also includes specific tax-related calculations and fields like \\\u0027Tax already paid\\\u0027, \\\u0027Tax outstanding\\\u0027, and \\\u0027Group tax refunds\\\u0027. These are clear 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=1778819708, 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=1477, total_tokens=1710, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, aud"
            },
            "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 \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. It also includes specific tax-related calculations and fields like \u0027Tax already paid\u0027, \u0027Tax outstanding\u0027, and \u0027Group tax refunds\u0027. These are clear 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 \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027tax reconciliation\u0027, \u0027tax outstanding\u0027, and \u0027tax overpaid\u0027. It also includes specific tax-related calculations and fields like \u0027Tax already paid\u0027, \u0027Tax outstanding\u0027, and \u0027Group tax refunds\u0027. These are clear 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": 0.13270588235294117,
          "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": 23,
      "text_length": 1933
    },
    {
      "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, \u0027IRmark\u0027, \u0027R\u0026D claim\u0027, \u0027capital allowances\u0027, \u0027trading profits and losses\u0027, and \u0027period 01/09/2023 to 31/08/2024\u0027. These are key indicators of a corporation tax document, specifically related to a CT600 form or similar tax return documentation.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DfeYPJy4Rq8Bspg2l4D5etkzUDGBE\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, \\\u0027IRmark\\\u0027, \\\u0027R\u0026D claim\\\u0027, \\\u0027capital allowances\\\u0027, \\\u0027trading profits and losses\\\u0027, and \\\u0027period 01/09/2023 to 31/08/2024\\\u0027. These are key indicators of a corporation tax document, specifically related to a CT600 form or similar tax return documentation.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1778819709, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=241, prompt_tokens=1483, total_tokens=1724, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-related terms such as \u0027UTR\u0027, \u0027IRmark\u0027, \u0027R\u0026D claim\u0027, \u0027capital allowances\u0027, \u0027trading profits and losses\u0027, and \u0027period 01/09/2023 to 31/08/2024\u0027. These are key indicators of a corporation tax document, specifically related to a CT600 form or similar tax return documentation.",
            "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, \u0027IRmark\u0027, \u0027R\u0026D claim\u0027, \u0027capital allowances\u0027, \u0027trading profits and losses\u0027, and \u0027period 01/09/2023 to 31/08/2024\u0027. These are key indicators of a corporation tax document, specifically related to a CT600 form or similar tax return documentation.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": 24,
      "text_length": 1907
    },
    {
      "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 (Unique Taxpayer Reference), \u0027IRmark\u0027, and specific allowances and charges related to trading profits and losses. Additionally, it includes a tax period (\u0027For period 01/09/2023 to 31/08/2024\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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYRrFO91rAlxAI3BCIR4qyUiPtH\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 (Unique Taxpayer Reference), \\\u0027IRmark\\\u0027, and specific allowances and charges related to trading profits and losses. Additionally, it includes a tax period (\\\u0027For period 01/09/2023 to 31/08/2024\\\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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_result={\u0027error\u0027: {\u0027code\u0027: \u0027content_filter_error\u0027, \u0027message\u0027: \u0027The contents are not filtered\u0027}}, content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \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=1778819711, 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=1262, total_tokens=1514, 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": "01/09/2023 to 31/08/2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-related terms such as \u0027UTR\u0027 (Unique Taxpayer Reference), \u0027IRmark\u0027, and specific allowances and charges related to trading profits and losses. Additionally, it includes a tax period (\u0027For period 01/09/2023 to 31/08/2024\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 references to corporation tax-related terms such as \u0027UTR\u0027 (Unique Taxpayer Reference), \u0027IRmark\u0027, and specific allowances and charges related to trading profits and losses. Additionally, it includes a tax period (\u0027For period 01/09/2023 to 31/08/2024\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\": \"01/09/2023 to 31/08/2024\",\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": 25,
      "text_length": 959
    },
    {
      "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 UTR (Unique Taxpayer Reference), IRmark, and specific tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 and \u0027Capital losses.\u0027 Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with a tax reporting period. These are strong indicators of 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\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYTcH8sR2p45YocQQsiKqnv7x2g\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 UTR (Unique Taxpayer Reference), IRmark, and specific tax-related terms such as \\\u0027Qualifying expenditure,\\\u0027 \\\u0027Losses, deficits and excess amounts,\\\u0027 \\\u0027group relief,\\\u0027 \\\u0027UK property business losses,\\\u0027 and \\\u0027Capital losses.\\\u0027 Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with a tax reporting period. These are strong indicators of 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\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819713, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage"
            },
            "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": "01/09/2023 to 31/08/2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to a UTR (Unique Taxpayer Reference), IRmark, and specific tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 and \u0027Capital losses.\u0027 Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with a tax reporting period. These are strong indicators of 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 a UTR (Unique Taxpayer Reference), IRmark, and specific tax-related terms such as \u0027Qualifying expenditure,\u0027 \u0027Losses, deficits and excess amounts,\u0027 \u0027group relief,\u0027 \u0027UK property business losses,\u0027 and \u0027Capital losses.\u0027 Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with a tax reporting period. These are strong indicators of 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\": \"01/09/2023 to 31/08/2024\",\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": 26,
      "text_length": 1202
    },
    {
      "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 \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027UTR\u0027, \u0027group relief\u0027, \u0027repayments\u0027, and \u0027tax credit\u0027. These are key indicators of a corporation tax return document. Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with the reporting period for tax returns.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DfeYU8Yed4YYqIcSAyxVaVKV6LkQF\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 \\\u0027Corporation Tax\\\u0027, \\\u0027CT600\\\u0027, \\\u0027UTR\\\u0027, \\\u0027group relief\\\u0027, \\\u0027repayments\\\u0027, and \\\u0027tax credit\\\u0027. These are key indicators of a corporation tax return document. Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with the reporting period for tax returns.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1778819714, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=261, prompt_tokens=1335, total_tokens=1596, completion_tokens_details=CompletionTokensDetails(accepted_"
            },
            "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": "01/09/2023 to 31/08/2024",
              "total_amount": null
            },
            "llm_reasoning": "The document contains references to corporation tax-related terms such as \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027UTR\u0027, \u0027group relief\u0027, \u0027repayments\u0027, and \u0027tax credit\u0027. These are key indicators of a corporation tax return document. Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with the reporting period for tax returns.",
            "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 \u0027Corporation Tax\u0027, \u0027CT600\u0027, \u0027UTR\u0027, \u0027group relief\u0027, \u0027repayments\u0027, and \u0027tax credit\u0027. These are key indicators of a corporation tax return document. Additionally, the document mentions a specific period (01/09/2023 to 31/08/2024), which aligns with the reporting period for tax returns.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": \"01/09/2023 to 31/08/2024\",\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": 27,
      "text_length": 1470
    },
    {
      "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 Guide, 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-DfeYWYtH24EMaE8UQGPGnBa1X98Ut\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 Guide, 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=1778819716, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=211, prompt_tokens=1388, total_tokens=1599, 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, cach"
            },
            "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 Guide, 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 Guide, 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": 28,
      "text_length": 1403
    },
    {
      "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 clear references to a Corporation Tax Return, including terms like \u0027Corporation Tax Return for Period\u0027, \u0027Corporation Tax Payment Schedule\u0027, \u0027Tax outstanding\u0027, and \u0027HMRC bank details\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a company name (ARI APARTMENTS LIMITED), which are typical identifiers for 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-DfeYX3aa5uaaeXZSvhzeaLxTfR9FL\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 clear references to a Corporation Tax Return, including terms like \\\u0027Corporation Tax Return for Period\\\u0027, \\\u0027Corporation Tax Payment Schedule\\\u0027, \\\u0027Tax outstanding\\\u0027, and \\\u0027HMRC bank details\\\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a company name (ARI APARTMENTS LIMITED), which are typical identifiers for 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=1778819717, 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=1292, total_tokens=1529, 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 clear references to a Corporation Tax Return, including terms like \u0027Corporation Tax Return for Period\u0027, \u0027Corporation Tax Payment Schedule\u0027, \u0027Tax outstanding\u0027, and \u0027HMRC bank details\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a company name (ARI APARTMENTS LIMITED), which are typical identifiers for corporation tax documents.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains clear references to a Corporation Tax Return, including terms like \u0027Corporation Tax Return for Period\u0027, \u0027Corporation Tax Payment Schedule\u0027, \u0027Tax outstanding\u0027, and \u0027HMRC bank details\u0027. Additionally, it includes a UTR (Unique Taxpayer Reference) and mentions a company name (ARI APARTMENTS LIMITED), which are typical identifiers for 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": 0.355764705882353,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.14285714285714285,
              "total_score": 0.12773109243697478
            },
            "corporation_tax": {
              "keyword_score": 0.29411764705882354,
              "pattern_score": 0.3,
              "total_score": 0.355764705882353
            },
            "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": 0.08333333333333333,
              "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": 0.027777777777777776,
              "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": 29,
      "text_length": 892
    },
    {
      "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 profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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-DfeYYL6LFh3pCoNgGFtc070YaAHge\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 profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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=1778819718, 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=1419, total_tokens=1654, completion_tokens_details=CompletionTokensDe"
            },
            "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 profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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 contains a profit and loss statement for a company, which includes details such as turnover, cost of sales, gross profit, and administrative costs. These are key indicators of a financial statement, specifically an income statement. There are no indicators of transactions, balances, or account numbers 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": 0.1616842105263158,
          "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": 0.15789473684210525,
              "pattern_score": 0.1,
              "total_score": 0.1616842105263158
            },
            "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": 0.06666666666666667,
              "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": 0.041666666666666664,
              "pattern_score": 0.030303030303030304,
              "total_score": 0.06681818181818183
            },
            "property_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 30,
      "text_length": 1224
    },
    {
      "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 data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of 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-DfeYalsAQPkfhDDJxMvAQ8BJEKvIU\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 data such as \\\u0027Profit and Loss\\\u0027, \\\u0027Operating Profit\\\u0027, \\\u0027Profit on Ordinary Activities Before Taxation\\\u0027, and \\\u0027Profit after Taxation\\\u0027, which are key indicators of a financial statement. Additionally, the document is titled \\\u0027Profit and Loss 2024\\\u0027, which is a common component of 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=1778819720, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1137, total_tokens=1364, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_toke"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains financial data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of financial statements.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains financial data such as \u0027Profit and Loss\u0027, \u0027Operating Profit\u0027, \u0027Profit on Ordinary Activities Before Taxation\u0027, and \u0027Profit after Taxation\u0027, which are key indicators of a financial statement. Additionally, the document is titled \u0027Profit and Loss 2024\u0027, which is a common component of 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": 0.08589473684210526,
          "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": 0.1,
              "total_score": 0.08589473684210526
            },
            "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": "financial_statement"
        }
      },
      "page_number": 31,
      "text_length": 403
    },
    {
      "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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-DfeYbpqh9kHqUIZhj1js8KdNLMgAd\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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": 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=1778819721, 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=1467, total_tokens=1691, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoni"
            },
            "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.",
            "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, and capital reserves. These are key indicators of a financial statement, specifically a balance sheet. There are no indicators of transactions, invoices, payroll, loans, or property-related details.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": 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": 0.2854736842105263,
          "features": {
            "bank_statement": {
              "keyword_score": 0.17647058823529413,
              "pattern_score": 0.0,
              "total_score": 0.10588235294117647
            },
            "corporation_tax": {
              "keyword_score": 0.058823529411764705,
              "pattern_score": 0.0,
              "total_score": 0.042352941176470586
            },
            "credit_card": {
              "keyword_score": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "financial_statement": {
              "keyword_score": 0.2631578947368421,
              "pattern_score": 0.2,
              "total_score": 0.2854736842105263
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0,
              "total_score": 0.023076923076923078
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.125,
              "total_score": 0.11666666666666667
            },
            "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": 0.030303030303030304,
              "total_score": 0.03681818181818182
            },
            "property_statement": {
              "keyword_score": 0.027777777777777776,
              "pattern_score": 0.02564102564102564,
              "total_score": 0.06730769230769232
            }
          },
          "type": "financial_statement"
        }
      },
      "page_number": 32,
      "text_length": 1454
    },
    {
      "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 financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as 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-DfeYc5VB270oXwkiMYEpaYJK5DfnQ\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 financial data such as \\\u0027Current Year Earnings,\\\u0027 \\\u0027Equity Dividend,\\\u0027 \\\u0027Retained Earnings,\\\u0027 and \\\u0027Total Capital and Reserves,\\\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\\\u0027Ari Apartments Ltd (T/A Lyter Living)\\\u0027) and a specific date (\\\u002730 May 2025\\\u0027), further confirming its classification as 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=1778819722, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=251, prompt_tokens=1125, total_tokens=1376, 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 is titled \u0027Balance Sheet\u0027 and contains financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as a financial statement.",
            "raw_response": "```json\n{\n    \"document_type\": \"financial_statement\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document is titled \u0027Balance Sheet\u0027 and contains financial data such as \u0027Current Year Earnings,\u0027 \u0027Equity Dividend,\u0027 \u0027Retained Earnings,\u0027 and \u0027Total Capital and Reserves,\u0027 which are key components of a financial statement. Additionally, it is associated with a company name (\u0027Ari Apartments Ltd (T/A Lyter Living)\u0027) and a specific date (\u002730 May 2025\u0027), further confirming its classification as 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": 0.20968421052631578,
          "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": 0.2,
              "total_score": 0.20968421052631578
            },
            "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": 33,
      "text_length": 354
    },
    {
      "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 Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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-DfeYeG5GjTKbCI6xgFaOEu3tJfMgq\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 Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \\\u0027Corporation Tax Return\\\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \\\u0027Profit and Loss\\\u0027 and \\\u0027Balance Sheet,\\\u0027 which are 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=1778819724, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=231, prompt_tokens=2121, total_tokens=2352, 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 references to a Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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 references to a Corporation Tax Return (CT600), a UTR (Unique Taxpayer Reference) number, and mentions \u0027Corporation Tax Return\u0027 explicitly in the document. Additionally, the document includes references to financial statements such as \u0027Profit and Loss\u0027 and \u0027Balance Sheet,\u0027 which are 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": 0.058823529411764705,
              "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": 34,
      "text_length": 3087
    },
    {
      "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 \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports 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-DfeYfLn8tP1zzSzo5sqzuMKEy7pNm\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 \\\u0027CorporationTaxReturn\\\u0027, \\\u0027CT600\\\u0027, and \\\u0027Profit_and_Loss YE2024\\\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \\\u0027Balance_Sheet YE2024\\\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \\\u0027Ari Apartments Ltd VT Accounts\\\u0027 and \\\u0027Profit_and_Loss\\\u0027 further supports 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=1778819725, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=247, prompt_tokens=2171, total_tokens=2418, completion_tokens_details=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 contains references to \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports this classification.",
            "raw_response": "```json\n{\n    \"document_type\": \"corporation_tax\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains references to \u0027CorporationTaxReturn\u0027, \u0027CT600\u0027, and \u0027Profit_and_Loss YE2024\u0027, which are key indicators of a corporation tax document. Additionally, the document mentions \u0027Balance_Sheet YE2024\u0027, which is commonly associated with financial reporting for tax purposes. The presence of terms like \u0027Ari Apartments Ltd VT Accounts\u0027 and \u0027Profit_and_Loss\u0027 further supports 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": 0.058823529411764705,
              "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": 0.0,
              "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": 35,
      "text_length": 4973
    },
    {
      "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 name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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-DfeYhsxXVgKG0oqYMg82JHDNeaRKd\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 name explicitly mentions \\\u0027Balance Sheet YE2024\\\u0027, which is a key indicator of a financial statement. 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=1778819727, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=\u0027default\u0027, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=207, prompt_tokens=1973, total_tokens=2180, 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_t"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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 name explicitly mentions \u0027Balance Sheet YE2024\u0027, which is a key indicator of a financial statement. 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": 36,
      "text_length": 2448
    }
  ],
  "processing_timestamp": "2026-05-15T04:35:28.512746"
}