Merged PDF Processing Results

Back to Dashboard
PDF Information
Original Filename: Vat_detail_V2_1775543665.pdf
Upload Date: April 07, 2026 at 07:37 AM
Total Pages: 6
Processing Status: Completed
Extraction Summary
Total Documents: 4
Invoices: 2
Nominal Ledgers: 2
Page Classification Results
Page 1

Invoice

90%
Page 2

Nominal Ledger

95%
Page 3

Invoice

90%
Page 4

Nominal Ledger

95%
Page 5

Nominal Ledger

95%
Page 6

Nominal Ledger

95%
Extracted Documents 4
Document Type Pages Confidence Processing Status Created Actions
Invoice 1 (1 page) 90% Processed 2026-04-07 07:37 View
Nominal Ledger 2 (1 page) 95% Processed 2026-04-07 07:37 No view available
Invoice 3 (1 page) 90% Processed 2026-04-07 07:37 View
Nominal Ledger 4-6 (3 pages) 95% Processed 2026-04-07 07:37 No view available
{
  "document_groups": [
    {
      "avg_confidence": 0.9,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": "01/12/2024",
        "invoice_number": "1129",
        "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": "Contemporary Cafe Bars Ltd",
        "statement_period": null,
        "total_amount": "1,278.08"
      },
      "document_type": "invoice",
      "end_page": 1,
      "pages": [
        {
          "confidence_score": 0.9,
          "document_type": "invoice",
          "features": {
            "llm_based": {
              "confidence": 0.9,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"1129\",\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\n        \"invoice_date\": \"01/12/2024\",\n        \"total_amount\": \"1,278.08\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHTg6xA0iKrC6P2V1p3ckg3lyIZ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027Invoice\\\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"1129\",\\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\\n        \"invoice_date\": \"01/12/2024\",\\n        \"total_amount\": \"1,278.08\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547415, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=2467, total_tokens=2696, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tok"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": "01/12/2024",
                  "invoice_number": "1129",
                  "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": "Contemporary Cafe Bars Ltd",
                  "statement_period": null,
                  "total_amount": "1,278.08"
                },
                "llm_reasoning": "The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.",
                "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"1129\",\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\n        \"invoice_date\": \"01/12/2024\",\n        \"total_amount\": \"1,278.08\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "invoice"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.13333333333333333,
              "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": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "invoice": {
                  "keyword_score": 0.2222222222222222,
                  "pattern_score": 0.0,
                  "total_score": 0.13333333333333333
                },
                "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": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "invoice"
            }
          },
          "page_number": 1,
          "text_length": 7425
        }
      ],
      "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": "nominal_ledger",
      "end_page": 2,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "nominal_ledger",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHVvW9x8Rul7wnRgPmJhpJV6KKH\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547417, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=2623, total_tokens=2852, 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 a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.",
                "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.13,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.07692307692307693,
                  "pattern_score": 0.0,
                  "total_score": 0.046153846153846156
                },
                "invoice": {
                  "keyword_score": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "nominal_ledger"
            }
          },
          "page_number": 2,
          "text_length": 7597
        }
      ],
      "start_page": 2
    },
    {
      "avg_confidence": 0.9,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": "05/02/2025",
        "invoice_number": "006208589",
        "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": "BURMA BACON SUPPLIES",
        "statement_period": null,
        "total_amount": "79.03"
      },
      "document_type": "invoice",
      "end_page": 3,
      "pages": [
        {
          "confidence_score": 0.9,
          "document_type": "invoice",
          "features": {
            "llm_based": {
              "confidence": 0.9,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"006208589\",\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\n        \"invoice_date\": \"05/02/2025\",\n        \"total_amount\": \"79.03\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHWm56PgwuSiNwPfLdwDfod2AzP\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"006208589\",\\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\\n        \"invoice_date\": \"05/02/2025\",\\n        \"total_amount\": \"79.03\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547418, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=2626, total_tokens=2862, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tok"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": "05/02/2025",
                  "invoice_number": "006208589",
                  "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": "BURMA BACON SUPPLIES",
                  "statement_period": null,
                  "total_amount": "79.03"
                },
                "llm_reasoning": "The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.",
                "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"006208589\",\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\n        \"invoice_date\": \"05/02/2025\",\n        \"total_amount\": \"79.03\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "invoice"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.13333333333333333,
              "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": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.038461538461538464,
                  "pattern_score": 0.0,
                  "total_score": 0.023076923076923078
                },
                "invoice": {
                  "keyword_score": 0.2222222222222222,
                  "pattern_score": 0.0,
                  "total_score": 0.13333333333333333
                },
                "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": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "invoice"
            }
          },
          "page_number": 3,
          "text_length": 7229
        }
      ],
      "start_page": 3
    },
    {
      "avg_confidence": 0.9499999999999998,
      "document_identifiers": {
        "agreement_date": null,
        "amount_financed": null,
        "annual_interest_rate": null,
        "invoice_date": null,
        "invoice_number": null,
        "loan_reference": null,
        "loan_tenure": null,
        "monthly_payment": null,
        "monthly_payment_amount": null,
        "mortgage_account_number": null,
        "outstanding_balance": null,
        "property_address": null,
        "remaining_term_months": null,
        "seller_name": null,
        "statement_period": null,
        "total_amount": null
      },
      "document_type": "nominal_ledger",
      "end_page": 6,
      "pages": [
        {
          "confidence_score": 0.95,
          "document_type": "nominal_ledger",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHXQiY1JsOvMyt3BhrjCK382lvr\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547419, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=2608, total_tokens=2844, completion_tokens_details=CompletionTokensDetails(accept"
                },
                "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 breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.",
                "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.13,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.038461538461538464,
                  "pattern_score": 0.0,
                  "total_score": 0.023076923076923078
                },
                "invoice": {
                  "keyword_score": 0.1111111111111111,
                  "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": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "nominal_ledger"
            }
          },
          "page_number": 4,
          "text_length": 6367
        },
        {
          "confidence_score": 0.95,
          "document_type": "nominal_ledger",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHZV4N4vNZTnm8YMVuGSRafYgcA\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547421, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=2536, total_tokens=2764, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, rea"
                },
                "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 VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.",
                "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
            },
            "method_used": "both_agree",
            "pattern_based": {
              "confidence": 0.13,
              "features": {
                "bank_statement": {
                  "keyword_score": 0.11764705882352941,
                  "pattern_score": 0.0,
                  "total_score": 0.07058823529411765
                },
                "corporation_tax": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "credit_card": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.07692307692307693,
                  "pattern_score": 0.0,
                  "total_score": 0.046153846153846156
                },
                "invoice": {
                  "keyword_score": 0.1111111111111111,
                  "pattern_score": 0.0,
                  "total_score": 0.06666666666666667
                },
                "loan_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "mortgage_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "nominal_ledger": {
                  "keyword_score": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "nominal_ledger"
            }
          },
          "page_number": 5,
          "text_length": 6587
        },
        {
          "confidence_score": 0.95,
          "document_type": "nominal_ledger",
          "features": {
            "llm_based": {
              "confidence": 0.95,
              "features": {
                "api_response_debug": {
                  "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
                  "response_repr": "ChatCompletion(id=\u0027chatcmpl-DRvHa6DI63fque8vqCIxArh0lZuPL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1775547422, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1651, total_tokens=1878, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens"
                },
                "document_identifiers": {
                  "agreement_date": null,
                  "amount_financed": null,
                  "annual_interest_rate": null,
                  "invoice_date": null,
                  "invoice_number": null,
                  "loan_reference": null,
                  "loan_tenure": null,
                  "monthly_payment": null,
                  "monthly_payment_amount": null,
                  "mortgage_account_number": null,
                  "outstanding_balance": null,
                  "property_address": null,
                  "remaining_term_months": null,
                  "seller_name": null,
                  "statement_period": null,
                  "total_amount": null
                },
                "llm_reasoning": "The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.",
                "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
              },
              "type": "nominal_ledger"
            },
            "method_used": "llm_preferred",
            "pattern_based": {
              "confidence": 0.13333333333333333,
              "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": 0.06666666666666667,
                  "pattern_score": 0.0,
                  "total_score": 0.04
                },
                "financial_statement": {
                  "keyword_score": 0.0,
                  "pattern_score": 0.0,
                  "total_score": 0.0
                },
                "hp_agreement": {
                  "keyword_score": 0.038461538461538464,
                  "pattern_score": 0.0,
                  "total_score": 0.023076923076923078
                },
                "invoice": {
                  "keyword_score": 0.2222222222222222,
                  "pattern_score": 0.0,
                  "total_score": 0.13333333333333333
                },
                "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": 0.16666666666666666,
                  "pattern_score": 0.0,
                  "total_score": 0.13
                },
                "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": "invoice"
            }
          },
          "page_number": 6,
          "text_length": 1403
        }
      ],
      "start_page": 4
    }
  ],
  "page_classifications": [
    {
      "confidence_score": 0.9,
      "document_type": "invoice",
      "features": {
        "llm_based": {
          "confidence": 0.9,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"1129\",\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\n        \"invoice_date\": \"01/12/2024\",\n        \"total_amount\": \"1,278.08\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHTg6xA0iKrC6P2V1p3ckg3lyIZ\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains multiple references to \\\u0027Invoice\\\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"1129\",\\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\\n        \"invoice_date\": \"01/12/2024\",\\n        \"total_amount\": \"1,278.08\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547415, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=2467, total_tokens=2696, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens=0, rejected_prediction_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": "01/12/2024",
              "invoice_number": "1129",
              "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": "Contemporary Cafe Bars Ltd",
              "statement_period": null,
              "total_amount": "1,278.08"
            },
            "llm_reasoning": "The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.",
            "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to \u0027Invoice\u0027 along with invoice numbers, dates, VAT rates, net amounts, and total amounts. These are key indicators of an invoice document. Additionally, the presence of VAT details and sales transactions further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"1129\",\n        \"seller_name\": \"Contemporary Cafe Bars Ltd\",\n        \"invoice_date\": \"01/12/2024\",\n        \"total_amount\": \"1,278.08\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "invoice"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13333333333333333,
          "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": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "invoice": {
              "keyword_score": 0.2222222222222222,
              "pattern_score": 0.0,
              "total_score": 0.13333333333333333
            },
            "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": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "invoice"
        }
      },
      "page_number": 1,
      "text_length": 7425
    },
    {
      "confidence_score": 0.95,
      "document_type": "nominal_ledger",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHVvW9x8Rul7wnRgPmJhpJV6KKH\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547417, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=229, prompt_tokens=2623, total_tokens=2852, 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 a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.",
            "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger, which tracks financial transactions and categorizes them for accounting purposes. The presence of transaction details, VAT codes, and balances aligns with the structure of a nominal ledger.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.07692307692307693,
              "pattern_score": 0.0,
              "total_score": 0.046153846153846156
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "nominal_ledger"
        }
      },
      "page_number": 2,
      "text_length": 7597
    },
    {
      "confidence_score": 0.9,
      "document_type": "invoice",
      "features": {
        "llm_based": {
          "confidence": 0.9,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"006208589\",\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\n        \"invoice_date\": \"05/02/2025\",\n        \"total_amount\": \"79.03\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHWm56PgwuSiNwPfLdwDfod2AzP\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"invoice\",\\n    \"confidence\": 0.9,\\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": \"006208589\",\\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\\n        \"invoice_date\": \"05/02/2025\",\\n        \"total_amount\": \"79.03\",\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547418, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=2626, total_tokens=2862, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tok"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": "05/02/2025",
              "invoice_number": "006208589",
              "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": "BURMA BACON SUPPLIES",
              "statement_period": null,
              "total_amount": "79.03"
            },
            "llm_reasoning": "The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.",
            "raw_response": "```json\n{\n    \"document_type\": \"invoice\",\n    \"confidence\": 0.9,\n    \"reasoning\": \"The document contains multiple references to bills, transaction types, VAT codes, VAT rates, net amounts, and balances, which are key indicators of an invoice or a VAT detail report. Additionally, the presence of invoice-like identifiers such as transaction numbers and seller names further supports this classification.\",\n    \"document_identifiers\": {\n        \"invoice_number\": \"006208589\",\n        \"seller_name\": \"BURMA BACON SUPPLIES\",\n        \"invoice_date\": \"05/02/2025\",\n        \"total_amount\": \"79.03\",\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "invoice"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13333333333333333,
          "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": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0,
              "total_score": 0.023076923076923078
            },
            "invoice": {
              "keyword_score": 0.2222222222222222,
              "pattern_score": 0.0,
              "total_score": 0.13333333333333333
            },
            "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": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "invoice"
        }
      },
      "page_number": 3,
      "text_length": 7229
    },
    {
      "confidence_score": 0.95,
      "document_type": "nominal_ledger",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHXQiY1JsOvMyt3BhrjCK382lvr\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547419, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=236, prompt_tokens=2608, total_tokens=2844, completion_tokens_details=CompletionTokensDetails(accept"
            },
            "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 breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.",
            "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed breakdown of transactions, including dates, transaction types, descriptions, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or VAT detail report, which is used for accounting purposes to track financial transactions and VAT details. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0,
              "total_score": 0.023076923076923078
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "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": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "nominal_ledger"
        }
      },
      "page_number": 4,
      "text_length": 6367
    },
    {
      "confidence_score": 0.95,
      "document_type": "nominal_ledger",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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-DRvHZV4N4vNZTnm8YMVuGSRafYgcA\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null,\\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_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=1775547421, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=228, prompt_tokens=2536, total_tokens=2764, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, rea"
            },
            "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 VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.",
            "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT detail report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types listed.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null,\n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_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": "nominal_ledger"
        },
        "method_used": "both_agree",
        "pattern_based": {
          "confidence": 0.13,
          "features": {
            "bank_statement": {
              "keyword_score": 0.11764705882352941,
              "pattern_score": 0.0,
              "total_score": 0.07058823529411765
            },
            "corporation_tax": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "credit_card": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.07692307692307693,
              "pattern_score": 0.0,
              "total_score": 0.046153846153846156
            },
            "invoice": {
              "keyword_score": 0.1111111111111111,
              "pattern_score": 0.0,
              "total_score": 0.06666666666666667
            },
            "loan_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "mortgage_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "nominal_ledger": {
              "keyword_score": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "nominal_ledger"
        }
      },
      "page_number": 5,
      "text_length": 6587
    },
    {
      "confidence_score": 0.95,
      "document_type": "nominal_ledger",
      "features": {
        "llm_based": {
          "confidence": 0.95,
          "features": {
            "api_response_debug": {
              "content_preview": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```",
              "response_repr": "ChatCompletion(id=\u0027chatcmpl-DRvHa6DI63fque8vqCIxArh0lZuPL\u0027, choices=[Choice(finish_reason=\u0027stop\u0027, index=0, logprobs=None, message=ChatCompletionMessage(content=\u0027```json\\n{\\n    \"document_type\": \"nominal_ledger\",\\n    \"confidence\": 0.95,\\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\\n    \"document_identifiers\": {\\n        \"invoice_number\": null,\\n        \"seller_name\": null, \\n        \"invoice_date\": null,\\n        \"total_amount\": null,\\n        \"agreement_date\": null,\\n        \"amount_financed\": null,\\n        \"monthly_payment\": null,\\n        \"loan_tenure\": null,\\n        \"loan_reference\": null,\\n        \"annual_interest_rate\": null,\\n        \"outstanding_balance\": null,\\n        \"statement_period\": null,\\n        \"mortgage_account_number\": null,\\n        \"property_address\": null,\\n        \"remaining_term_months\": null,\\n        \"monthly_payment_amount\": null\\n    }\\n}\\n```\u0027, refusal=None, role=\u0027assistant\u0027, annotations=[], audio=None, function_call=None, tool_calls=None), content_filter_results={\u0027hate\u0027: {\u0027filtered\u0027: False, \u0027severity\u0027: \u0027safe\u0027}, \u0027protected_material_code\u0027: {\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=1775547422, model=\u0027gpt-4o-2024-11-20\u0027, object=\u0027chat.completion\u0027, service_tier=None, system_fingerprint=\u0027fp_af7f7349a4\u0027, usage=CompletionUsage(completion_tokens=227, prompt_tokens=1651, total_tokens=1878, completion_tokens_details=CompletionTokensDetails(accepted_prediction_tokens=0, audio_tokens=0, reasoning_tokens"
            },
            "document_identifiers": {
              "agreement_date": null,
              "amount_financed": null,
              "annual_interest_rate": null,
              "invoice_date": null,
              "invoice_number": null,
              "loan_reference": null,
              "loan_tenure": null,
              "monthly_payment": null,
              "monthly_payment_amount": null,
              "mortgage_account_number": null,
              "outstanding_balance": null,
              "property_address": null,
              "remaining_term_months": null,
              "seller_name": null,
              "statement_period": null,
              "total_amount": null
            },
            "llm_reasoning": "The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.",
            "raw_response": "```json\n{\n    \"document_type\": \"nominal_ledger\",\n    \"confidence\": 0.95,\n    \"reasoning\": \"The document contains a detailed VAT report with transaction types, VAT codes, VAT rates, net amounts, and balances. These are key indicators of a nominal ledger or general ledger, which tracks financial transactions and categorizes them for accounting purposes. There are no specific identifiers for invoices, payroll, or other document types.\",\n    \"document_identifiers\": {\n        \"invoice_number\": null,\n        \"seller_name\": null, \n        \"invoice_date\": null,\n        \"total_amount\": null,\n        \"agreement_date\": null,\n        \"amount_financed\": null,\n        \"monthly_payment\": null,\n        \"loan_tenure\": null,\n        \"loan_reference\": null,\n        \"annual_interest_rate\": null,\n        \"outstanding_balance\": null,\n        \"statement_period\": null,\n        \"mortgage_account_number\": null,\n        \"property_address\": null,\n        \"remaining_term_months\": null,\n        \"monthly_payment_amount\": null\n    }\n}\n```"
          },
          "type": "nominal_ledger"
        },
        "method_used": "llm_preferred",
        "pattern_based": {
          "confidence": 0.13333333333333333,
          "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": 0.06666666666666667,
              "pattern_score": 0.0,
              "total_score": 0.04
            },
            "financial_statement": {
              "keyword_score": 0.0,
              "pattern_score": 0.0,
              "total_score": 0.0
            },
            "hp_agreement": {
              "keyword_score": 0.038461538461538464,
              "pattern_score": 0.0,
              "total_score": 0.023076923076923078
            },
            "invoice": {
              "keyword_score": 0.2222222222222222,
              "pattern_score": 0.0,
              "total_score": 0.13333333333333333
            },
            "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": 0.16666666666666666,
              "pattern_score": 0.0,
              "total_score": 0.13
            },
            "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": "invoice"
        }
      },
      "page_number": 6,
      "text_length": 1403
    }
  ],
  "processing_timestamp": "2026-04-07T07:37:04.733831"
}