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    "analysis_date": "2026-02-16T12:59:31.382843",
    "framework_used": "cost_of_delay",
    "team_size": 5,
    "sprint_capacity_hours": 80,
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      "id": "DEBT-0008",
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      "line_number": 98,
      "severity": "low",
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    {
      "id": "DEBT-0010",
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      "id": "DEBT-0011",
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      "id": "DEBT-0007",
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      "file_path": "src/user_service.py",
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      "file_path": "src/frontend.js",
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      "detected_date": "2024-02-10T10:30:00",
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    {
      "id": "DEBT-0012",
      "type": "global_variables",
      "description": "Global variable userCache should be encapsulated",
      "file_path": "src/frontend.js",
      "line_number": 7,
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        "variable_name": "userCache",
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      "detected_date": "2024-02-10T10:30:00",
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          "0.085",
          "0.0625",
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        "context": "tax_calculation"
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      "id": "DEBT-0016",
      "type": "inefficient_algorithm",
      "description": "O(n) user search could be optimized with indexing",
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      "line_number": 178,
      "severity": "medium",
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        "hours_estimate": 10.0,
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        "skill_level_required": "mid",
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    {
      "id": "DEBT-0017",
      "type": "memory_leak_risk",
      "description": "Event listeners attached without cleanup",
      "file_path": "src/frontend.js",
      "line_number": 145,
      "severity": "medium",
      "metadata": {
        "event_type": "click",
        "cleanup_missing": true
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        "confidence": 0.6
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    {
      "id": "DEBT-0001",
      "type": "large_function",
      "description": "create_user function in user_service.py is 89 lines long",
      "file_path": "src/user_service.py",
      "line_number": 13,
      "severity": "high",
      "metadata": {
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        "length": 89,
        "recommended_max": 50
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      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
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        "hours_estimate": 15.0,
        "risk_factor": 1.0,
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        "confidence": 0.7
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        "quality-risk",
        "quick-win"
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      "priority_score": 4.26
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    {
      "id": "DEBT-0005",
      "type": "missing_docstring",
      "description": "PaymentProcessor class missing docstring",
      "file_path": "src/payment_processor.py",
      "line_number": 8,
      "severity": "low",
      "metadata": {
        "class_name": "PaymentProcessor"
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      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 1,
        "hours_estimate": 1.25,
        "risk_factor": 1.0,
        "skill_level_required": "junior",
        "confidence": 0.9
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      "business_impact": {
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        "security_impact": 1
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        "compound_rate": 0.02
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      "cost_of_delay": 0.35,
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      "impact_tags": [
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      ],
      "priority_score": 4.1
    },
    {
      "id": "DEBT-0013",
      "type": "synchronous_ajax",
      "description": "Synchronous AJAX call blocks UI thread",
      "file_path": "src/frontend.js",
      "line_number": 189,
      "severity": "high",
      "metadata": {
        "method": "XMLHttpRequest",
        "async": false
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 2,
        "hours_estimate": 15.0,
        "risk_factor": 1.0,
        "skill_level_required": "mid",
        "confidence": 0.6
      },
      "business_impact": {
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        "team_velocity_impact": 7,
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        "security_impact": 4
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      "interest_rate": {
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        "compound_rate": 0.02
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      "cost_of_delay": 14.73,
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        "velocity-blocker",
        "quality-risk",
        "quick-win"
      ],
      "priority_score": 3.73
    },
    {
      "id": "DEBT-0015",
      "type": "no_error_handling",
      "description": "API calls without proper error handling",
      "file_path": "src/payment_processor.py",
      "line_number": 78,
      "severity": "high",
      "metadata": {
        "api_endpoint": "stripe",
        "error_scenarios": [
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          "invalid_response"
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      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
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        "hours_estimate": 15.0,
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        "confidence": 0.6
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      "cost_of_delay": 14.73,
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        "quick-win"
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      "priority_score": 3.73
    },
    {
      "id": "DEBT-0019",
      "type": "outdated_dependency",
      "description": "jQuery version 2.1.4 has known security vulnerabilities",
      "file_path": "package.json",
      "line_number": 15,
      "severity": "high",
      "metadata": {
        "package": "jquery",
        "current_version": "2.1.4",
        "latest_version": "3.6.4",
        "vulnerabilities": [
          "CVE-2020-11022",
          "CVE-2020-11023"
        ]
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
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        "hours_estimate": 15.0,
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        "skill_level_required": "mid",
        "confidence": 0.6
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      "interest_rate": {
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        "quick-win"
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      "priority_score": 3.73
    },
    {
      "id": "DEBT-0018",
      "type": "sql_injection_risk",
      "description": "Potential SQL injection in user query",
      "file_path": "src/database.py",
      "line_number": 25,
      "severity": "critical",
      "metadata": {
        "query_type": "dynamic",
        "user_input": "unsanitized"
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
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        "hours_estimate": 20.0,
        "risk_factor": 1.0,
        "skill_level_required": "mid",
        "confidence": 0.6
      },
      "business_impact": {
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        "revenue_impact": 5,
        "team_velocity_impact": 9,
        "quality_impact": 9,
        "security_impact": 5
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      "interest_rate": {
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      "cost_of_delay": 25.26,
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        "quality-risk",
        "quick-win"
      ],
      "priority_score": 3.24
    },
    {
      "id": "DEBT-0006",
      "type": "todo_comment",
      "description": "TODO: Move this to configuration file",
      "file_path": "src/user_service.py",
      "line_number": 8,
      "severity": "low",
      "metadata": {
        "comment": "TODO: Move this to configuration file"
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 1,
        "hours_estimate": 0.75,
        "risk_factor": 1.0,
        "skill_level_required": "junior",
        "confidence": 0.9
      },
      "business_impact": {
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        "revenue_impact": 1,
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        "quality_impact": 1,
        "security_impact": 1
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        "daily_cost": 0.8,
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        "compound_rate": 0.01
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      "cost_of_delay": 0.11,
      "category": "maintenance",
      "impact_tags": [
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      ],
      "priority_score": 3.1
    },
    {
      "id": "DEBT-0002",
      "type": "duplicate_code",
      "description": "Password validation logic duplicated in 3 locations",
      "file_path": "src/user_service.py",
      "line_number": 45,
      "severity": "medium",
      "metadata": {
        "duplicate_count": 3,
        "other_files": [
          "src/auth.py",
          "src/frontend.js"
        ]
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 2,
        "hours_estimate": 15.0,
        "risk_factor": 1.4,
        "skill_level_required": "mid",
        "confidence": 0.6
      },
      "business_impact": {
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        "team_velocity_impact": 6,
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        "security_impact": 2
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      "interest_rate": {
        "daily_cost": 4.8,
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        "compound_rate": 0.08
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      "cost_of_delay": 12.69,
      "category": "code_quality",
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      ],
      "priority_score": 2.39
    },
    {
      "id": "DEBT-0020",
      "type": "test_debt",
      "description": "No unit tests for critical payment processing logic",
      "file_path": "src/payment_processor.py",
      "line_number": 19,
      "severity": "high",
      "metadata": {
        "coverage": 0,
        "critical_paths": [
          "process_payment",
          "refund_payment"
        ],
        "risk_level": "high"
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 6,
        "hours_estimate": 36.0,
        "risk_factor": 1.0,
        "skill_level_required": "mid",
        "confidence": 0.6
      },
      "business_impact": {
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        "revenue_impact": 7,
        "team_velocity_impact": 10,
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        "security_impact": 4
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      "interest_rate": {
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        "compound_rate": 0.04
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      "cost_of_delay": 50.82,
      "category": "testing",
      "impact_tags": [
        "customer-facing",
        "revenue-impact",
        "velocity-blocker",
        "quality-risk",
        "quick-win"
      ],
      "priority_score": 1.94
    },
    {
      "id": "DEBT-0004",
      "type": "high_complexity",
      "description": "process_payment function has cyclomatic complexity of 24",
      "file_path": "src/payment_processor.py",
      "line_number": 19,
      "severity": "high",
      "metadata": {
        "function_name": "process_payment",
        "complexity": 24,
        "recommended_max": 10
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 5,
        "hours_estimate": 30.0,
        "risk_factor": 1.4,
        "skill_level_required": "senior",
        "confidence": 0.5
      },
      "business_impact": {
        "customer_impact": 6,
        "revenue_impact": 7,
        "team_velocity_impact": 10,
        "quality_impact": 10,
        "security_impact": 4
      },
      "interest_rate": {
        "daily_cost": 8.0,
        "frequency_multiplier": 1.0,
        "team_impact_multiplier": 1.0,
        "compound_rate": 0.05
      },
      "cost_of_delay": 42.36,
      "category": "code_quality",
      "impact_tags": [
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        "velocity-blocker",
        "quality-risk",
        "quick-win"
      ],
      "priority_score": 1.65
    },
    {
      "id": "DEBT-0003",
      "type": "security_risk",
      "description": "Hardcoded API key in payment_processor.py",
      "file_path": "src/payment_processor.py",
      "line_number": 10,
      "severity": "critical",
      "metadata": {
        "security_issue": "hardcoded_credentials",
        "exposure_risk": "high"
      },
      "detected_date": "2024-02-10T10:30:00",
      "status": "identified",
      "effort_estimate": {
        "size_points": 7,
        "hours_estimate": 44.0,
        "risk_factor": 1.8,
        "skill_level_required": "senior",
        "confidence": 0.4
      },
      "business_impact": {
        "customer_impact": 10,
        "revenue_impact": 10,
        "team_velocity_impact": 10,
        "quality_impact": 10,
        "security_impact": 10
      },
      "interest_rate": {
        "daily_cost": 8.0,
        "frequency_multiplier": 1.0,
        "team_impact_multiplier": 1.0,
        "compound_rate": 0.02
      },
      "cost_of_delay": 61.91,
      "category": "security",
      "impact_tags": [
        "security-critical",
        "customer-facing",
        "revenue-impact",
        "velocity-blocker",
        "quality-risk",
        "quick-win"
      ],
      "priority_score": 1.01
    }
  ],
  "sprint_allocation": {
    "total_debt_hours": 277.4,
    "debt_capacity_per_sprint": 16.0,
    "total_sprints_needed": 17,
    "high_priority_items": 0,
    "sprint_plan": [
      {
        "sprint_number": 1,
        "items": [
          {
            "id": "DEBT-0008",
            "type": "magic_numbers",
            "description": "Magic number 1800 used for lock timeout",
            "file_path": "src/user_service.py",
            "line_number": 98,
            "severity": "low",
            "metadata": {
              "value": 1800,
              "context": "account_lockout_duration"
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
            "effort_estimate": {
              "size_points": 1,
              "hours_estimate": 5.0,
              "risk_factor": 1.0,
              "skill_level_required": "mid",
              "confidence": 0.6
            },
            "business_impact": {
              "customer_impact": 2,
              "revenue_impact": 2,
              "team_velocity_impact": 3,
              "quality_impact": 3,
              "security_impact": 2
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            "interest_rate": {
              "daily_cost": 2.4,
              "frequency_multiplier": 1.0,
              "team_impact_multiplier": 1.0,
              "compound_rate": 0.02
            },
            "cost_of_delay": 2.1,
            "category": "other",
            "impact_tags": [
              "quick-win"
            ],
            "priority_score": 4.8
          },
          {
            "id": "DEBT-0010",
            "type": "long_line",
            "description": "Line too long: 156 characters",
            "file_path": "src/frontend.js",
            "line_number": 127,
            "severity": "low",
            "metadata": {
              "length": 156,
              "recommended_max": 120
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
            "effort_estimate": {
              "size_points": 1,
              "hours_estimate": 0.375,
              "risk_factor": 1.0,
              "skill_level_required": "junior",
              "confidence": 0.95
            },
            "business_impact": {
              "customer_impact": 2,
              "revenue_impact": 2,
              "team_velocity_impact": 3,
              "quality_impact": 3,
              "security_impact": 2
            },
            "interest_rate": {
              "daily_cost": 2.4,
              "frequency_multiplier": 1.0,
              "team_impact_multiplier": 1.0,
              "compound_rate": 0.02
            },
            "cost_of_delay": 0.16,
            "category": "code_quality",
            "impact_tags": [
              "quick-win"
            ],
            "priority_score": 4.8
          },
          {
            "id": "DEBT-0011",
            "type": "commented_code",
            "description": "Dead code left in comments",
            "file_path": "src/frontend.js",
            "line_number": 285,
            "severity": "low",
            "metadata": {
              "lines_of_commented_code": 8
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
            "effort_estimate": {
              "size_points": 1,
              "hours_estimate": 5.0,
              "risk_factor": 1.0,
              "skill_level_required": "mid",
              "confidence": 0.6
            },
            "business_impact": {
              "customer_impact": 2,
              "revenue_impact": 2,
              "team_velocity_impact": 3,
              "quality_impact": 3,
              "security_impact": 2
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            "interest_rate": {
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              "team_impact_multiplier": 1.0,
              "compound_rate": 0.02
            },
            "cost_of_delay": 2.1,
            "category": "maintenance",
            "impact_tags": [
              "quick-win"
            ],
            "priority_score": 4.8
          }
        ],
        "total_hours": 10.375,
        "capacity_used": 0.6484375
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      {
        "sprint_number": 2,
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          {
            "id": "DEBT-0007",
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            "file_path": "src/user_service.py",
            "line_number": 156,
            "severity": "medium",
            "metadata": {
              "method_name": "update_user",
              "exception_type": "generic"
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
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              "risk_factor": 1.0,
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            },
            "business_impact": {
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              "revenue_impact": 3,
              "team_velocity_impact": 5,
              "quality_impact": 5,
              "security_impact": 3
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            "cost_of_delay": 7.01,
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            "impact_tags": [
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            ],
            "priority_score": 4.72
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        ],
        "total_hours": 10.0,
        "capacity_used": 0.625
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        "sprint_number": 3,
        "items": [
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            "id": "DEBT-0009",
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            "file_path": "src/frontend.js",
            "line_number": 32,
            "severity": "medium",
            "metadata": {
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              "recommended_max": 4
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            "status": "identified",
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              "hours_estimate": 10.0,
              "risk_factor": 1.0,
              "skill_level_required": "mid",
              "confidence": 0.6
            },
            "business_impact": {
              "customer_impact": 3,
              "revenue_impact": 3,
              "team_velocity_impact": 5,
              "quality_impact": 5,
              "security_impact": 3
            },
            "interest_rate": {
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              "frequency_multiplier": 1.0,
              "team_impact_multiplier": 1.0,
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            "cost_of_delay": 7.01,
            "category": "other",
            "impact_tags": [
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            ],
            "priority_score": 4.72
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        ],
        "total_hours": 10.0,
        "capacity_used": 0.625
      },
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        "sprint_number": 4,
        "items": [
          {
            "id": "DEBT-0012",
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            "file_path": "src/frontend.js",
            "line_number": 7,
            "severity": "medium",
            "metadata": {
              "variable_name": "userCache",
              "scope": "global"
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
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              "size_points": 2,
              "hours_estimate": 10.0,
              "risk_factor": 1.0,
              "skill_level_required": "mid",
              "confidence": 0.6
            },
            "business_impact": {
              "customer_impact": 3,
              "revenue_impact": 3,
              "team_velocity_impact": 5,
              "quality_impact": 5,
              "security_impact": 3
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              "frequency_multiplier": 1.0,
              "team_impact_multiplier": 1.0,
              "compound_rate": 0.02
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            "cost_of_delay": 7.01,
            "category": "other",
            "impact_tags": [
              "quick-win"
            ],
            "priority_score": 4.72
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        "total_hours": 10.0,
        "capacity_used": 0.625
      },
      {
        "sprint_number": 5,
        "items": [
          {
            "id": "DEBT-0014",
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            "description": "Tax rates hardcoded in payment processing logic",
            "file_path": "src/payment_processor.py",
            "line_number": 45,
            "severity": "medium",
            "metadata": {
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                "0.08",
                "0.085",
                "0.0625",
                "0.06"
              ],
              "context": "tax_calculation"
            },
            "detected_date": "2024-02-10T10:30:00",
            "status": "identified",
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        "total_hours": 10.0,
        "capacity_used": 0.625
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            "line_number": 178,
            "severity": "medium",
            "metadata": {
              "current_complexity": "O(n)",
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        "capacity_used": 0.625
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    "recommendations": [
      "Allocate 16.0 hours per sprint to tech debt",
      "Focus on 0 high-priority items first",
      "Estimated 17 sprints to clear current backlog"
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  "insights": {
    "category_distribution": {
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      "code_quality": 5,
      "maintenance": 2,
      "testing": 1,
      "security": 1
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    "effort_by_category": {
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      "code_quality": 61.6,
      "maintenance": 5.8,
      "testing": 36.0,
      "security": 44.0
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    "priority_distribution": {
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      "low": 3
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    "high_risk_items_count": 1,
    "quick_wins_count": 5,
    "total_cost_of_delay": 303.6,
    "average_daily_interest_rate": 4.69,
    "top_categories_by_effort": [
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  "charts_data": {
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      {
        "item_rank": 3,
        "description": "Dead code left in comments",
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        "priority_score": 4.8
      },
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        "item_rank": 4,
        "description": "Empty catch block in update_us",
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        "cumulative_effort": 20.4,
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      },
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        "description": "Deep nesting detected: 6 level",
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        "cumulative_effort": 30.4,
        "priority_score": 4.72
      },
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        "description": "Global variable userCache shou",
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        "priority_score": 4.72
      },
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        "item_rank": 7,
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        "cumulative_effort": 50.4,
        "priority_score": 4.72
      },
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        "item_rank": 8,
        "description": "O(n) user search could be opti",
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        "cumulative_effort": 60.4,
        "priority_score": 4.72
      },
      {
        "item_rank": 9,
        "description": "Event listeners attached witho",
        "effort": 10.0,
        "cumulative_effort": 70.4,
        "priority_score": 4.72
      },
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        "item_rank": 10,
        "description": "create_user function in user_s",
        "effort": 15.0,
        "cumulative_effort": 85.4,
        "priority_score": 4.26
      },
      {
        "item_rank": 11,
        "description": "PaymentProcessor class missing",
        "effort": 1.25,
        "cumulative_effort": 86.6,
        "priority_score": 4.1
      },
      {
        "item_rank": 12,
        "description": "Synchronous AJAX call blocks U",
        "effort": 15.0,
        "cumulative_effort": 101.6,
        "priority_score": 3.73
      },
      {
        "item_rank": 13,
        "description": "API calls without proper error",
        "effort": 15.0,
        "cumulative_effort": 116.6,
        "priority_score": 3.73
      },
      {
        "item_rank": 14,
        "description": "jQuery version 2.1.4 has known",
        "effort": 15.0,
        "cumulative_effort": 131.6,
        "priority_score": 3.73
      },
      {
        "item_rank": 15,
        "description": "Potential SQL injection in use",
        "effort": 20.0,
        "cumulative_effort": 151.6,
        "priority_score": 3.24
      },
      {
        "item_rank": 16,
        "description": "TODO: Move this to configurati",
        "effort": 0.75,
        "cumulative_effort": 152.4,
        "priority_score": 3.1
      },
      {
        "item_rank": 17,
        "description": "Password validation logic dupl",
        "effort": 15.0,
        "cumulative_effort": 167.4,
        "priority_score": 2.39
      },
      {
        "item_rank": 18,
        "description": "No unit tests for critical pay",
        "effort": 36.0,
        "cumulative_effort": 203.4,
        "priority_score": 1.94
      },
      {
        "item_rank": 19,
        "description": "process_payment function has c",
        "effort": 30.0,
        "cumulative_effort": 233.4,
        "priority_score": 1.65
      },
      {
        "item_rank": 20,
        "description": "Hardcoded API key in payment_p",
        "effort": 44.0,
        "cumulative_effort": 277.4,
        "priority_score": 1.01
      }
    ],
    "interest_rate_trend": [
      {
        "item_index": 0,
        "daily_cost": 2.4,
        "category": "other"
      },
      {
        "item_index": 1,
        "daily_cost": 2.4,
        "category": "code_quality"
      },
      {
        "item_index": 2,
        "daily_cost": 2.4,
        "category": "maintenance"
      },
      {
        "item_index": 3,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 4,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 5,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 6,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 7,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 8,
        "daily_cost": 4.0,
        "category": "other"
      },
      {
        "item_index": 9,
        "daily_cost": 7.4,
        "category": "code_quality"
      },
      {
        "item_index": 10,
        "daily_cost": 1.6,
        "category": "code_quality"
      },
      {
        "item_index": 11,
        "daily_cost": 5.6,
        "category": "other"
      },
      {
        "item_index": 12,
        "daily_cost": 5.6,
        "category": "other"
      },
      {
        "item_index": 13,
        "daily_cost": 5.6,
        "category": "other"
      },
      {
        "item_index": 14,
        "daily_cost": 7.199999999999999,
        "category": "other"
      },
      {
        "item_index": 15,
        "daily_cost": 0.8,
        "category": "maintenance"
      },
      {
        "item_index": 16,
        "daily_cost": 4.8,
        "category": "code_quality"
      },
      {
        "item_index": 17,
        "daily_cost": 8.0,
        "category": "testing"
      },
      {
        "item_index": 18,
        "daily_cost": 8.0,
        "category": "code_quality"
      },
      {
        "item_index": 19,
        "daily_cost": 8.0,
        "category": "security"
      }
    ]
  },
  "recommendations": [
    "Start with 5 quick wins to build momentum and demonstrate immediate value from tech debt reduction efforts.",
    "Focus initial efforts on 'other' category debt, which represents the largest effort investment (130.0 hours)."
  ]
}