{
  "version": "0.0.9",
  "timestamp": "20251018_110706",
  "before": {
    "FM": {
      "score": 0.8,
      "weak": [
        "Complex Annuities",
        "Derivatives",
        "Immunization"
      ]
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    "P": {
      "score": 0.667,
      "weak": [
        "MGF",
        "Order Stats",
        "Multivariate",
        "Transformations"
      ]
    },
    "IFM": {
      "score": 0.467,
      "weak": [
        "Portfolio Opt",
        "Swaps",
        "Greeks",
        "Exotic Options"
      ]
    }
  },
  "after": [
    {
      "exam": "FM",
      "score": 1.0,
      "correct": 15,
      "total": 15,
      "questions": [
        {
          "id": "FM1",
          "topic": "Time Value of Money",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM2",
          "topic": "Annuities",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM3",
          "topic": "Bonds",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM4",
          "topic": "Interest Rate Sensitivity",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM5",
          "topic": "Complex Annuities",
          "correct": true,
          "improved": true
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        {
          "id": "FM6",
          "topic": "Swaps",
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        },
        {
          "id": "FM7",
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          "correct": true,
          "improved": true
        },
        {
          "id": "FM8",
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          "improved": true
        },
        {
          "id": "FM9",
          "topic": "Forward Rates",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM10",
          "topic": "Yield Curves",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM11",
          "topic": "Duration",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM12",
          "topic": "Convexity",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM13",
          "topic": "Callable Bonds",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM14",
          "topic": "Sinking Funds",
          "correct": true,
          "improved": false
        },
        {
          "id": "FM15",
          "topic": "Amortization",
          "correct": true,
          "improved": false
        }
      ],
      "improved_topics": 3,
      "status": "PASS",
      "timestamp": "2025-10-18T11:07:06.908934"
    },
    {
      "exam": "P",
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      "correct": 15,
      "total": 15,
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        {
          "id": "P3",
          "topic": "Binomial Distribution",
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        {
          "id": "P4",
          "topic": "Poisson Distribution",
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          "improved": false
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        {
          "id": "P5",
          "topic": "Normal Distribution",
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          "improved": false
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        {
          "id": "P6",
          "topic": "Exponential Distribution",
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        {
          "id": "P7",
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          "improved": true
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        {
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        {
          "id": "P9",
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        {
          "id": "P10",
          "topic": "Transformations",
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        },
        {
          "id": "P11",
          "topic": "Central Limit Theorem",
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        {
          "id": "P12",
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        {
          "id": "P13",
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        {
          "id": "P14",
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        {
          "id": "P15",
          "topic": "Loss Models",
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      "improved_topics": 5,
      "status": "PASS",
      "timestamp": "2025-10-18T11:07:06.908943"
    },
    {
      "exam": "IFM",
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      "questions": [
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          "topic": "Option Greeks",
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        {
          "id": "IFM3",
          "topic": "Put-Call Parity",
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        {
          "id": "IFM4",
          "topic": "Portfolio Optimization",
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        {
          "id": "IFM5",
          "topic": "CAPM",
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          "improved": false
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        {
          "id": "IFM6",
          "topic": "Interest Rate Swaps",
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          "improved": true
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        {
          "id": "IFM7",
          "topic": "Complex Greeks",
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          "id": "IFM8",
          "topic": "Binomial Trees",
          "correct": true,
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        {
          "id": "IFM9",
          "topic": "Exotic Options",
          "correct": true,
          "improved": true
        },
        {
          "id": "IFM10",
          "topic": "Vasicek Model",
          "correct": true,
          "improved": false
        },
        {
          "id": "IFM11",
          "topic": "VaR",
          "correct": true,
          "improved": false
        },
        {
          "id": "IFM12",
          "topic": "Multi-period Models",
          "correct": true,
          "improved": true
        },
        {
          "id": "IFM13",
          "topic": "Monte Carlo",
          "correct": true,
          "improved": false
        },
        {
          "id": "IFM14",
          "topic": "Duration Hedging",
          "correct": true,
          "improved": true
        },
        {
          "id": "IFM15",
          "topic": "Credit Risk",
          "correct": false,
          "improved": false
        }
      ],
      "improved_topics": 7,
      "critical_fixes": [
        "Portfolio Optimization",
        "Interest Rate Swaps"
      ],
      "status": "CLOSE",
      "timestamp": "2025-10-18T11:07:06.908949"
    }
  ],
  "summary": {
    "all_pass": false,
    "average_score": 0.9777777777777779,
    "total_improved": 15
  }
}