{
  "schemaVersion": 1,
  "lessonId": "probability-02",
  "contentHash": "cf43427cba47d5d98dec188e6cbc0cb753cab53adb42fdf09c71c880b031f540",
  "executedAt": "2026-10-20T10:48:42.156598+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "posterior mean: [0.923077  1.7777778] covariance: [[0.30769232 0.        ]\n [0.         0.44444445]]\nlatent variance: [0.30769232 2.0854702 ] observation variance: [1.3076923 3.0854702]\nposterior mean: [0.923077  1.7777778] covariance: [[0.30769232 0.        ]\n [0.         0.44444445]]\nlatent variance: [0.30769232 2.0854702 ] observation variance: [1.3076923 3.0854702]\n[0.16       0.23529412]\nPASS: probability-02\n",
  "notebookCells": [
    {
      "sourceHash": "6450e840694f67add89a3facfdec15edbb867981ef036ab0cf67e14eda635675",
      "outputs": []
    },
    {
      "sourceHash": "7121d8a1619cef119d073fda29626222e620a86aee551e82d031d5928a8b10a4",
      "outputs": []
    },
    {
      "sourceHash": "9688b13585aecd2c4d3688e5dfb2ea1c341e696182d8a6f6303fbc726020955c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "posterior mean: [0.923077  1.7777778] covariance: [[0.30769232 0.        ]\n",
            " [0.         0.44444445]]\n",
            "latent variance: [0.30769232 2.0854702 ] observation variance: [1.3076923 3.0854702]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "62b6a25fd6af9f3178ccddbfda04be24efc7916ce8ba69778f51ae3a080928cf",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "posterior mean: [0.923077  1.7777778] covariance: [[0.30769232 0.        ]\n",
            " [0.         0.44444445]]\n",
            "latent variance: [0.30769232 2.0854702 ] observation variance: [1.3076923 3.0854702]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "710d7f4740513eaee42c1581b58c1ed59dbabfdfb26dad34c2dd42e655838e25",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
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",
            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "c6607d716eb69e10ebcb08ab2e6817928af975ed19e39f0ba11113599339a9ad",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0.16       0.23529412]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "ef784ae7508bf54a259b7a80945ee13a6e22e322ba82edb6f26a7cd860752242",
      "outputs": []
    },
    {
      "sourceHash": "00307d757408bac25f6952edac83306c69a336a36c7faeb69494d2b855043142",
      "outputs": []
    },
    {
      "sourceHash": "742055dbf90012f9f18e6f0a97af6b33b05f2dd2a919acfa2c439cf26612ccc7",
      "outputs": []
    },
    {
      "sourceHash": "f85565a2d1f6619824f2d6ff26f76b17f63a74ac36b8898b16656fde982257e2",
      "outputs": []
    },
    {
      "sourceHash": "39b78096e8974de55c2520c2735d8236f037370a6b86b0261a4f050dbdf82905",
      "outputs": []
    },
    {
      "sourceHash": "57b4b7c660f381c824436e6eba23b79245c67c8bbf22903ea5f4e6608eaa7c45",
      "outputs": []
    },
    {
      "sourceHash": "304329055fd970fbaa7073a4937309454bcd31c509495b3f7bdfb9e033600d9e",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
