{
  "schemaVersion": 1,
  "lessonId": "arrays-01",
  "contentHash": "f4c7777e2ef504900f821d3167363071298f8ac8996e7ef334ab848310b2a8e0",
  "executedAt": "2026-10-20T10:45:10.892111+00:00",
  "environment": {
    "backend": "cpu",
    "deviceCount": 1,
    "python": "3.14.3",
    "jax": "0.9.2",
    "numpy": "2.4.4",
    "matplotlib": "3.10.8"
  },
  "stdout": "Mean: [ 3. 14.]\nCentered:\n [[-2. -4.]\n [ 0.  0.]\n [ 2.  4.]]\nnew batch transformed: [[2.4494896 2.4494896]]\nPASS: arrays-01\n",
  "notebookCells": [
    {
      "sourceHash": "a6895d4cdaa62d205b3ade57f36a9524b7c948d94ec6ad7a02ae6e400b0c019b",
      "outputs": []
    },
    {
      "sourceHash": "b9d82ced06902bb8b216e41b65765fc5f075732d6ad7672926edbb91e3ccfd8f",
      "outputs": []
    },
    {
      "sourceHash": "422c1777a572cb076fb662405aa82509009bdc8d0962adc46415db4fc4d039a3",
      "outputs": []
    },
    {
      "sourceHash": "96bd8d46cca30f6bff687ad09a6c8802277f88ee3937c4a6c02f775f31406cc6",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean: [ 3. 14.]\n",
            "Centered:\n",
            " [[-2. -4.]\n",
            " [ 0.  0.]\n",
            " [ 2.  4.]]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "a1f4f12c756271f90f0433a40d7a286fe06940e7cbc1f0aadf6f2ed761d7ee3c",
      "outputs": []
    },
    {
      "sourceHash": "25df6d662f9d3f0c4e984c6a201f79fa0cfd7a2633dc4b0773dfba6c2dd4ee6c",
      "outputs": [
        {
          "output_type": "display_data",
          "metadata": {},
          "data": {
            "image/png": 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            "text/plain": [
              "Executed Matplotlib figure"
            ]
          }
        }
      ]
    },
    {
      "sourceHash": "6a46466f8fd54351bb0a5f90263bafaf467d3d3ee2b5eec8caeaa6f34a9bce63",
      "outputs": []
    },
    {
      "sourceHash": "4f5b0d28ed79ed486b33811fb3f1039044e092857b75624173fa0f63b7e2155c",
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "new batch transformed: [[2.4494896 2.4494896]]\n"
          ]
        }
      ]
    },
    {
      "sourceHash": "8ee5881e09a097b9630051154ee9da4b53b6191e1ef8212c75ce1f34998f4a69",
      "outputs": []
    },
    {
      "sourceHash": "2998ad832384f4231232c40c492c326cd91353e803a93f960af97a449d9e2960",
      "outputs": []
    },
    {
      "sourceHash": "94dc5003c6877402132521194e5e7aaf5cf4487ed024df4d2825a48542e58279",
      "outputs": []
    },
    {
      "sourceHash": "c76b3a0317949aeb791d8adfe6d873e712369360a1545ff5458d220e5fcafa68",
      "outputs": []
    },
    {
      "sourceHash": "fc41c6604ef6795053bf208b67731e48821cf1e0e16a7e787062dbdce6697ee0",
      "outputs": []
    },
    {
      "sourceHash": "9de4e6df57410b1a0a24134ab72151a4d44121601dca3f0fa3ee73088ff0768c",
      "outputs": []
    }
  ],
  "scope": "Recorded instructor reference run; all script assertions and notebook code cells passed. No accelerator performance claim."
}
