{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "colab_type": "text",
        "id": "view-in-github"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/andreped/6070d1d2914a9ce5847d4b3e687188b7/aeropath-load-dataset-example.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "aB8AjX-DOLI1",
        "outputId": "d25d5f60-1015-4f9a-9b4f-d6e06120f199"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m493.7/493.7 kB\u001b[0m \u001b[31m8.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m115.3/115.3 kB\u001b[0m \u001b[31m12.5 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m134.8/134.8 kB\u001b[0m \u001b[31m15.3 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[2K     \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m302.0/302.0 kB\u001b[0m \u001b[31m18.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n",
            "\u001b[?25h"
          ]
        }
      ],
      "source": [
        "!pip install -q datasets nibabel"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 2,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 264,
          "referenced_widgets": [
            "1913aa1dcb314fdfa31b2a0bcaa72c68",
            "f9dd5cbd418d4ec593b4de1b3e97875a",
            "92ee0558a00c4a2b8ff56f4d363d05c6",
            "3415d5020a4b4dada0d0f2bfb419aeaa",
            "fd6d262483e641a8b9e916b66f26a87e",
            "4c69b6548e514b0fa32625e8f13d00f2",
            "d81beafb7a1d4494ba95594155593a9b",
            "83065855d7dc439cb31887f78f2c6287",
            "9e9e26cbbbad4fdc9c6b20422287140d",
            "7d4e9da01c1e4e3fb4838c79fe62020c",
            "b5cb2968b3f04ffaa5f7e3d5267f13e9",
            "f4f85a46ec6749a082910096aa052ba4",
            "0debf007a63b4bfca1abbf45132aa360",
            "81c29d16cd6a4bcfbd847821f5865f99",
            "20dabdc099b44110af629bb761b384f8",
            "c0069e8e76fb4366ae8ed9031a1c138d",
            "5f613c3f427547708132cb746255f48d",
            "b39323e873bf4e5dbda06d8fec7fbb8e",
            "91ef7d222f064a839ad0104cf14630db",
            "ca25b26176fb44dbbe08eecfa82e9e3b",
            "e493f040b8f54b8c8879f709b2415e31",
            "87f8d542f9794f97b1efaff9ff75551b",
            "15c0d1a2f9354486a21c7a254d5200c4",
            "1f6ff6f097754c97b072c788c29aa436",
            "eb1db3fd0b0240ccbc802015b8fd5b39",
            "598da2ce99ec499d8fc62b1884b24d5c",
            "f18d2296c3d248bcb0aab7a74566caf5",
            "c87877f5bb474699be4840fb017a5bea",
            "4cc469c312c44e56953f01d7e59e1c2c",
            "0e3ca7fc76ed42a6b1a5bb69f2b14ae2",
            "bc7588019a864733bc36c4b3ae9c5340",
            "0f2f974e440d4700ad4ad57c76c189f4",
            "87508b53f61545f397540b3b17941c8a",
            "ca130068ad0047d8ac85e4c8f4f55f62",
            "f9309e8bb57747e8a85fc887afbcc7ef",
            "b24c4aa9a25a4029b6988cfaaf3e97a6",
            "410cfa706763441ca7825bc0afbfad05",
            "ebcf4961c968449db259b8b569e195d6",
            "4ce5e93de0814a2ba1e6b2b46dd16eda",
            "de41c687a3ba4994916ff18341bce8f3",
            "8412aa47e3354933ab0d233b3e6a23ac",
            "e08483782baf4532b15c1eea3ee97fcd",
            "f7c979089c774f97adf797e5e68dafd4",
            "cf84c104dbaa4e16a844e87d1dbbb27d"
          ]
        },
        "id": "gmRtqpxoPnTb",
        "outputId": "971fa805-67ad-43c5-b992-4e624b97c9c3"
      },
      "outputs": [
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "1913aa1dcb314fdfa31b2a0bcaa72c68",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading builder script:   0%|          | 0.00/7.73k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "f4f85a46ec6749a082910096aa052ba4",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading readme:   0%|          | 0.00/4.25k [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "15c0d1a2f9354486a21c7a254d5200c4",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Downloading data:   0%|          | 0.00/5.04G [00:00<?, ?B/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "data is downloaded to: /root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath\n"
          ]
        },
        {
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "ca130068ad0047d8ac85e4c8f4f55f62",
              "version_major": 2,
              "version_minor": 0
            },
            "text/plain": [
              "Generating test split: 0 examples [00:00, ? examples/s]"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "DatasetDict({\n",
            "    test: Dataset({\n",
            "        features: ['ct', 'airways', 'lungs'],\n",
            "        num_rows: 27\n",
            "    })\n",
            "})\n"
          ]
        }
      ],
      "source": [
        "from datasets import load_dataset\n",
        "\n",
        "# downloads data from Zenodo through the Hugging Face hub\n",
        "# - might take several minutes (~5 minutes in CoLab)\n",
        "# - when finished \"num_rows\" attribute should say '27', which is #CTs in dataset\n",
        "dataset = load_dataset(\"andreped/AeroPath\")\n",
        "print(dataset)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7CaqauK8p7o4",
        "outputId": "f49798db-9e69-4f66-d88c-bca0f2b02e90"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_lungs.nii.gz'}\n",
            "/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR.nii.gz\n",
            "/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_airways.nii.gz\n",
            "/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_lungs.nii.gz\n"
          ]
        }
      ],
      "source": [
        "# get paths of features (ct/airways/lungs) for a single patient\n",
        "curr = dataset[\"test\"][0]\n",
        "print(curr)\n",
        "print(curr[\"ct\"])\n",
        "print(curr[\"airways\"])\n",
        "print(curr[\"lungs\"])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ib8QbkOxdaPi",
        "outputId": "d406bc21-22b2-4613-d4da-3c72b5006983"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/27/27_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/11/11_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/11/11_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/11/11_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/10/10_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/10/10_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/10/10_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/3/3_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/3/3_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/3/3_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/1/1_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/1/1_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/1/1_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/16/16_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/16/16_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/16/16_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/21/21_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/21/21_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/21/21_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/22/22_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/22/22_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/22/22_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/18/18_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/18/18_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/18/18_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/8/8_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/8/8_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/8/8_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/9/9_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/9/9_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/9/9_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/14/14_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/14/14_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/14/14_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/7/7_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/7/7_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/7/7_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/13/13_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/13/13_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/13/13_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/26/26_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/26/26_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/26/26_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/19/19_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/19/19_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/19/19_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/15/15_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/15/15_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/15/15_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/2/2_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/2/2_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/2/2_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/6/6_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/6/6_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/6/6_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/17/17_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/17/17_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/17/17_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/23/23_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/23/23_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/23/23_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/25/25_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/25/25_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/25/25_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/5/5_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/5/5_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/5/5_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/4/4_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/4/4_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/4/4_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/20/20_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/20/20_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/20/20_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/24/24_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/24/24_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/24/24_CT_HR_label_lungs.nii.gz'}\n",
            "{'ct': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/12/12_CT_HR.nii.gz', 'airways': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/12/12_CT_HR_label_airways.nii.gz', 'lungs': '/root/.cache/huggingface/datasets/downloads/extracted/82e015b5035df201d219a016ad125b705923607047b3718868f261d90564c8b0/AeroPath/12/12_CT_HR_label_lungs.nii.gz'}\n"
          ]
        }
      ],
      "source": [
        "# list all available patients and corresponding features (ct/airways/lungs)\n",
        "for d in dataset[\"test\"]:\n",
        "  print(d)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 554
        },
        "id": "At1iznVwf6Zg",
        "outputId": "2871e0c5-44d1-4096-c77f-f919336d128b"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "CT: (417, 417, 362) int32\n",
            "Airways: (417, 417, 362) uint8\n",
            "Lungs: (417, 417, 362) uint8\n"
          ]
        },
        {
          "data": {
            "image/png": "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",
            "text/plain": [
              "<Figure size 2000x1200 with 3 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "import nibabel as nib\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "from nibabel.processing import resample_to_output\n",
        "\n",
        "# load CT, airways, and lungs to numpy arrays for one patient\n",
        "patient_1 = dataset[\"test\"][0]\n",
        "slice_nr = 250\n",
        "\n",
        "ct_image = nib.load(patient_1[\"ct\"])\n",
        "ct_image = resample_to_output(ct_image, order=1)\n",
        "ct_data = ct_image.get_fdata().astype(\"int32\")\n",
        "\n",
        "print(\"CT:\", ct_data.shape, ct_data.dtype)\n",
        "\n",
        "airways_image = nib.load(patient_1[\"airways\"])\n",
        "airways_image = resample_to_output(airways_image, order=0)\n",
        "airways_data = airways_image.get_fdata().astype(\"uint8\")\n",
        "\n",
        "print(\"Airways:\", airways_data.shape, airways_data.dtype)\n",
        "\n",
        "lungs_image = nib.load(patient_1[\"lungs\"])\n",
        "lungs_image = resample_to_output(lungs_image, order=0)\n",
        "lungs_data = lungs_image.get_fdata().astype(\"uint8\")\n",
        "\n",
        "print(\"Lungs:\", lungs_data.shape, lungs_data.dtype)\n",
        "\n",
        "# HU-clip CT for better contrast\n",
        "ct_data[ct_data < -1024] = -1024\n",
        "ct_data[ct_data > 400] = 400\n",
        "\n",
        "# plot corresponding CT, Airways, and Lungs for a single 2D slide side-by-side\n",
        "fig, ax = plt.subplots(1, 3, figsize=(20, 12))\n",
        "ax[0].imshow(ct_data[..., slice_nr], cmap=\"gray\")\n",
        "ax[1].imshow(airways_data[..., slice_nr], cmap=\"gray\")\n",
        "ax[2].imshow(lungs_data[..., slice_nr], cmap=\"gray\")\n",
        "\n",
        "for i, title in enumerate([\"CT\", \"Airways\", \"Lungs\"]):\n",
        "  ax[i].set_title(title)\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "authorship_tag": "ABX9TyO+FqbZLfyG+4ejr+fhLd0A",
      "include_colab_link": true,
      "provenance": [],
      "toc_visible": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "widgets": {
      "application/vnd.jupyter.widget-state+json": {
        "0debf007a63b4bfca1abbf45132aa360": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_5f613c3f427547708132cb746255f48d",
            "placeholder": "​",
            "style": "IPY_MODEL_b39323e873bf4e5dbda06d8fec7fbb8e",
            "value": "Downloading readme: 100%"
          }
        },
        "0e3ca7fc76ed42a6b1a5bb69f2b14ae2": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "0f2f974e440d4700ad4ad57c76c189f4": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "15c0d1a2f9354486a21c7a254d5200c4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_1f6ff6f097754c97b072c788c29aa436",
              "IPY_MODEL_eb1db3fd0b0240ccbc802015b8fd5b39",
              "IPY_MODEL_598da2ce99ec499d8fc62b1884b24d5c"
            ],
            "layout": "IPY_MODEL_f18d2296c3d248bcb0aab7a74566caf5"
          }
        },
        "1913aa1dcb314fdfa31b2a0bcaa72c68": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f9dd5cbd418d4ec593b4de1b3e97875a",
              "IPY_MODEL_92ee0558a00c4a2b8ff56f4d363d05c6",
              "IPY_MODEL_3415d5020a4b4dada0d0f2bfb419aeaa"
            ],
            "layout": "IPY_MODEL_fd6d262483e641a8b9e916b66f26a87e"
          }
        },
        "1f6ff6f097754c97b072c788c29aa436": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_c87877f5bb474699be4840fb017a5bea",
            "placeholder": "​",
            "style": "IPY_MODEL_4cc469c312c44e56953f01d7e59e1c2c",
            "value": "Downloading data: 100%"
          }
        },
        "20dabdc099b44110af629bb761b384f8": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_e493f040b8f54b8c8879f709b2415e31",
            "placeholder": "​",
            "style": "IPY_MODEL_87f8d542f9794f97b1efaff9ff75551b",
            "value": " 4.25k/4.25k [00:00&lt;00:00, 260kB/s]"
          }
        },
        "3415d5020a4b4dada0d0f2bfb419aeaa": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_7d4e9da01c1e4e3fb4838c79fe62020c",
            "placeholder": "​",
            "style": "IPY_MODEL_b5cb2968b3f04ffaa5f7e3d5267f13e9",
            "value": " 7.73k/7.73k [00:00&lt;00:00, 319kB/s]"
          }
        },
        "410cfa706763441ca7825bc0afbfad05": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_f7c979089c774f97adf797e5e68dafd4",
            "placeholder": "​",
            "style": "IPY_MODEL_cf84c104dbaa4e16a844e87d1dbbb27d",
            "value": " 27/0 [00:00&lt;00:00, 374.83 examples/s]"
          }
        },
        "4c69b6548e514b0fa32625e8f13d00f2": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "4cc469c312c44e56953f01d7e59e1c2c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "4ce5e93de0814a2ba1e6b2b46dd16eda": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "598da2ce99ec499d8fc62b1884b24d5c": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0f2f974e440d4700ad4ad57c76c189f4",
            "placeholder": "​",
            "style": "IPY_MODEL_87508b53f61545f397540b3b17941c8a",
            "value": " 5.04G/5.04G [03:14&lt;00:00, 27.8MB/s]"
          }
        },
        "5f613c3f427547708132cb746255f48d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "7d4e9da01c1e4e3fb4838c79fe62020c": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "81c29d16cd6a4bcfbd847821f5865f99": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_91ef7d222f064a839ad0104cf14630db",
            "max": 4247,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_ca25b26176fb44dbbe08eecfa82e9e3b",
            "value": 4247
          }
        },
        "83065855d7dc439cb31887f78f2c6287": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "8412aa47e3354933ab0d233b3e6a23ac": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": "20px"
          }
        },
        "87508b53f61545f397540b3b17941c8a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "87f8d542f9794f97b1efaff9ff75551b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "91ef7d222f064a839ad0104cf14630db": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "92ee0558a00c4a2b8ff56f4d363d05c6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_83065855d7dc439cb31887f78f2c6287",
            "max": 7731,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_9e9e26cbbbad4fdc9c6b20422287140d",
            "value": 7731
          }
        },
        "9e9e26cbbbad4fdc9c6b20422287140d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "b24c4aa9a25a4029b6988cfaaf3e97a6": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_8412aa47e3354933ab0d233b3e6a23ac",
            "max": 1,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_e08483782baf4532b15c1eea3ee97fcd",
            "value": 1
          }
        },
        "b39323e873bf4e5dbda06d8fec7fbb8e": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "b5cb2968b3f04ffaa5f7e3d5267f13e9": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "bc7588019a864733bc36c4b3ae9c5340": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "c0069e8e76fb4366ae8ed9031a1c138d": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "c87877f5bb474699be4840fb017a5bea": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "ca130068ad0047d8ac85e4c8f4f55f62": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_f9309e8bb57747e8a85fc887afbcc7ef",
              "IPY_MODEL_b24c4aa9a25a4029b6988cfaaf3e97a6",
              "IPY_MODEL_410cfa706763441ca7825bc0afbfad05"
            ],
            "layout": "IPY_MODEL_ebcf4961c968449db259b8b569e195d6"
          }
        },
        "ca25b26176fb44dbbe08eecfa82e9e3b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "cf84c104dbaa4e16a844e87d1dbbb27d": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "d81beafb7a1d4494ba95594155593a9b": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "de41c687a3ba4994916ff18341bce8f3": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "DescriptionStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "DescriptionStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "description_width": ""
          }
        },
        "e08483782baf4532b15c1eea3ee97fcd": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "ProgressStyleModel",
          "state": {
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "ProgressStyleModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "StyleView",
            "bar_color": null,
            "description_width": ""
          }
        },
        "e493f040b8f54b8c8879f709b2415e31": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "eb1db3fd0b0240ccbc802015b8fd5b39": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "FloatProgressModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "FloatProgressModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "ProgressView",
            "bar_style": "success",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_0e3ca7fc76ed42a6b1a5bb69f2b14ae2",
            "max": 5044147240,
            "min": 0,
            "orientation": "horizontal",
            "style": "IPY_MODEL_bc7588019a864733bc36c4b3ae9c5340",
            "value": 5044147240
          }
        },
        "ebcf4961c968449db259b8b569e195d6": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f18d2296c3d248bcb0aab7a74566caf5": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f4f85a46ec6749a082910096aa052ba4": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HBoxModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HBoxModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HBoxView",
            "box_style": "",
            "children": [
              "IPY_MODEL_0debf007a63b4bfca1abbf45132aa360",
              "IPY_MODEL_81c29d16cd6a4bcfbd847821f5865f99",
              "IPY_MODEL_20dabdc099b44110af629bb761b384f8"
            ],
            "layout": "IPY_MODEL_c0069e8e76fb4366ae8ed9031a1c138d"
          }
        },
        "f7c979089c774f97adf797e5e68dafd4": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        },
        "f9309e8bb57747e8a85fc887afbcc7ef": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4ce5e93de0814a2ba1e6b2b46dd16eda",
            "placeholder": "​",
            "style": "IPY_MODEL_de41c687a3ba4994916ff18341bce8f3",
            "value": "Generating test split: "
          }
        },
        "f9dd5cbd418d4ec593b4de1b3e97875a": {
          "model_module": "@jupyter-widgets/controls",
          "model_module_version": "1.5.0",
          "model_name": "HTMLModel",
          "state": {
            "_dom_classes": [],
            "_model_module": "@jupyter-widgets/controls",
            "_model_module_version": "1.5.0",
            "_model_name": "HTMLModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/controls",
            "_view_module_version": "1.5.0",
            "_view_name": "HTMLView",
            "description": "",
            "description_tooltip": null,
            "layout": "IPY_MODEL_4c69b6548e514b0fa32625e8f13d00f2",
            "placeholder": "​",
            "style": "IPY_MODEL_d81beafb7a1d4494ba95594155593a9b",
            "value": "Downloading builder script: 100%"
          }
        },
        "fd6d262483e641a8b9e916b66f26a87e": {
          "model_module": "@jupyter-widgets/base",
          "model_module_version": "1.2.0",
          "model_name": "LayoutModel",
          "state": {
            "_model_module": "@jupyter-widgets/base",
            "_model_module_version": "1.2.0",
            "_model_name": "LayoutModel",
            "_view_count": null,
            "_view_module": "@jupyter-widgets/base",
            "_view_module_version": "1.2.0",
            "_view_name": "LayoutView",
            "align_content": null,
            "align_items": null,
            "align_self": null,
            "border": null,
            "bottom": null,
            "display": null,
            "flex": null,
            "flex_flow": null,
            "grid_area": null,
            "grid_auto_columns": null,
            "grid_auto_flow": null,
            "grid_auto_rows": null,
            "grid_column": null,
            "grid_gap": null,
            "grid_row": null,
            "grid_template_areas": null,
            "grid_template_columns": null,
            "grid_template_rows": null,
            "height": null,
            "justify_content": null,
            "justify_items": null,
            "left": null,
            "margin": null,
            "max_height": null,
            "max_width": null,
            "min_height": null,
            "min_width": null,
            "object_fit": null,
            "object_position": null,
            "order": null,
            "overflow": null,
            "overflow_x": null,
            "overflow_y": null,
            "padding": null,
            "right": null,
            "top": null,
            "visibility": null,
            "width": null
          }
        }
      }
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}