full_graph_building.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyP4JPJ4xROD6km0fjbO3t3H",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/wzz010624/Scigraphexp/blob/main/full_graph_building.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xmfp2AhkLRyP",
        "outputId": "725639c2-1380-4eef-8a4a-f9c2496b6f97"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "!pip install torch_geometric"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EoZp7QtMLVTg",
        "outputId": "1228808b-028e-4f31-c88d-4a21ee5021b3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Looking in indexes: https://pypi.org/simple, https://us-python.pkg.dev/colab-wheels/public/simple/\n",
            "Requirement already satisfied: torch_geometric in /usr/local/lib/python3.10/dist-packages (2.3.1)\n",
            "Requirement already satisfied: tqdm in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (4.65.0)\n",
            "Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.22.4)\n",
            "Requirement already satisfied: scipy in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.10.1)\n",
            "Requirement already satisfied: jinja2 in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (3.1.2)\n",
            "Requirement already satisfied: requests in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (2.27.1)\n",
            "Requirement already satisfied: pyparsing in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (3.0.9)\n",
            "Requirement already satisfied: scikit-learn in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (1.2.2)\n",
            "Requirement already satisfied: psutil>=5.8.0 in /usr/local/lib/python3.10/dist-packages (from torch_geometric) (5.9.5)\n",
            "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.10/dist-packages (from jinja2->torch_geometric) (2.1.2)\n",
            "Requirement already satisfied: urllib3<1.27,>=1.21.1 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (1.26.15)\n",
            "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (2022.12.7)\n",
            "Requirement already satisfied: charset-normalizer~=2.0.0 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (2.0.12)\n",
            "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.10/dist-packages (from requests->torch_geometric) (3.4)\n",
            "Requirement already satisfied: joblib>=1.1.1 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->torch_geometric) (1.2.0)\n",
            "Requirement already satisfied: threadpoolctl>=2.0.0 in /usr/local/lib/python3.10/dist-packages (from scikit-learn->torch_geometric) (3.1.0)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "#coauthor_dict[author_id][coauthor_id][paper_year] = [paper_id]\n",
        "# 保存为二进制文件\n",
        "with open('/content/drive/MyDrive/GNNdataset/merged_network_with_feature', 'rb') as f:\n",
        "    merged_network = pickle.load(f)"
      ],
      "metadata": {
        "id": "Z_XTOwDWLf_O"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "import numpy as np\n",
        "with open('/content/drive/MyDrive/GNNdataset/author_h_index_sequence.pickle', 'rb') as f:\n",
        "    author_h_index_sequence = pickle.load(f)\n",
        "# 保存为二进制文件\n",
        "with open('/content/drive/MyDrive/GNNdataset/authors_high_impact_sequence.pickle', 'rb') as f:\n",
        "    authors_high_impact_sequence = pickle.load(f)\n",
        "\n",
        "# 保存为二进制文件\n",
        "with open('/content/drive/MyDrive/GNNdataset/author_publication_sequence.pickle', 'rb') as f:\n",
        "    author_publication_sequence = pickle.load(f)\n",
        "\n",
        "# 保存为二进制文件\n",
        "with open('/content/drive/MyDrive/GNNdataset/author_citation_sequence.pickle', 'rb') as f:\n",
        "    author_citation_sequence = pickle.load(f)"
      ],
      "metadata": {
        "id": "nga93owFQr1o"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "#coauthor_dict[author_id][coauthor_id][paper_year] = [paper_id]\n",
        "# 保存为二进制文件\n",
        "with open('/content/drive/MyDrive/GNNdataset/target_authors_by_year', 'rb') as f:\n",
        "    target_authors_by_year = pickle.load(f)"
      ],
      "metadata": {
        "id": "MNaU9ih4QuTe"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 计算所有目标节点和目标引文\n",
        "all_target_nodes = []\n",
        "all_target_citations = []\n",
        "for year, target_authors in target_authors_by_year.items():\n",
        "    for author_id in target_authors:\n",
        "        publication_years = sorted(author_publication_sequence[author_id].keys())\n",
        "        career_start_year = publication_years[0]\n",
        "        career_end_year = publication_years[-1]\n",
        "        target_year = career_start_year + 14\n",
        "        accumulated_citations = sum([author_citation_sequence[author_id].get(year, 0) for year in range(career_start_year, target_year+1)])\n",
        "        all_target_nodes.append(f\"{author_id}_{year}\")\n",
        "        all_target_citations.append(accumulated_citations)"
      ],
      "metadata": {
        "id": "VtQSbUUWMST3"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "def edge_list_to_index_tensor(edge_list, node_id_to_int):\n",
        "    index_list = [(node_id_to_int[src], node_id_to_int[dst]) for src, dst in edge_list]\n",
        "    index_tensor = torch.tensor(index_list, dtype=torch.long).t().contiguous()\n",
        "    return index_tensor\n",
        "def extract_edge_features(edge_list, network):\n",
        "    edge_features = []\n",
        "    for src, dst in edge_list:\n",
        "        edge_data = network.edges[src, dst]\n",
        "        edge_features.append([edge_data['total_collaboration_count'], edge_data['collaboration_stability']])\n",
        "    return edge_features\n",
        "\n",
        "from torch_geometric.data import Data\n",
        "\n",
        "def network_to_pyg_data(network, target_nodes, target_citations):\n",
        "    node_id_to_int = {node_id: i for i, node_id in enumerate(network.nodes)}\n",
        "\n",
        "    node_features = []\n",
        "    for node_id in network.nodes:\n",
        "        node_features.append(list(network.nodes[node_id].values()))\n",
        "    node_features = torch.tensor(node_features, dtype=torch.float)\n",
        "\n",
        "    edge_index = edge_list_to_index_tensor(list(network.edges), node_id_to_int)\n",
        "    edge_features = extract_edge_features(list(network.edges), network)\n",
        "    edge_attr = torch.tensor(edge_features, dtype=torch.float)\n",
        "\n",
        "    y = torch.tensor(target_citations, dtype=torch.float)\n",
        "    mask = torch.tensor([node_id in target_nodes for node_id in network.nodes], dtype=torch.bool)\n",
        "    return Data(x=node_features, edge_index=edge_index, edge_attr=edge_attr, y=y, mask=mask)\n",
        "\n",
        "def create_train_test_masks(target_nodes, target_citations, train_ratio=0.8):\n",
        "    num_nodes = len(target_nodes)\n",
        "    num_train = int(num_nodes * train_ratio)\n",
        "    \n",
        "    train_mask = torch.zeros(num_nodes, dtype=torch.bool)\n",
        "    test_mask = torch.zeros(num_nodes, dtype=torch.bool)\n",
        "    \n",
        "    indices = torch.randperm(num_nodes)\n",
        "    train_indices = indices[:num_train]\n",
        "    test_indices = indices[num_train:]\n",
        "    \n",
        "    train_mask[train_indices] = True\n",
        "    test_mask[test_indices] = True\n",
        "    \n",
        "    return train_mask, test_mask"
      ],
      "metadata": {
        "id": "QK_UzdlbQvvo"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# 使用合并后的网络和所有目标节点以及目标引文创建 PyTorch Geometric 数据对象\n",
        "ppyg_data = network_to_pyg_data(merged_network, all_target_nodes, all_target_citations)"
      ],
      "metadata": {
        "id": "yUyzjtjsQz4o"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppyg_data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xAwMyQWXQ63P",
        "outputId": "0738e0d7-2087-44f2-b534-d5251e5d7671"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Data(x=[726152, 25], edge_index=[2, 2494234], edge_attr=[2494234, 2], y=[92623], mask=[726152])"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppyg_data.x[ppyg_data.mask][0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VmXWUrM7rVd3",
        "outputId": "824f4a51-0612-416c-94b9-ceef1a4f7087"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "tensor([1.0000, 0.2000, 4.0000, 0.8000, 1.0000, 0.0000, 0.0000, 1.0000, 0.2000,\n",
              "        1.0000, 0.2000, 4.0000, 0.8000, 1.0000, 0.0000, 0.0000, 1.0000, 0.2000,\n",
              "        5.0000, 0.0000, 0.3000, 0.4111, 0.3000, 0.0000, 0.0000])"
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "ppyg_data.y"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7abLUFbArjNC",
        "outputId": "caae3e5b-be23-4cd6-dd1d-1946b5c00ec6"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "tensor([ 62., 231.,  21.,  ...,  37.,   5.,   1.])"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 计算所有目标节点和目标引文\n",
        "all_target_nodes = []\n",
        "all_target_publication = []\n",
        "all_target_citations = []\n",
        "all_target_high_impact = []\n",
        "all_target_h_index = []\n",
        "all_target_variables = []\n",
        "for year, target_authors in target_authors_by_year.items():\n",
        "    for author_id in target_authors:\n",
        "        publication_years = sorted(author_publication_sequence[author_id].keys())\n",
        "        career_start_year = publication_years[0]\n",
        "        career_end_year = publication_years[-1]\n",
        "        target_year = career_start_year + 14\n",
        "        accumulated_publication = sum([author_publication_sequence[author_id].get(year, 0) for year in range(career_start_year, target_year+1)])\n",
        "        accumulated_citations = sum([author_citation_sequence[author_id].get(year, 0) for year in range(career_start_year, target_year+1)])\n",
        "        accumulated_high_impact = sum([authors_high_impact_sequence[author_id].get(year, 0) for year in range(career_start_year, target_year+1)])\n",
        "        all_target_nodes.append(f\"{author_id}_{year}\")\n",
        "        all_target_citations.append(accumulated_citations)\n",
        "        all_target_publication.append(accumulated_publication)\n",
        "        all_target_h_index.append(author_h_index_sequence[author_id].get(target_year, 0))\n",
        "        all_target_variables.append([accumulated_publication, accumulated_citations, accumulated_high_impact, author_h_index_sequence[author_id].get(target_year, 0)])"
      ],
      "metadata": {
        "id": "WB0y6Km_ru4e"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "def edge_list_to_index_tensor(edge_list, node_id_to_int):\n",
        "    index_list = [(node_id_to_int[src], node_id_to_int[dst]) for src, dst in edge_list]\n",
        "    index_tensor = torch.tensor(index_list, dtype=torch.long).t().contiguous()\n",
        "    return index_tensor\n",
        "def extract_edge_features(edge_list, network):\n",
        "    edge_features = []\n",
        "    for src, dst in edge_list:\n",
        "        edge_data = network.edges[src, dst]\n",
        "        edge_features.append([edge_data['total_collaboration_count'], edge_data['collaboration_stability']])\n",
        "    return edge_features"
      ],
      "metadata": {
        "id": "qAWLpB71ru7f"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from torch_geometric.data import Data\n",
        "\n",
        "def create_train_test_masks(target_nodes, target_citations, train_ratio=0.8):\n",
        "    num_nodes = len(target_nodes)\n",
        "    num_train = int(num_nodes * train_ratio)\n",
        "    \n",
        "    train_mask = torch.zeros(num_nodes, dtype=torch.bool)\n",
        "    test_mask = torch.zeros(num_nodes, dtype=torch.bool)\n",
        "    \n",
        "    indices = torch.randperm(num_nodes)\n",
        "    train_indices = indices[:num_train]\n",
        "    test_indices = indices[num_train:]\n",
        "    \n",
        "    train_mask[train_indices] = True\n",
        "    test_mask[test_indices] = True\n",
        "    \n",
        "    return train_mask, test_mask"
      ],
      "metadata": {
        "id": "II4pMfqVru-n"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import numpy as np\n",
        "\n",
        "def get_neighbors(merged_network, node_id):\n",
        "    neighbors = list(merged_network.neighbors(node_id))\n",
        "    return neighbors\n",
        "\n",
        "def compute_features_average(merged_network, neighbors):\n",
        "    features = [np.array(list(merged_network.nodes[neighbor].values())) for neighbor in neighbors]\n",
        "    return np.mean(features, axis=0)\n",
        "\n",
        "def compute_edge_features_average(merged_network, node_id, neighbors):\n",
        "    edge_features = [np.array(list(merged_network.edges[node_id, neighbor].values())) for neighbor in neighbors]\n",
        "    return np.mean(edge_features, axis=0)"
      ],
      "metadata": {
        "id": "bqCmQ2EdrvBk"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from torch_geometric.data import Data\n",
        "from typing import List\n",
        "\n",
        "def extract_subgraph(merged_network, target_node: str):\n",
        "    # Get the neighbors of the target node\n",
        "    neighbors = get_neighbors(merged_network, target_node)\n",
        "    \n",
        "    # Include the target node in the list\n",
        "    nodes = [target_node] + neighbors\n",
        "    \n",
        "    # Create subgraph\n",
        "    subgraph = merged_network.subgraph(nodes)\n",
        "    \n",
        "    return subgraph\n",
        "    \n",
        "def subgraph_to_pyg_data(subgraph, target_node, target_variables):\n",
        "    # The same code as before, until the definition of y.\n",
        "    node_features = []\n",
        "    subgraph_node_id_to_int = {}\n",
        "    \n",
        "    # Ensure that the target_node is always the first node in the subgraph.nodes list\n",
        "    nodes = [target_node] + [node for node in subgraph.nodes if node != target_node]\n",
        "    \n",
        "    for i, merged_node_id in enumerate(nodes):\n",
        "        node_features.append(list(subgraph.nodes[merged_node_id].values()))\n",
        "        subgraph_node_id_to_int[merged_node_id] = i\n",
        "\n",
        "    node_features = torch.tensor(node_features, dtype=torch.float)\n",
        "    edge_index = edge_list_to_index_tensor(list(subgraph.edges), subgraph_node_id_to_int)\n",
        "    edge_features = extract_edge_features(list(subgraph.edges), subgraph)\n",
        "    edge_attr = torch.tensor(edge_features, dtype=torch.float)\n",
        "    y = torch.tensor(target_variables, dtype=torch.float)\n",
        "\n",
        "    data = Data(x=node_features, edge_index=edge_index, edge_attr=edge_attr, y=y)\n",
        "    return data"
      ],
      "metadata": {
        "id": "ZKkinL3zrvEb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from torch_geometric.data import Data\n",
        "from typing import List\n",
        "import pandas as pd\n",
        "\n",
        "def create_subgraph_pyg_data_list_and_df(merged_network, target_nodes: List[str], target_variables: List[List[float]]):\n",
        "    subgraph_pyg_data_list = []\n",
        "    machine_learning_data = []\n",
        "\n",
        "    merged_node_id_to_int = {merged_node_id: i for i, merged_node_id in enumerate(merged_network.nodes)}\n",
        "\n",
        "    # The same code as before, until the for loop.\n",
        "    for i, target_node in enumerate(target_nodes):\n",
        "        subgraph = extract_subgraph(merged_network, target_node)\n",
        "        # Pass all target variables to the subgraph_to_pyg_data function.\n",
        "        subgraph_pyg_data = subgraph_to_pyg_data(subgraph, target_node, target_variables[i])\n",
        "        subgraph_pyg_data_list.append(subgraph_pyg_data)\n",
        "\n",
        "        # Compute average features for neighbors\n",
        "        neighbors = get_neighbors(merged_network, target_node)\n",
        "        neighbor_features_avg = compute_features_average(merged_network, neighbors)\n",
        "        edge_features_avg = compute_edge_features_average(merged_network, target_node, neighbors)\n",
        "\n",
        "        # Get target node features\n",
        "        target_node_features = subgraph_pyg_data.x[0].numpy()\n",
        "\n",
        "        # Add all target variables to the row.\n",
        "        row = [target_node, *target_node_features, *neighbor_features_avg, *edge_features_avg, target_variables[i]]\n",
        "        machine_learning_data.append(row)\n",
        "    # The rest of the function stays the same.\n",
        "    # Create DataFrame\n",
        "    columns = [\"merged_node_id\"] + [f\"node_feature_{i}\" for i in range(target_node_features.shape[0])] + \\\n",
        "              [f\"neighbor_feature_{i}\" for i in range(target_node_features.shape[0])] + \\\n",
        "              [f\"edge_feature_{i}\" for i in range(subgraph_pyg_data.edge_attr.shape[1])] + [\"y\"]\n",
        "    machine_learning_df = pd.DataFrame(machine_learning_data, columns=columns)\n",
        "\n",
        "    return subgraph_pyg_data_list, machine_learning_df\n",
        "\n",
        "  \n",
        "subgraph_pyg_data_list, machine_learning_df = create_subgraph_pyg_data_list_and_df(merged_network, all_target_nodes, all_target_variables)"
      ],
      "metadata": {
        "id": "3AqSu5ZssZlU"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ppyg_data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uFWTNtZUsZn-",
        "outputId": "1abae527-d954-411e-debd-456261ee54f2"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Data(x=[726152, 25], edge_index=[2, 2494234], edge_attr=[2494234, 2], y=[92623], mask=[726152])"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "subgraph_pyg_data_list"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4tcoTDQVrvKG",
        "outputId": "e52803b2-6e1f-4637-e870-97b0d107eebd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[Data(x=[10, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 21], edge_attr=[21, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 42], edge_attr=[42, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[12, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 44], edge_attr=[44, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 49], edge_attr=[49, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 32], edge_attr=[32, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 37], edge_attr=[37, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 17], edge_attr=[17, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 33], edge_attr=[33, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 40], edge_attr=[40, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 24], edge_attr=[24, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 34], edge_attr=[34, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 22], edge_attr=[22, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[22, 25], edge_index=[2, 44], edge_attr=[44, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 39], edge_attr=[39, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 36], edge_attr=[36, 2], y=[4]),\n",
              " Data(x=[20, 25], edge_index=[2, 28], edge_attr=[28, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 44], edge_attr=[44, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[22, 25], edge_index=[2, 88], edge_attr=[88, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[12, 25], edge_index=[2, 26], edge_attr=[26, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[14, 25], edge_index=[2, 25], edge_attr=[25, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[14, 25], edge_index=[2, 33], edge_attr=[33, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 31], edge_attr=[31, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 19], edge_attr=[19, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[22, 25], edge_index=[2, 33], edge_attr=[33, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 45], edge_attr=[45, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[19, 25], edge_index=[2, 89], edge_attr=[89, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 19], edge_attr=[19, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[14, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 23], edge_attr=[23, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 23], edge_attr=[23, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 40], edge_attr=[40, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 32], edge_attr=[32, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[27, 25], edge_index=[2, 90], edge_attr=[90, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 34], edge_attr=[34, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[12, 25], edge_index=[2, 21], edge_attr=[21, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 26], edge_attr=[26, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 31], edge_attr=[31, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[20, 25], edge_index=[2, 32], edge_attr=[32, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 17], edge_attr=[17, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[24, 25], edge_index=[2, 125], edge_attr=[125, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 17], edge_attr=[17, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[19, 25], edge_index=[2, 46], edge_attr=[46, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 22], edge_attr=[22, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[15, 25], edge_index=[2, 26], edge_attr=[26, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 15], edge_attr=[15, 2], y=[4]),\n",
              " Data(x=[11, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 14], edge_attr=[14, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 16], edge_attr=[16, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 18], edge_attr=[18, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 19], edge_attr=[19, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 21], edge_attr=[21, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 19], edge_attr=[19, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[17, 25], edge_index=[2, 35], edge_attr=[35, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 36], edge_attr=[36, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 23], edge_attr=[23, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 36], edge_attr=[36, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 13], edge_attr=[13, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[14, 25], edge_index=[2, 25], edge_attr=[25, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[10, 25], edge_index=[2, 31], edge_attr=[31, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[12, 25], edge_index=[2, 20], edge_attr=[20, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 8], edge_attr=[8, 2], y=[4]),\n",
              " Data(x=[18, 25], edge_index=[2, 32], edge_attr=[32, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 11], edge_attr=[11, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 36], edge_attr=[36, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[8, 25], edge_index=[2, 12], edge_attr=[12, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[16, 25], edge_index=[2, 23], edge_attr=[23, 2], y=[4]),\n",
              " Data(x=[13, 25], edge_index=[2, 29], edge_attr=[29, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 5], edge_attr=[5, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 9], edge_attr=[9, 2], y=[4]),\n",
              " Data(x=[7, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 3], edge_attr=[3, 2], y=[4]),\n",
              " Data(x=[9, 25], edge_index=[2, 10], edge_attr=[10, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[5, 25], edge_index=[2, 6], edge_attr=[6, 2], y=[4]),\n",
              " Data(x=[4, 25], edge_index=[2, 4], edge_attr=[4, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " Data(x=[3, 25], edge_index=[2, 2], edge_attr=[2, 2], y=[4]),\n",
              " Data(x=[6, 25], edge_index=[2, 7], edge_attr=[7, 2], y=[4]),\n",
              " Data(x=[2, 25], edge_index=[2, 1], edge_attr=[1, 2], y=[4]),\n",
              " ...]"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "machine_learning_df"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 869
        },
        "id": "KtjDKkuErvNG",
        "outputId": "4621a6b2-72a9-4347-db40-feecef7a2160"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "                      merged_node_id  node_feature_0  node_feature_1  \\\n",
              "0      53f42c89dabfaee02ac546a6_1971             7.0             1.4   \n",
              "1      53f4b4d4dabfaedd74eba537_1971             5.0             1.0   \n",
              "2      53f49871dabfaeb6ca77baf9_1971             3.0             0.6   \n",
              "3      5405d03adabfae8faa60391f_1971             4.0             0.8   \n",
              "4      54484651dabfae87b7dfc041_1971             5.0             1.0   \n",
              "...                              ...             ...             ...   \n",
              "92618  53f436e6dabfaec22ba859b3_2011             1.0             0.2   \n",
              "92619  560a6b8a45cedb33970da289_2011             1.0             0.2   \n",
              "92620  53f461e9dabfaee2a1d9d001_2011             2.0             0.4   \n",
              "92621  562528d845cedb339858ac40_2011             1.0             0.2   \n",
              "92622  560b982d45ce1e596025295d_2011             1.0             0.2   \n",
              "\n",
              "       node_feature_2  node_feature_3  node_feature_4  node_feature_5  \\\n",
              "0                26.0             5.2             3.0             0.0   \n",
              "1                15.0             3.0             3.0             1.0   \n",
              "2                 1.0             0.2             1.0             0.0   \n",
              "3                41.0             8.2             4.0             1.0   \n",
              "4                 5.0             1.0             1.0             0.0   \n",
              "...               ...             ...             ...             ...   \n",
              "92618             2.0             0.4             1.0             0.0   \n",
              "92619             0.0             0.0             0.0             0.0   \n",
              "92620            11.0             2.2             2.0             0.0   \n",
              "92621             0.0             0.0             0.0             0.0   \n",
              "92622             0.0             0.0             0.0             0.0   \n",
              "\n",
              "       node_feature_6  node_feature_7  node_feature_8  ...  \\\n",
              "0                 0.0             9.0             1.8  ...   \n",
              "1                 0.2             1.0             0.2  ...   \n",
              "2                 0.0             6.0             1.2  ...   \n",
              "3                 0.2             1.0             0.2  ...   \n",
              "4                 0.0             3.0             0.6  ...   \n",
              "...               ...             ...             ...  ...   \n",
              "92618             0.0             2.0             0.4  ...   \n",
              "92619             0.0             1.0             0.2  ...   \n",
              "92620             0.0             4.0             0.8  ...   \n",
              "92621             0.0             1.0             0.2  ...   \n",
              "92622             0.0             1.0             0.2  ...   \n",
              "\n",
              "       neighbor_feature_18  neighbor_feature_19  neighbor_feature_20  \\\n",
              "0                 3.888889             0.103783             0.374895   \n",
              "1                13.000000             0.164634             0.325000   \n",
              "2                 5.000000             0.000000             0.190476   \n",
              "3                 5.000000             0.000000             0.300000   \n",
              "4                 6.666667             0.140760             0.392451   \n",
              "...                    ...                  ...                  ...   \n",
              "92618             8.000000             0.244180             0.636396   \n",
              "92619             8.000000             0.422062             0.656387   \n",
              "92620            13.750000             0.334651             0.585457   \n",
              "92621            16.000000             0.365135             0.729194   \n",
              "92622             6.000000             0.317434             0.665091   \n",
              "\n",
              "       neighbor_feature_21  neighbor_feature_22  neighbor_feature_23  \\\n",
              "0                 0.368946             0.211905             0.000000   \n",
              "1                 0.414021             0.204545             0.166667   \n",
              "2                 0.000000             0.000000             0.000000   \n",
              "3                 0.411111             0.300000             0.000000   \n",
              "4                 0.439509             0.251984             0.083333   \n",
              "...                    ...                  ...                  ...   \n",
              "92618             0.745867             0.459387             0.244444   \n",
              "92619             0.537739             0.451186             0.261719   \n",
              "92620             0.694957             0.431717             0.000000   \n",
              "92621             0.770638             0.507078             0.341270   \n",
              "92622             0.704920             0.442308             0.133333   \n",
              "\n",
              "       neighbor_feature_24  edge_feature_0  edge_feature_1                 y  \n",
              "0                 0.351167        1.222222        0.074074    [10, 62, 0, 5]  \n",
              "1                 0.400000        1.000000        0.000000   [20, 231, 1, 9]  \n",
              "2                 0.000000        1.000000        0.000000    [15, 21, 0, 4]  \n",
              "3                 0.000000        1.000000        0.000000  [22, 445, 5, 11]  \n",
              "4                 0.300095        1.000000        0.000000  [34, 267, 0, 10]  \n",
              "...                    ...             ...             ...               ...  \n",
              "92618             0.564177        1.000000        0.000000    [28, 71, 1, 5]  \n",
              "92619             0.571485        1.000000        0.000000    [11, 12, 0, 2]  \n",
              "92620             0.525198        1.250000        0.250000    [10, 37, 0, 4]  \n",
              "92621             0.662288        1.000000        0.000000     [19, 5, 0, 2]  \n",
              "92622             0.561691        1.000000        0.000000     [13, 1, 0, 1]  \n",
              "\n",
              "[92623 rows x 54 columns]"
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>merged_node_id</th>\n",
              "      <th>node_feature_0</th>\n",
              "      <th>node_feature_1</th>\n",
              "      <th>node_feature_2</th>\n",
              "      <th>node_feature_3</th>\n",
              "      <th>node_feature_4</th>\n",
              "      <th>node_feature_5</th>\n",
              "      <th>node_feature_6</th>\n",
              "      <th>node_feature_7</th>\n",
              "      <th>node_feature_8</th>\n",
              "      <th>...</th>\n",
              "      <th>neighbor_feature_18</th>\n",
              "      <th>neighbor_feature_19</th>\n",
              "      <th>neighbor_feature_20</th>\n",
              "      <th>neighbor_feature_21</th>\n",
              "      <th>neighbor_feature_22</th>\n",
              "      <th>neighbor_feature_23</th>\n",
              "      <th>neighbor_feature_24</th>\n",
              "      <th>edge_feature_0</th>\n",
              "      <th>edge_feature_1</th>\n",
              "      <th>y</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>53f42c89dabfaee02ac546a6_1971</td>\n",
              "      <td>7.0</td>\n",
              "      <td>1.4</td>\n",
              "      <td>26.0</td>\n",
              "      <td>5.2</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>9.0</td>\n",
              "      <td>1.8</td>\n",
              "      <td>...</td>\n",
              "      <td>3.888889</td>\n",
              "      <td>0.103783</td>\n",
              "      <td>0.374895</td>\n",
              "      <td>0.368946</td>\n",
              "      <td>0.211905</td>\n",
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              "      <td>0.351167</td>\n",
              "      <td>1.222222</td>\n",
              "      <td>0.074074</td>\n",
              "      <td>[10, 62, 0, 5]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>53f4b4d4dabfaedd74eba537_1971</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>15.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>...</td>\n",
              "      <td>13.000000</td>\n",
              "      <td>0.164634</td>\n",
              "      <td>0.325000</td>\n",
              "      <td>0.414021</td>\n",
              "      <td>0.204545</td>\n",
              "      <td>0.166667</td>\n",
              "      <td>0.400000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>[20, 231, 1, 9]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>53f49871dabfaeb6ca77baf9_1971</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.6</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>1.2</td>\n",
              "      <td>...</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.190476</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "      <td>0.000000</td>\n",
              "      <td>[15, 21, 0, 4]</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>5405d03adabfae8faa60391f_1971</td>\n",
              "      <td>4.0</td>\n",
              "      <td>0.8</td>\n",
              "      <td>41.0</td>\n",
              "      <td>8.2</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.2</td>\n",
              "      <td>...</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>0.411111</td>\n",
              "      <td>0.300000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>[22, 445, 5, 11]</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>54484651dabfae87b7dfc041_1971</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>5.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>0.6</td>\n",
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              "      <td>6.666667</td>\n",
              "      <td>0.140760</td>\n",
              "      <td>0.392451</td>\n",
              "      <td>0.439509</td>\n",
              "      <td>0.251984</td>\n",
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              "      <td>1.000000</td>\n",
              "      <td>0.000000</td>\n",
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              "    <tr>\n",
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              "      <td>2.0</td>\n",
              "      <td>0.4</td>\n",
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              "    <tr>\n",
              "      <th>92619</th>\n",
              "      <td>560a6b8a45cedb33970da289_2011</td>\n",
              "      <td>1.0</td>\n",
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              "      <td>0.656387</td>\n",
              "      <td>0.537739</td>\n",
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              "      <td>0.571485</td>\n",
              "      <td>1.000000</td>\n",
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              "    <tr>\n",
              "      <th>92620</th>\n",
              "      <td>53f461e9dabfaee2a1d9d001_2011</td>\n",
              "      <td>2.0</td>\n",
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              "      <td>11.0</td>\n",
              "      <td>2.2</td>\n",
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              "      <td>4.0</td>\n",
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              "      <td>13.750000</td>\n",
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              "      <th>92621</th>\n",
              "      <td>562528d845cedb339858ac40_2011</td>\n",
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              "      <th>92622</th>\n",
              "      <td>560b982d45ce1e596025295d_2011</td>\n",
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              "      <td>[13, 1, 0, 1]</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>92623 rows × 54 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-571e9e77-f0a4-4683-8c47-ee3d11a55c62')\"\n",
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              "\n",
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              "  "
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle\n",
        "\n",
        "# 创建一个字典，将对象与对应的键关联起来\n",
        "data = {\n",
        "    'ppyg_data': ppyg_data,\n",
        "    'subgraph_pyg_data_list': subgraph_pyg_data_list,\n",
        "    'machine_learning_df': machine_learning_df\n",
        "}\n",
        "\n",
        "# 将数据保存到 \"citations.pickle\" 文件中\n",
        "with open('/content/drive/MyDrive/Experiment_graph/citations.pickle', 'wb') as file:\n",
        "    pickle.dump(data, file)"
      ],
      "metadata": {
        "id": "Qm__gADrtM2W"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "0L-996QDtM5S"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import torch\n",
        "import pickle\n",
        "from torch.utils.data import Dataset\n",
        "with open('/content/drive/MyDrive/raw_train_test_split_data_full4dimension.pkl', 'rb') as f:\n",
        "  data = pickle.load(f)"
      ],
      "metadata": {
        "id": "YlaZoWSlSQB_"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_machine_learning_df = data['train_machine_learning_df']\n",
        "test_machine_learning_df = data['test_machine_learning_df']\n",
        "train_subgraph_pyg_data_list = data['train_subgraph_pyg_data_list']\n",
        "test_subgraph_pyg_data_list = data['test_subgraph_pyg_data_list']"
      ],
      "metadata": {
        "id": "9J0uqGP9SQqi"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}