AI_Act_Requirements_Graph.ipynb

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      "cell_type": "markdown",
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      "source": [
        "# EU AI Act Requirements for Providers of High Risk AI Systems\n",
        "<a target=\"_blank\" href=\"https://colab.research.google.com/github/mrwadams/ai-act-requirements-graph/blob/main/AI_Act_Requirements_Graph.ipynb\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>\n",
        "\n",
        "This notebook allows you to navigate the [EU AI Act](https://artificialintelligenceact.com/)'s requirements for Providers of High Risk AI Systems as a graph database. The graph visualisation makes it easier to see the relationships between different requirements, their parent articles, and more.\n",
        "\n",
        "## Instructions\n",
        "\n",
        "1. Click the ▶ symbol in the code cell below to run the cell and display the graph.\n",
        "\n",
        "2. Once the graph is displayed, you can interact with it:\n",
        "   - Zoom in and out using the mouse wheel or trackpad\n",
        "   - Pan the graph by clicking and dragging\n",
        "   - Click on a node to view its details in the sidebar\n",
        "   - Use the search bar to find specific nodes\n",
        "\n",
        "3. Explore the relationships between different articles and requirements to gain insights into the EU AI Act's regulation of High Risk AI Systems.\n",
        "\n",
        "Enjoy navigating the graph and discovering the connections within the AI regulatory landscape!"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "dvU2GwDG36ar",
      "metadata": {
        "id": "dvU2GwDG36ar"
      },
      "source": [
        "## Generate Full Graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "40c51747-64bc-49f2-90c0-c0ff79d24048",
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        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817,
          "referenced_widgets": [
            "e251a286658346a18d436536c09bd67c",
            "dd2ab1386eb94f48a0523d5fde4678ec"
          ]
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        "outputId": "ae31c384-06cd-4aeb-9bea-c6a88859a8af"
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      "outputs": [],
      "source": [
        "# @title\n",
        "# Install yfiles package and complete imports\n",
        "%pip install yfiles_jupyter_graphs --quiet\n",
        "from yfiles_jupyter_graphs import GraphWidget\n",
        "from typing import Dict\n",
        "\n",
        "# Import and enable Google Colab custom widget manager (required for running in Colab)\n",
        "try:\n",
        "  import google.colab\n",
        "  from google.colab import output\n",
        "  output.enable_custom_widget_manager()\n",
        "except:\n",
        "  pass\n",
        "\n",
        "# Define graph\n",
        "w = GraphWidget()\n",
        "w.nodes = [\n",
        "    {\"id\": \"ART13-1\", \"properties\": {\"label\": \"Identity/Contact Details for Provider\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-2\", \"properties\": {\"label\": \"Intended Purpose\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-3\", \"properties\": {\"label\": \"Accuracy, including Metrics, Robustness & Cybersecurity\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-4\", \"properties\": {\"label\": \"Risks of Foreseeable Misuse of High Risk AI System\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"162-655\"}},\n",
        "    {\"id\": \"ART13-5\", \"properties\": {\"label\": \"Ability to Provide Information Explaining AI System Output\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"162-655\"}},\n",
        "    {\"id\": \"ART13-6\", \"properties\": {\"label\": \"Performance regarding Persons on which System is to be used\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-7\", \"properties\": {\"label\": \"Input Data Specifications / Other Info Relevant to Purpose\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-8\", \"properties\": {\"label\": \"Info Necessary for Deployers to Interpret/Use Output\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-9\", \"properties\": {\"label\": \"Pre-determined Confirmity Changes to System / Performance\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-10\", \"properties\": {\"label\": \"Human Oversight Measures\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-11\", \"properties\": {\"label\": \"Computer Resources Needed and Maintenance Measures\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART13-12\", \"properties\": {\"label\": \"Mechanisms to Collect, Store and Interpret Logs\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"842-876\"}},\n",
        "\n",
        "    {\"id\": \"ART16-1\", \"properties\": {\"label\": \"Compliance with Ch2 (High Risk AI System Reqs)\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-2\", \"properties\": {\"label\": \"Indicate Name, TM, Contact Address\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART16-3\", \"properties\": {\"label\": \"Quality Management System\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-4\", \"properties\": {\"label\": \"Documentation\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART16-5\", \"properties\": {\"label\": \"Logs\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"842-876\"}},\n",
        "    {\"id\": \"ART16-6\", \"properties\": {\"label\": \"Conformity Assessment\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-7\", \"properties\": {\"label\": \"Conformity Declaration\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-8\", \"properties\": {\"label\": \"Affix CE Marking\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-9\", \"properties\": {\"label\": \"Registration\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"510-324\"}},\n",
        "    {\"id\": \"ART16-10\", \"properties\": {\"label\": \"Corrective Action / Duty of Information\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"887-750\"}},\n",
        "    {\"id\": \"ART16-11\", \"properties\": {\"label\": \"Regulatory Cooperation (Demonstrate Conformity)\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART16-12\", \"properties\": {\"label\": \"Accessibility Requirements\", \"Article\": 16, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-16/\", \"CRE\": \"510-324\"}},\n",
        "\n",
        "    {\"id\": \"ART17-1\", \"properties\": {\"label\": \"Strategy for Regulatory Compliance\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"510-324\"}},\n",
        "    {\"id\": \"ART17-2\", \"properties\": {\"label\": \"Design, Design Control and Design Verification Measures\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"326-704\"}},\n",
        "    {\"id\": \"ART17-3\", \"properties\": {\"label\": \"Development , Quality Control and QA Measures\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"433-442\"}},\n",
        "    {\"id\": \"ART17-4\", \"properties\": {\"label\": \"Examination, Test & Validation Measures and Frequency\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"433-442\"}},\n",
        "    {\"id\": \"ART17-5\", \"properties\": {\"label\": \"Technical Specifications to be Applied\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"787-638\"}},\n",
        "    {\"id\": \"ART17-6\", \"properties\": {\"label\": \"Data Management Systems and Procedures\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"126-668\"}},\n",
        "    {\"id\": \"ART17-7\", \"properties\": {\"label\": \"Risk Management System\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"307-242\"}},\n",
        "    {\"id\": \"ART17-8\", \"properties\": {\"label\": \"Implement Post-Market Monitoring System\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"887-750\"}},\n",
        "    {\"id\": \"ART17-9\", \"properties\": {\"label\": \"Serious Incident Reporting Procedures\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"463-577\"}},\n",
        "    {\"id\": \"ART17-10\", \"properties\": {\"label\": \"Communication with National Competent Authorities\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"510-324\"}},\n",
        "    {\"id\": \"ART17-11\", \"properties\": {\"label\": \"Resource Management\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"563-088\"}},\n",
        "    {\"id\": \"ART17-12\", \"properties\": {\"label\": \"Accountability Framework\", \"Article\": 17, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-17/\", \"CRE\": \"427-113\"}},\n",
        "\n",
        "    {\"id\": \"ART9\", \"properties\": {\"label\": \"Risk Management System\", \"Article\": 9, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-9/\", \"CRE\": \"307-242\"}},\n",
        "    {\"id\": \"ART10\", \"properties\": {\"label\": \"Data & Data Governance\", \"Article\": 10, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-10/\", \"CRE\": \"287-823\"}},\n",
        "    {\"id\": \"ART11\", \"properties\": {\"label\": \"Technical Documentation\", \"Article\": 11, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-11/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART12\", \"properties\": {\"label\": \"Record Keeping (Logs)\", \"Article\": 12, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-12/\", \"CRE\": \"842-876\"}},\n",
        "    {\"id\": \"ART13\", \"properties\": {\"label\": \"Transparency & Use Instructions for Deployers\", \"Article\": 13, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-13/\", \"CRE\": \"820-877\"}},\n",
        "    {\"id\": \"ART14\", \"properties\": {\"label\": \"Design/Develop to enable Human Oversight\", \"Article\": 14, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-14/\", \"CRE\": \"433-342\"}},\n",
        "    {\"id\": \"ART15\", \"properties\": {\"label\": \"Accuracy, Robustness & Cybersecurity\", \"Article\": 15, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-2/article-15/\", \"CRE\": \"464-513\"}},\n",
        "\n",
        "    {\"id\": \"ART18-1\", \"properties\": {\"label\": \"Changes Approved by Notified Bodies\", \"Article\": 18, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-18/\", \"CRE\": \"124-564\"}},\n",
        "    {\"id\": \"ART18-2\", \"properties\": {\"label\": \"Decisions/Documents Issues by Notified Bodies\", \"Article\": 18, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-18/\", \"CRE\": \"464-513\"}},\n",
        "    {\"id\": \"ART18-3\", \"properties\": {\"label\": \"EU Declaration of Conformity\", \"Article\": 18, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-3/article-18/\", \"CRE\": \"464-513\"}},\n",
        "\n",
        "    {\"id\": \"ART51-1\", \"properties\": {\"label\": \"Register High Risk AI System Provider\", \"Article\": 51, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-5/article-51/\", \"CRE\": \"766-162\"}},\n",
        "    {\"id\": \"ART51-2\", \"properties\": {\"label\": \"Register High Risk AI System\", \"Article\": 51, \"URL\": \"https://artificialintelligenceact.com/title-iii/chapter-5/article-51/\", \"CRE\": \"766-162\"}}\n",
        "\n",
        "]\n",
        "\n",
        "w.edges = [\n",
        "    {\"id\": 1, \"start\": \"ART16-3\", \"end\": \"ART17-1\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 2, \"start\": \"ART16-3\", \"end\": \"ART17-2\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 3, \"start\": \"ART16-3\", \"end\": \"ART17-3\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 4, \"start\": \"ART16-3\", \"end\": \"ART17-4\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 5, \"start\": \"ART16-3\", \"end\": \"ART17-6\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 6, \"start\": \"ART16-3\", \"end\": \"ART17-7\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 7, \"start\": \"ART16-3\", \"end\": \"ART17-8\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 8, \"start\": \"ART16-3\", \"end\": \"ART17-9\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 9, \"start\": \"ART16-3\", \"end\": \"ART17-10\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 10, \"start\": \"ART16-3\", \"end\": \"ART17-11\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 11, \"start\": \"ART16-3\", \"end\": \"ART17-12\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 12, \"start\": \"ART16-3\", \"end\": \"ART16-4\", \"properties\": {\"label\": \"TO_INCLUDE\"}},\n",
        "    {\"id\": 13, \"start\": \"ART16-10\", \"end\": \"ART17-9\", \"properties\": {\"label\": \"SEE_ALSO\"}},\n",
        "    {\"id\": 14, \"start\": \"ART16-1\", \"end\": \"ART9\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 15, \"start\": \"ART16-1\", \"end\": \"ART10\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 16, \"start\": \"ART16-1\", \"end\": \"ART11\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 17, \"start\": \"ART16-1\", \"end\": \"ART12\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 18, \"start\": \"ART16-1\", \"end\": \"ART13\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 19, \"start\": \"ART16-1\", \"end\": \"ART14\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 20, \"start\": \"ART16-1\", \"end\": \"ART15\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 21, \"start\": \"ART9\", \"end\": \"ART17-7\", \"properties\": {\"label\": \"RELATED_TO\"}},\n",
        "    {\"id\": 22, \"start\": \"ART16-4\", \"end\": \"ART11\", \"properties\": {\"label\": \"RELATED_TO\"}},\n",
        "    {\"id\": 23, \"start\": \"ART16-4\", \"end\": \"ART18-1\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 24, \"start\": \"ART16-4\", \"end\": \"ART18-2\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 25, \"start\": \"ART16-4\", \"end\": \"ART18-3\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 26, \"start\": \"ART16-5\", \"end\": \"ART12\", \"properties\": {\"label\": \"RELATED_TO\"}},\n",
        "    {\"id\": 27, \"start\": \"ART16-9\", \"end\": \"ART51-1\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 28, \"start\": \"ART16-9\", \"end\": \"ART51-2\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 29, \"start\": \"ART13\", \"end\": \"ART13-1\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 30, \"start\": \"ART13\", \"end\": \"ART13-2\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 31, \"start\": \"ART13\", \"end\": \"ART13-3\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 32, \"start\": \"ART13\", \"end\": \"ART13-4\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 33, \"start\": \"ART13\", \"end\": \"ART13-5\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 34, \"start\": \"ART13\", \"end\": \"ART13-6\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 35, \"start\": \"ART13\", \"end\": \"ART13-7\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 36, \"start\": \"ART13\", \"end\": \"ART13-8\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 37, \"start\": \"ART13\", \"end\": \"ART13-9\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 38, \"start\": \"ART13\", \"end\": \"ART13-10\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 39, \"start\": \"ART13\", \"end\": \"ART13-11\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 40, \"start\": \"ART13\", \"end\": \"ART13-12\", \"properties\": {\"label\": \"REQUIRES\"}},\n",
        "    {\"id\": 41, \"start\": \"ART13-10\", \"end\": \"ART14\", \"properties\": {\"label\": \"SEE_ALSO\"}},\n",
        "]\n",
        "\n",
        "w.directed = True\n",
        "\n",
        "# Define a function to determine node color based on ID prefix\n",
        "def custom_node_color_mapping(node: Dict):\n",
        "    \"\"\"Determine node color based on ID prefix and return the corresponding color with an attractive scheme.\"\"\"\n",
        "    # Define attractive colors for each node type\n",
        "    colors = {\n",
        "        \"ART16\": \"#e8a876\",\n",
        "        \"ART17\": \"#93e876\",\n",
        "        \"ART9\": \"#e362d4\",\n",
        "        \"ART10\": \"#e362d4\",\n",
        "        \"ART11\": \"#e362d4\",\n",
        "        \"ART12\": \"#e362d4\",\n",
        "        \"ART13\": \"#e362d4\",\n",
        "        \"ART13-\": \"#ede772\",\n",
        "        \"ART14\": \"#e362d4\",\n",
        "        \"ART15\": \"#e362d4\",\n",
        "        \"ART18\": \"#FF6347\",\n",
        "        \"ART51\": \"#76c0e8\",\n",
        "    }\n",
        "\n",
        "    # Determine the node type from its ID and apply the corresponding color\n",
        "    for prefix, color in colors.items():\n",
        "        if node['id'].startswith(prefix):\n",
        "            return color\n",
        "\n",
        "    # Return a default color if the node type does not match any of the specified types\n",
        "    # This line can be omitted if you do not wish to apply a default color\n",
        "    return \"#CCCCCC\"  # Light gray as a default color\n",
        "\n",
        "# Use the defined function to set node colors\n",
        "w.set_node_color_mapping(custom_node_color_mapping)\n",
        "\n",
        "# Display the graph\n",
        "display(w)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "-WioipTP4fu1",
      "metadata": {
        "id": "-WioipTP4fu1"
      },
      "source": [
        "## Exploring Relationships\n",
        "\n",
        "The graph visualisation allows you to explore the relationships between different requirements and their parent articles. Here are a few interesting relationships to investigate:\n",
        "\n",
        "- The specific requirements that fall under a given Article\n",
        "- Nodes (requirements) that are connected by specific relationship types such as \"REQUIRES\" or \"SEE_ALSO\"\n",
        "- Identifying key requirements by analysing their degree of centrality in the graph\n",
        "\n",
        "Use the code cells below to generate subgraphs focusing on specific aspects of the AI Act."
      ]
    },
    {
      "cell_type": "markdown",
      "id": "cEHvU-va5Os9",
      "metadata": {
        "id": "cEHvU-va5Os9"
      },
      "source": [
        "### Requirements in Article\n",
        "This subgraph focuses on the nodes and edges related to Article 16 of the AI regulation. It provides a visual representation of the specific requirements and their relationships within Article 16, allowing for a more targeted analysis of this particular section of the regulation."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "Hy6qhGKc4EvJ",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 517,
          "referenced_widgets": [
            "f57966e3c00548788b16a770a0102c50",
            "199e51bb71394d2d9fad486ce9a2b5a0"
          ]
        },
        "id": "Hy6qhGKc4EvJ",
        "outputId": "5ab94df7-1a23-4cb2-ebbb-d286dcc718e2"
      },
      "outputs": [],
      "source": [
        "# Generate a subgraph showing nodes related to Article 16\n",
        "article_16_nodes = [node for node in w.nodes if node['properties']['Article'] == 16]\n",
        "article_16_edges = [edge for edge in w.edges if edge['start'] in [node['id'] for node in article_16_nodes] or edge['end'] in [node['id'] for node in article_16_nodes]]\n",
        "article_16_graph = GraphWidget()\n",
        "article_16_graph.nodes = article_16_nodes\n",
        "article_16_graph.edges = article_16_edges\n",
        "article_16_graph.directed = True\n",
        "article_16_graph.set_node_color_mapping(custom_node_color_mapping)\n",
        "display(article_16_graph)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "Qr8GmNS25sYt",
      "metadata": {
        "id": "Qr8GmNS25sYt"
      },
      "source": [
        "### Subgraph of \"REQUIRES\" Relationships\n",
        "\n",
        "This subgraph highlights the nodes and edges that are connected by the \"REQUIRES\" relationship type. It allows for a focused analysis of the dependencies and mandatory relationships between different requirements in the AI regulation."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "r8JD9Kl74QXN",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817,
          "referenced_widgets": [
            "a155a9e56624429c962ccfce4b37912d",
            "da12a591227b4f589361fd4dd202a77c"
          ]
        },
        "id": "r8JD9Kl74QXN",
        "outputId": "b14c7fa9-2ad5-4bdf-e13d-87b255786f54"
      },
      "outputs": [],
      "source": [
        "# Generate a subgraph showing nodes connected by the \"REQUIRES\" edge type\n",
        "requires_edges = [edge for edge in w.edges if edge['properties']['label'] == 'REQUIRES']\n",
        "requires_nodes = list(set([edge['start'] for edge in requires_edges] + [edge['end'] for edge in requires_edges]))\n",
        "requires_subgraph = GraphWidget()\n",
        "requires_subgraph.nodes = [node for node in w.nodes if node['id'] in requires_nodes]\n",
        "requires_subgraph.edges = requires_edges\n",
        "requires_subgraph.directed = True\n",
        "requires_subgraph.set_node_color_mapping(custom_node_color_mapping)\n",
        "display(requires_subgraph)"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "v26viIhl8K5l",
      "metadata": {
        "id": "v26viIhl8K5l"
      },
      "source": [
        "### Requirements with High Degree Centrality\n",
        "\n",
        "This subgraph focuses on nodes that have a high degree centrality, meaning they have a large number of incoming and/or outgoing edges. Nodes with a degree centrality above a specified threshold are included in the subgraph. This analysis can help identify key requirements or articles that are highly connected and potentially have a significant impact on the overall regulatory framework."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "Vm4Sbvt-6Vlg",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 817,
          "referenced_widgets": [
            "024bd818e8be4126b6074ab805dfcdde",
            "221f47fff78549d0b0bf83e7a24731b3"
          ]
        },
        "id": "Vm4Sbvt-6Vlg",
        "outputId": "4733cd38-043e-4d46-9e62-50db03fe6500"
      },
      "outputs": [],
      "source": [
        "# Calculate degree centrality for each node\n",
        "degree_centrality = {}\n",
        "for node in w.nodes:\n",
        "    degree_centrality[node['id']] = sum([1 for edge in w.edges if edge['start'] == node['id'] or edge['end'] == node['id']])\n",
        "\n",
        "# Generate a subgraph showing nodes with a degree centrality above a certain threshold\n",
        "threshold = 5\n",
        "high_degree_nodes = [node for node in w.nodes if degree_centrality[node['id']] > threshold]\n",
        "high_degree_edges = [edge for edge in w.edges if edge['start'] in [node['id'] for node in high_degree_nodes] or edge['end'] in [node['id'] for node in high_degree_nodes]]\n",
        "high_degree_subgraph = GraphWidget()\n",
        "high_degree_subgraph.nodes = high_degree_nodes\n",
        "high_degree_subgraph.edges = high_degree_edges\n",
        "high_degree_subgraph.directed = True\n",
        "high_degree_subgraph.set_node_color_mapping(custom_node_color_mapping)\n",
        "display(high_degree_subgraph)"
      ]
    }
  ],
  "metadata": {
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    "kernelspec": {
      "display_name": "Python 3 (ipykernel)",
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                "start": "CTL4",
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              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "TYP4",
                "id": 12,
                "label": "IS_OF_TYPE",
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                  "label": "IS_OF_TYPE"
                },
                "start": "CTL4",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "CAT1",
                "id": 13,
                "label": "IS_IN_CATEGORY",
                "properties": {
                  "label": "IS_IN_CATEGORY"
                },
                "start": "CTL5",
                "thickness_factor": 1
              },
              {
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                "end": "GRP1",
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                },
                "start": "CTL5",
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              },
              {
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                "end": "TYP1",
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                "start": "CTL5",
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              },
              {
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                "end": "CAT1",
                "id": 16,
                "label": "IS_IN_CATEGORY",
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                },
                "start": "CTL6",
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              },
              {
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                "end": "GRP1",
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                "start": "CTL6",
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              },
              {
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                "start": "CTL6",
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              },
              {
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                "end": "CAT1",
                "id": 19,
                "label": "IS_IN_CATEGORY",
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                },
                "start": "CTL7",
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              },
              {
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                "end": "GRP2",
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              },
              {
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              },
              {
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                "id": 22,
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                "start": "CTL8",
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              },
              {
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              },
              {
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              },
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                "id": 25,
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                "start": "CTL9",
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              },
              {
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              },
              {
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              },
              {
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                "start": "CTL10",
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              },
              {
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              },
              {
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              },
              {
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              },
              {
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                "id": 32,
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                "start": "CTL11",
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              },
              {
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                "end": "GRP2",
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                "start": "CTL11",
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              },
              {
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              },
              {
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                "id": 35,
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                "start": "CTL12",
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              },
              {
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              },
              {
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                "start": "CTL12",
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              },
              {
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                "start": "CTL13",
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              },
              {
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                "start": "CTL13",
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              },
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                "start": "CTL13",
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              },
              {
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                "start": "CTL14",
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              },
              {
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              },
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              },
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                "start": "CTL15",
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              },
              {
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              },
              {
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              },
              {
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                "start": "CTL16",
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              },
              {
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              },
              {
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                "start": "CTL16",
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              },
              {
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                "start": "CTL17",
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              },
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              },
              {
                "color": "#15AFAC",
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              },
              {
                "color": "#15AFAC",
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              },
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              },
              {
                "color": "#15AFAC",
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                },
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              },
              {
                "color": "#15AFAC",
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              },
              {
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              },
              {
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                "start": "CTL18",
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              },
              {
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              },
              {
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              },
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              },
              {
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                },
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              },
              {
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                },
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              },
              {
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                },
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              },
              {
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                },
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              },
              {
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                "id": 66,
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                },
                "start": "CTL19",
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              },
              {
                "color": "#15AFAC",
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                },
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              },
              {
                "color": "#15AFAC",
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                },
                "start": "CTL19",
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              },
              {
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                },
                "start": "CTL19",
                "thickness_factor": 1
              },
              {
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                },
                "start": "CTL19",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                },
                "start": "CTL19",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "id": 72,
                "label": "IS_IN_GROUP",
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                },
                "start": "CTL19",
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              },
              {
                "color": "#15AFAC",
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                },
                "start": "CTL19",
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              },
              {
                "color": "#15AFAC",
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                "end": "CAT2",
                "id": 74,
                "label": "IS_IN_CATEGORY",
                "properties": {
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                },
                "start": "CTL20",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "end": "GRP5",
                "id": 75,
                "label": "IS_IN_GROUP",
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                },
                "start": "CTL20",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "end": "TYP2",
                "id": 76,
                "label": "IS_OF_TYPE",
                "properties": {
                  "label": "IS_OF_TYPE"
                },
                "start": "CTL20",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "end": "CAT2",
                "id": 77,
                "label": "IS_IN_CATEGORY",
                "properties": {
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                },
                "start": "CTL21",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "GRP5",
                "id": 78,
                "label": "IS_IN_GROUP",
                "properties": {
                  "label": "IS_IN_GROUP"
                },
                "start": "CTL21",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "end": "TYP2",
                "id": 79,
                "label": "IS_OF_TYPE",
                "properties": {
                  "label": "IS_OF_TYPE"
                },
                "start": "CTL21",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
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                "end": "CAT2",
                "id": 80,
                "label": "IS_IN_CATEGORY",
                "properties": {
                  "label": "IS_IN_CATEGORY"
                },
                "start": "CTL22",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "GRP5",
                "id": 81,
                "label": "IS_IN_GROUP",
                "properties": {
                  "label": "IS_IN_GROUP"
                },
                "start": "CTL22",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "TYP3",
                "id": 82,
                "label": "IS_OF_TYPE",
                "properties": {
                  "label": "IS_OF_TYPE"
                },
                "start": "CTL22",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "CAT2",
                "id": 83,
                "label": "IS_IN_CATEGORY",
                "properties": {
                  "label": "IS_IN_CATEGORY"
                },
                "start": "CTL23",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "GRP5",
                "id": 84,
                "label": "IS_IN_GROUP",
                "properties": {
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                },
                "start": "CTL23",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "TYP3",
                "id": 85,
                "label": "IS_OF_TYPE",
                "properties": {
                  "label": "IS_OF_TYPE"
                },
                "start": "CTL23",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "CAT2",
                "id": 86,
                "label": "IS_IN_CATEGORY",
                "properties": {
                  "label": "IS_IN_CATEGORY"
                },
                "start": "CTL24",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "GRP5",
                "id": 87,
                "label": "IS_IN_GROUP",
                "properties": {
                  "label": "IS_IN_GROUP"
                },
                "start": "CTL24",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "TYP3",
                "id": 88,
                "label": "IS_OF_TYPE",
                "properties": {
                  "label": "IS_OF_TYPE"
                },
                "start": "CTL24",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
                "end": "CAT2",
                "id": 89,
                "label": "IS_IN_CATEGORY",
                "properties": {
                  "label": "IS_IN_CATEGORY"
                },
                "start": "CTL25",
                "thickness_factor": 1
              },
              {
                "color": "#15AFAC",
                "directed": true,
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