Sparcification_Plots.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyOIJItlNlSMntyqCcOwPmPx",
      "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/MehrdadJalali-KIT/InverseLinkPredcition/blob/main/Sparcification_Plots.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": {
        "id": "RvPOqhe9tW18"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load edge list and features\n",
        "edges_list_filename = 'sparsified_graph_edges_0.98.csv'\n",
        "summary_data_filename = '1M1L3D_summary.csv'\n",
        "\n",
        "edges_list = pd.read_csv(edges_list_filename, header=None, names=['source', 'target', 'weight'], delimiter=' ')\n",
        "summary_data = pd.read_csv(summary_data_filename)\n",
        "\n",
        "# Filter summary data based on edge list\n",
        "node_labels = np.unique(np.concatenate((edges_list['source'], edges_list['target'])))\n",
        "\n",
        "summary_data_filtered = summary_data[summary_data['refcode'].isin(node_labels)]\n",
        "summary_data_filtered['PLD_category'] = pd.cut(summary_data_filtered['Pore Limiting Diameter'], bins=[-np.inf, 2.4, 4.5, 8, np.inf], labels=['nonporous', 'small pore', 'medium pore', 'large pore'])\n",
        "labels = pd.get_dummies(summary_data_filtered['PLD_category']).values\n",
        "# Calculate percentage of each class label\n",
        "class_labels = summary_data_filtered['PLD_category']\n",
        "class_counts = class_labels.value_counts(normalize=True) * 100\n",
        "\n",
        "# Plot percentage of each class label\n",
        "plt.figure(figsize=(8, 6))\n",
        "class_counts.plot(kind='bar', color='skyblue', edgecolor='black')\n",
        "plt.title('Percentage of Each Class Label')\n",
        "plt.xlabel('Class Label')\n",
        "plt.ylabel('Percentage (%)')\n",
        "plt.xticks(rotation=45)\n",
        "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import warnings\n",
        "\n",
        "# Suppress all warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# Define the summary data file\n",
        "summary_data_filename = '1M1L3D_summary.csv'\n",
        "\n",
        "# Load summary data\n",
        "summary_data = pd.read_csv(summary_data_filename)\n",
        "\n",
        "# Define the dictionary of edge files\n",
        "edge_files = {\n",
        "    'Original Graph': 'edges_list_0.8_Full.csv',\n",
        "    'Sparsified Graph with Threshold 0.9': 'sparsified_graph_edges_0.9.csv',\n",
        "    'Sparsified Graph with Threshold 0.95': 'sparsified_graph_edges_0.95.csv',\n",
        "    'Sparsified Graph with Threshold 0.98': 'sparsified_graph_edges_0.98.csv'\n",
        "}\n",
        "\n",
        "# Function to process each edge file\n",
        "def process_edge_file(edge_file):\n",
        "    # Load edge list\n",
        "    edges_list = pd.read_csv(edge_file, header=None, names=['source', 'target', 'weight'], delimiter=' ')\n",
        "\n",
        "    # Filter summary data based on edge list\n",
        "    node_labels = np.unique(np.concatenate((edges_list['source'], edges_list['target'])))\n",
        "\n",
        "    summary_data_filtered = summary_data[summary_data['refcode'].isin(node_labels)]\n",
        "    summary_data_filtered['PLD_category'] = pd.cut(summary_data_filtered['Pore Limiting Diameter'], bins=[-np.inf, 2.4, 4.5, 8, np.inf], labels=['nonporous', 'small pore', 'medium pore', 'large pore'])\n",
        "\n",
        "    # Calculate percentage of each class label\n",
        "    class_labels = summary_data_filtered['PLD_category']\n",
        "    class_counts = class_labels.value_counts(normalize=True) * 100\n",
        "\n",
        "    return class_counts\n",
        "\n",
        "# Combine results from all edge files\n",
        "combined_class_counts = pd.DataFrame()\n",
        "\n",
        "for label, filename in edge_files.items():\n",
        "    class_counts = process_edge_file(filename)\n",
        "    combined_class_counts[label] = class_counts\n",
        "\n",
        "# Define a custom color palette within the blue spectrum\n",
        "colors = ['#1f77b4', '#377eb8', '#6baed6', '#9ecae1']\n",
        "\n",
        "# Plot percentage of each class label with custom colors\n",
        "plt.figure(figsize=(10, 6))\n",
        "combined_class_counts.plot(kind='bar', edgecolor='black', color=colors)\n",
        "plt.title('Percentage of Each Class Label')\n",
        "plt.xlabel('Class Label')\n",
        "plt.ylabel('Percentage (%)')\n",
        "plt.xticks(rotation=45)\n",
        "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
        "plt.legend(title='Graph Type')\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 505
        },
        "id": "V9bOaWfJTIZG",
        "outputId": "13dcfc31-0058-461f-9ed8-ae3fe1ab6f23"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 0 Axes>"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Degree'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Degree Distribution Comparison')\n",
        "plt.xlabel('Degree')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "FID6mxEmJFo_",
        "outputId": "623872fd-a535-499c-8a8b-cc5921a511c3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Degree'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Optional: Zoom into a specific range of degrees\n",
        "plt.xlim(0, 40)  # Adjust this range based on your data\n",
        "\n",
        "plt.title('Degree Distribution Comparison')\n",
        "plt.xlabel('Degree')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "mxC7_2bcij_w",
        "outputId": "8908151a-6407-4dea-9504-c4ebdf54bc25",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['closnesscentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Closness Centrality Comparison')\n",
        "plt.xlabel('Closness Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "vX1XssOmcCYO",
        "outputId": "b8c650d2-adcb-4389-ef8d-c77528d2db36"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting closeness centrality for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['closnesscentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Zoom into a specific region of closeness centrality (e.g., 0 to 0.6)\n",
        "plt.xlim(0.1, 0.6)\n",
        "\n",
        "plt.title('Zoomed-in Closeness Centrality Comparison')\n",
        "plt.xlabel('Closeness Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "FEIL-zDNgp_A",
        "outputId": "f502fd0f-deac-418a-e2b5-0e2b8e6a55cf",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Weighted Degree'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Weighted Degree Comparison')\n",
        "plt.xlabel('Weighted Degreey')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "MMoKe3bndBqg",
        "outputId": "d51b4801-f2c6-4f0a-9643-e9974cc1120e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting weighted degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Weighted Degree'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Optional: Zooming in by limiting x-axis range\n",
        "plt.xlim(0, 15)  # Adjust the range based on your data to zoom into a specific area\n",
        "\n",
        "plt.title('Weighted Degree Comparison')\n",
        "plt.xlabel('Weighted Degree')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "SQAffqQ0g78U",
        "outputId": "46143e27-bcfc-40b3-f1f4-6a8e735813fb",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Eccentricity'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Eccentricity Comparison')\n",
        "plt.xlabel('Eccentricity')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "sGfgMA8KdMhM",
        "outputId": "a1ce570e-8fb7-4f86-b4a5-67c6b3fa4247"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting eccentricity distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['Eccentricity'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Add zoom by limiting x-axis range if needed\n",
        "plt.xlim(0, 10)  # Adjust this range based on the area you want to zoom into\n",
        "\n",
        "plt.title('Zoomed-in Eccentricity Comparison')\n",
        "plt.xlabel('Eccentricity')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "18z4ldsUhImd",
        "outputId": "d9d55397-316a-4850-cbfe-ea85b1e7d42d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['betweenesscentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Betweeness Centrality Comparison')\n",
        "plt.xlabel('Betweeness Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "eJMSQEpqdY_S",
        "outputId": "8a5ab64f-0112-41cd-bc30-665744a8c506"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting betweenness centrality distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['betweenesscentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Zooming in by limiting x-axis range for better visibility\n",
        "plt.xlim(0, 0.0002)  # Adjust this value based on where you want to zoom in\n",
        "\n",
        "plt.title('Zoomed-in Betweenness Centrality Comparison')\n",
        "plt.xlabel('Betweenness Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "FsyebrdwheRe",
        "outputId": "0aee370c-5e5b-4b2a-f699-98f3d8909988",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting degree distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['eigencentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "plt.title('Eigen Centrality Comparison')\n",
        "plt.xlabel('Eigen Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "7JEGHFSJdtw9",
        "outputId": "b6b2ad70-4ec9-4af2-efd8-8f547539ea09"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Load datasets\n",
        "files = {\n",
        "    'Original Graph': 'Nodes_Original.csv',\n",
        "    'Sparcified Graph with Threshold 0.9': 'Nodes_0.9.csv',\n",
        "    'Sparcified Graph with Threshold 0.95': 'Nodes_0.95.csv',\n",
        "    'Sparcified Graph with Threshold 0.98': 'Nodes_0.98.csv'\n",
        "}\n",
        "\n",
        "# Create a figure\n",
        "plt.figure(figsize=(10, 6))\n",
        "\n",
        "# Plotting eigen centrality distribution for each file\n",
        "for label, filename in files.items():\n",
        "    df = pd.read_csv(filename)\n",
        "    plt.hist(df['eigencentrality'], bins=60, alpha=0.5, label=label)\n",
        "\n",
        "# Optional: Zooming in by limiting x-axis range\n",
        "plt.xlim(0, 0.2)  # Adjust the range based on your data to zoom into a specific area\n",
        "\n",
        "plt.title('Zoomed-in Eigen Centrality Comparison')\n",
        "plt.xlabel('Eigen Centrality')\n",
        "plt.ylabel('Frequency')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "WIVI6BkHhvSK",
        "outputId": "9f7e744f-29f8-4dd2-8260-ef75ecfdb3f1",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        }
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Mount drive\n",
        "from google.colab import drive\n",
        "import os\n",
        "\n",
        "drive.mount('/content/drive')\n",
        "# Change working path\n",
        "os.chdir('/content/drive/MyDrive/Research/MOF/InverseLinkPredcition')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zqGoo4oZtcE-",
        "outputId": "e58a4529-2db0-4a88-b946-36c005c3d92c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    }
  ]
}