evaluation_metrics_graphs.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "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/anshika-1102/Facial_Emotion_Recognition/blob/main/evaluation_metrics_graphs.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Accuracy bar graph"
      ],
      "metadata": {
        "id": "kFr2oq6ceZzy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from matplotlib.patches import Patch\n",
        "\n",
        "# Sample data\n",
        "data = {\n",
        "    'model_name': ['EfficientNet', 'VGG', 'ResNet'],\n",
        "    'Accuracy': [0.366935, 0.193548, 0.298387],\n",
        "}\n",
        "\n",
        "# Create a beautiful color palette\n",
        "palette = sns.color_palette(\"muted\")\n",
        "\n",
        "# Create a bar graph for Accuracy\n",
        "plt.figure(figsize=(8, 6))\n",
        "ax = sns.barplot(x='model_name', y='Accuracy', data=data, palette=palette)\n",
        "\n",
        "# Display values above each bar\n",
        "for p in ax.patches:\n",
        "    ax.annotate(f'{p.get_height():.4f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
        "                ha='center', va='center', fontsize=12, color='black', xytext=(0, 10),\n",
        "                textcoords='offset points')\n",
        "\n",
        "plt.title('Accuracy Comparison')\n",
        "plt.xlabel('Model Name')\n",
        "plt.ylabel('Accuracy')\n",
        "\n",
        "# Create a custom legend with colors and model names\n",
        "legend_patches = [Patch(color=color, label=model_name) for color, model_name in zip(palette, data['model_name'])]\n",
        "plt.legend(handles=legend_patches, title='Models',loc='upper center', bbox_to_anchor=(0.5, 1))\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "A7wXJDk7stuc",
        "outputId": "9f98c0cb-fa50-41ac-b75f-434bf0a07e82"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Precision bar graph"
      ],
      "metadata": {
        "id": "aipssEmzj4ed"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from matplotlib.patches import Patch\n",
        "\n",
        "# Sample data\n",
        "data = {\n",
        "    'model_name': ['EfficientNet', 'VGG', 'ResNet'],\n",
        "    'Precision': [0.403429, 0.202163, 0.331755],\n",
        "}\n",
        "\n",
        "# Create a beautiful color palette\n",
        "palette = sns.color_palette(\"muted\")\n",
        "\n",
        "# Create a bar graph for Precision\n",
        "plt.figure(figsize=(8, 6))\n",
        "ax = sns.barplot(x='model_name', y='Precision', data=data, palette=palette)\n",
        "\n",
        "# Display values above each bar\n",
        "for p in ax.patches:\n",
        "    ax.annotate(f'{p.get_height():.4f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
        "                ha='center', va='center', fontsize=12, color='black', xytext=(0, 10),\n",
        "                textcoords='offset points')\n",
        "\n",
        "plt.title('Precision Comparison')\n",
        "plt.xlabel('Model Name')\n",
        "plt.ylabel('Precision')\n",
        "\n",
        "# Create a custom legend with colors and model names\n",
        "legend_patches = [Patch(color=color, label=model_name) for color, model_name in zip(palette, data['model_name'])]\n",
        "plt.legend(handles=legend_patches, title='Models',loc='upper center', bbox_to_anchor=(0.5, 1))\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "phyHxG1tkHB5",
        "outputId": "eecf0388-1763-41bf-a7c2-ba49e0cc1fd9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Recall bar graph"
      ],
      "metadata": {
        "id": "u0ac7CCqj4bt"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from matplotlib.patches import Patch\n",
        "\n",
        "# Sample data\n",
        "data = {\n",
        "    'model_name': ['EfficientNet', 'VGG', 'ResNet'],\n",
        "    'Recall': [0.366935, 0.193548, 0.298387],\n",
        "}\n",
        "\n",
        "# Create a beautiful color palette\n",
        "palette = sns.color_palette(\"muted\")\n",
        "\n",
        "# Create a bar graph for Recall\n",
        "plt.figure(figsize=(8, 6))\n",
        "ax = sns.barplot(x='model_name', y='Recall', data=data, palette=palette)\n",
        "\n",
        "# Display values above each bar\n",
        "for p in ax.patches:\n",
        "    ax.annotate(f'{p.get_height():.4f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
        "                ha='center', va='center', fontsize=12, color='black', xytext=(0, 10),\n",
        "                textcoords='offset points')\n",
        "\n",
        "plt.title('Recall Comparison')\n",
        "plt.xlabel('Model Name')\n",
        "plt.ylabel('Recall')\n",
        "\n",
        "# Create a custom legend with colors and model names\n",
        "legend_patches = [Patch(color=color, label=model_name) for color, model_name in zip(palette, data['model_name'])]\n",
        "plt.legend(handles=legend_patches, title='Models',loc='upper center', bbox_to_anchor=(0.5, 1))\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "qa3i9V_CkH2G",
        "outputId": "08f17ca4-eba8-40ff-8859-7151c7378ee1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# F1-Score bar graph"
      ],
      "metadata": {
        "id": "QDBUIzk7j4Y5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from matplotlib.patches import Patch\n",
        "\n",
        "# Sample data\n",
        "data = {\n",
        "    'model_name': ['EfficientNet', 'VGG', 'ResNet'],\n",
        "    'F1 Score': [0.359769, 0.180351, 0.297495],\n",
        "}\n",
        "\n",
        "# Create a beautiful color palette\n",
        "palette = sns.color_palette(\"muted\")\n",
        "\n",
        "# Create a bar graph for F1 Score\n",
        "plt.figure(figsize=(8, 6))\n",
        "ax = sns.barplot(x='model_name', y='F1 Score', data=data, palette=palette)\n",
        "\n",
        "# Display values above each bar\n",
        "for p in ax.patches:\n",
        "    ax.annotate(f'{p.get_height():.4f}', (p.get_x() + p.get_width() / 2., p.get_height()),\n",
        "                ha='center', va='center', fontsize=12, color='black', xytext=(0, 10),\n",
        "                textcoords='offset points')\n",
        "\n",
        "plt.title('F1 Score Comparison')\n",
        "plt.xlabel('Model Name')\n",
        "plt.ylabel('F1 Score')\n",
        "\n",
        "# Create a custom legend with colors and model names\n",
        "legend_patches = [Patch(color=color, label=model_name) for color, model_name in zip(palette, data['model_name'])]\n",
        "plt.legend(handles=legend_patches, title='Models',loc='upper center', bbox_to_anchor=(0.5, 1))\n",
        "\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 521
        },
        "id": "kI2q238ikIYn",
        "outputId": "028e22d1-8148-4218-a980-2ab7225a597c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "9eStdlppkNv1"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}