URL_Phishing_Detection.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Cdb-NjBrpyxg"
      },
      "source": [
        "## Install the necessary libraries"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "7CgGEX4Vpxga",
        "outputId": "41594dc1-5f57-4c33-a7a7-1e5ad1c8e630"
      },
      "outputs": [],
      "source": [
        "!pip install tensorflow pandas numpy matplotlib sklearn seaborn"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TVsel78Oebbl"
      },
      "source": [
        "# Importing all the necessary libraries\n",
        "Import necessary libraries such as pandas, numpy, matplotlib, seaborn, and\n",
        "TensorFlow's Keras module, enabling data manipulation, visualization etc.."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "id": "rVbsphj4E_AW"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "from matplotlib import pyplot as plt\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow import keras\n",
        "import seaborn as sns\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import confusion_matrix"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OJBuBYxweqhp"
      },
      "source": [
        "# Data Reading and Manipulation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "id": "S3t9E8TPFEc-"
      },
      "outputs": [],
      "source": [
        "# Read the dataset\n",
        "data = pd.read_csv('/content/dataset_phishing.csv')\n",
        "\n",
        "data['status'] = data['status'].replace('legitimate', 0)\n",
        "data['status'] = data['status'].replace('phishing', 1)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "evfhROiGe7-d"
      },
      "source": [
        "# Data Visualization\n",
        "## Pie chart for checking any imbalance"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 21,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 423
        },
        "id": "SLI7waNEfE6l",
        "outputId": "8800e96c-871e-4938-f64d-9a17483be2e4"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "<Axes: ylabel='status'>"
            ]
          },
          "execution_count": 21,
          "metadata": {},
          "output_type": "execute_result"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "data['status'].value_counts().plot(kind = 'pie', colors = ['blue', 'green'], labels=['Legitimate', 'Phishing'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 22,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t7rathp2n9JV",
        "outputId": "1191041f-2f9c-4f3c-bbe2-5e96a82bcd85"
      },
      "outputs": [
        {
          "data": {
            "text/plain": [
              "0        0\n",
              "1        1\n",
              "2        1\n",
              "3        0\n",
              "4        0\n",
              "        ..\n",
              "11425    0\n",
              "11426    1\n",
              "11427    0\n",
              "11428    0\n",
              "11429    1\n",
              "Name: status, Length: 11430, dtype: int64"
            ]
          },
          "execution_count": 22,
          "metadata": {},
          "output_type": "execute_result"
        }
      ],
      "source": [
        "data['status']"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4KAwYwogfJhK"
      },
      "source": [
        "## Train-Test Data Separation\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 23,
      "metadata": {
        "id": "Im-oWziPZIvv"
      },
      "outputs": [],
      "source": [
        "X = data.drop(['url', 'status'], axis = 1)\n",
        "Y = data['status']\n",
        "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, test_size=0.3, random_state = 42)\n",
        "np.save(\"X_train.npy\", X_train)\n",
        "np.save(\"Y_train.npy\", Y_train)\n",
        "np.save(\"X_test.npy\", X_test)\n",
        "np.save(\"Y_test.npy\", Y_test)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UDnBENiQfgeE"
      },
      "source": [
        "## Correlation matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 24,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Gv5_hFSTYrdo",
        "outputId": "488a066d-d167-4b1a-f242-f431e19b9fc3"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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            "text/plain": [
              "<Figure size 3000x3000 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "mat = X_train.corr()\n",
        "plt.figure(figsize=(30, 30))\n",
        "sns.heatmap(mat, cmap='coolwarm', fmt='.2f')\n",
        "plt.title('Correlation Heatmap')\n",
        "plt.xlabel(f'Features (Total: {mat.shape[1]})')\n",
        "plt.ylabel(f'Features (Total: {mat.shape[1]})')\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1TcBp0PxXUkp"
      },
      "source": [
        "## Plotting the important features\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "id": "Z3b6MB1UXSsE"
      },
      "outputs": [],
      "source": [
        "imp_features = [\n",
        "    ['length_url', 'nb_dots', 'nb_hyphens', 'nb_at', 'nb_dslash', 'nb_redirection'],\n",
        "    ['nb_semicolumn', 'nb_www', 'nb_dollar', 'domain_in_title', 'https_token', 'ratio_digits_url', 'iframe'],\n",
        "    ['nb_comma', 'http_in_path', 'domain_with_copyright', 'domain_age', 'domain_registration_length', 'phish_hints', 'brand_in_path'],\n",
        "    ['shortest_words_raw', 'shortest_word_host', 'shortest_word_path', 'longest_words_raw', 'longest_word_host', 'longest_word_path'],\n",
        "    ['avg_words_raw', 'avg_word_host', 'avg_word_path', 'domain_in_brand', 'ratio_intHyperlinks', 'ratio_extHyperlinks', 'ratio_nullHyperlinks']\n",
        "]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "aEzMcUFJXiBZ",
        "outputId": "a1ae21b8-26f1-442d-c74a-bd6f66d19292"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        },
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "for i, features in enumerate(imp_features):\n",
        "    df = data[features]\n",
        "    corr_matrix = df.corr()\n",
        "    sns.heatmap(corr_matrix, annot=True, cbar = True, cmap = 'Paired')\n",
        "    plt.title(f\"Heatmap - Feature Set {i+1}\")\n",
        "    plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "tOAg1jdbZXZe"
      },
      "source": [
        "## Model Architecture\n",
        "The model architecture combines a 1D Convolutional Neural Network (CNN) and Long Short-Term Memory (LSTM). The main reason for including the LSTM layer is to identify relevant recurring patterns in the data. The model is built using the Keras library with a sequential structure.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "id": "own0AASpFLbs"
      },
      "outputs": [],
      "source": [
        "# Build the model\n",
        "model = keras.Sequential([\n",
        "    keras.layers.Conv1D(filters=64, input_shape=(87,1), kernel_size=2, activation='relu'),\n",
        "    keras.layers.MaxPooling1D(pool_size=2),\n",
        "\n",
        "    keras.layers.LSTM(100),\n",
        "    keras.layers.Flatten(),\n",
        "    keras.layers.Dense(64, activation = 'sigmoid'),\n",
        "    keras.layers.Dense(512, activation='sigmoid'),\n",
        "    keras.layers.Dense(64, activation = 'sigmoid'),\n",
        "    keras.layers.Dense(2, activation='sigmoid'),\n",
        "])\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "oiqG5cDRaw73"
      },
      "source": [
        "## Defining Loss and Metrics for Model\n",
        "The loss function used here is sparse categorical cross entropy, which returns one-hot encodings."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "e3JhIsrEFM5s"
      },
      "outputs": [],
      "source": [
        "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', metrics=['accuracy'])"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "OcLBKIyCbD-Q"
      },
      "source": [
        "## Model training\n",
        "The model is trained with 100 epochs, with the default batch size."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "O3cuzxhVFNwU",
        "outputId": "241c4f2b-abdd-482d-c40e-ed2203d9c8a8"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "251/251 [==============================] - 18s 58ms/step - loss: 0.4462 - accuracy: 0.7708\n",
            "Epoch 2/100\n",
            "251/251 [==============================] - 22s 87ms/step - loss: 0.2689 - accuracy: 0.8960\n",
            "Epoch 3/100\n",
            "251/251 [==============================] - 17s 67ms/step - loss: 0.2378 - accuracy: 0.9095\n",
            "Epoch 4/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.2391 - accuracy: 0.9114\n",
            "Epoch 5/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.2063 - accuracy: 0.9248\n",
            "Epoch 6/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1952 - accuracy: 0.9285\n",
            "Epoch 7/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1884 - accuracy: 0.9320\n",
            "Epoch 8/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1708 - accuracy: 0.9395\n",
            "Epoch 9/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.1621 - accuracy: 0.9381\n",
            "Epoch 10/100\n",
            "251/251 [==============================] - 13s 50ms/step - loss: 0.1553 - accuracy: 0.9435\n",
            "Epoch 11/100\n",
            "251/251 [==============================] - 12s 48ms/step - loss: 0.1521 - accuracy: 0.9436\n",
            "Epoch 12/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1473 - accuracy: 0.9468\n",
            "Epoch 13/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.1419 - accuracy: 0.9470\n",
            "Epoch 14/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.1361 - accuracy: 0.9525\n",
            "Epoch 15/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1336 - accuracy: 0.9528\n",
            "Epoch 16/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1298 - accuracy: 0.9536\n",
            "Epoch 17/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.1259 - accuracy: 0.9545\n",
            "Epoch 18/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.1202 - accuracy: 0.9569\n",
            "Epoch 19/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1276 - accuracy: 0.9543\n",
            "Epoch 20/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1128 - accuracy: 0.9595\n",
            "Epoch 21/100\n",
            "251/251 [==============================] - 12s 48ms/step - loss: 0.1099 - accuracy: 0.9625\n",
            "Epoch 22/100\n",
            "251/251 [==============================] - 10s 41ms/step - loss: 0.1083 - accuracy: 0.9633\n",
            "Epoch 23/100\n",
            "251/251 [==============================] - 11s 43ms/step - loss: 0.1011 - accuracy: 0.9648\n",
            "Epoch 24/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1063 - accuracy: 0.9620\n",
            "Epoch 25/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.1020 - accuracy: 0.9670\n",
            "Epoch 26/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0978 - accuracy: 0.9663\n",
            "Epoch 27/100\n",
            "251/251 [==============================] - 10s 41ms/step - loss: 0.0934 - accuracy: 0.9675\n",
            "Epoch 28/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0896 - accuracy: 0.9693\n",
            "Epoch 29/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0844 - accuracy: 0.9706\n",
            "Epoch 30/100\n",
            "251/251 [==============================] - 11s 43ms/step - loss: 0.0859 - accuracy: 0.9701\n",
            "Epoch 31/100\n",
            "251/251 [==============================] - 10s 41ms/step - loss: 0.0851 - accuracy: 0.9709\n",
            "Epoch 32/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0778 - accuracy: 0.9731\n",
            "Epoch 33/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0867 - accuracy: 0.9700\n",
            "Epoch 34/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.0822 - accuracy: 0.9715\n",
            "Epoch 35/100\n",
            "251/251 [==============================] - 10s 40ms/step - loss: 0.0698 - accuracy: 0.9751\n",
            "Epoch 36/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0728 - accuracy: 0.9746\n",
            "Epoch 37/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0707 - accuracy: 0.9768\n",
            "Epoch 38/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0867 - accuracy: 0.9709\n",
            "Epoch 39/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.0735 - accuracy: 0.9751\n",
            "Epoch 40/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0666 - accuracy: 0.9780\n",
            "Epoch 41/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0637 - accuracy: 0.9790\n",
            "Epoch 42/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0627 - accuracy: 0.9800\n",
            "Epoch 43/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.0628 - accuracy: 0.9791\n",
            "Epoch 44/100\n",
            "251/251 [==============================] - 13s 51ms/step - loss: 0.0637 - accuracy: 0.9768\n",
            "Epoch 45/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0612 - accuracy: 0.9799\n",
            "Epoch 46/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0587 - accuracy: 0.9800\n",
            "Epoch 47/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.0558 - accuracy: 0.9813\n",
            "Epoch 48/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.0593 - accuracy: 0.9801\n",
            "Epoch 49/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0543 - accuracy: 0.9820\n",
            "Epoch 50/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0621 - accuracy: 0.9800\n",
            "Epoch 51/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0536 - accuracy: 0.9838\n",
            "Epoch 52/100\n",
            "251/251 [==============================] - 10s 38ms/step - loss: 0.0524 - accuracy: 0.9831\n",
            "Epoch 53/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0512 - accuracy: 0.9856\n",
            "Epoch 54/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0471 - accuracy: 0.9844\n",
            "Epoch 55/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0435 - accuracy: 0.9859\n",
            "Epoch 56/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.0693 - accuracy: 0.9775\n",
            "Epoch 57/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.0486 - accuracy: 0.9856\n",
            "Epoch 58/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0532 - accuracy: 0.9825\n",
            "Epoch 59/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0420 - accuracy: 0.9875\n",
            "Epoch 60/100\n",
            "251/251 [==============================] - 10s 40ms/step - loss: 0.0392 - accuracy: 0.9884\n",
            "Epoch 61/100\n",
            "251/251 [==============================] - 11s 43ms/step - loss: 0.0531 - accuracy: 0.9834\n",
            "Epoch 62/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0474 - accuracy: 0.9858\n",
            "Epoch 63/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0402 - accuracy: 0.9868\n",
            "Epoch 64/100\n",
            "251/251 [==============================] - 10s 42ms/step - loss: 0.0442 - accuracy: 0.9856\n",
            "Epoch 65/100\n",
            "251/251 [==============================] - 11s 42ms/step - loss: 0.0416 - accuracy: 0.9868\n",
            "Epoch 66/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0382 - accuracy: 0.9870\n",
            "Epoch 67/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0380 - accuracy: 0.9879\n",
            "Epoch 68/100\n",
            "251/251 [==============================] - 11s 43ms/step - loss: 0.0373 - accuracy: 0.9898\n",
            "Epoch 69/100\n",
            "251/251 [==============================] - 10s 40ms/step - loss: 0.0386 - accuracy: 0.9884\n",
            "Epoch 70/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0323 - accuracy: 0.9904\n",
            "Epoch 71/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0260 - accuracy: 0.9931\n",
            "Epoch 72/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0221 - accuracy: 0.9938\n",
            "Epoch 73/100\n",
            "251/251 [==============================] - 10s 39ms/step - loss: 0.0368 - accuracy: 0.9884\n",
            "Epoch 74/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0402 - accuracy: 0.9878\n",
            "Epoch 75/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0322 - accuracy: 0.9903\n",
            "Epoch 76/100\n",
            "251/251 [==============================] - 12s 46ms/step - loss: 0.0328 - accuracy: 0.9898\n",
            "Epoch 77/100\n",
            "251/251 [==============================] - 10s 40ms/step - loss: 0.0324 - accuracy: 0.9895\n",
            "Epoch 78/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.0289 - accuracy: 0.9923\n",
            "Epoch 79/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0342 - accuracy: 0.9883\n",
            "Epoch 80/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0229 - accuracy: 0.9943\n",
            "Epoch 81/100\n",
            "251/251 [==============================] - 10s 42ms/step - loss: 0.0192 - accuracy: 0.9958\n",
            "Epoch 82/100\n",
            "251/251 [==============================] - 11s 42ms/step - loss: 0.0308 - accuracy: 0.9914\n",
            "Epoch 83/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0299 - accuracy: 0.9920\n",
            "Epoch 84/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0191 - accuracy: 0.9956\n",
            "Epoch 85/100\n",
            "251/251 [==============================] - 11s 43ms/step - loss: 0.0333 - accuracy: 0.9916\n",
            "Epoch 86/100\n",
            "251/251 [==============================] - 10s 41ms/step - loss: 0.0226 - accuracy: 0.9943\n",
            "Epoch 87/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0215 - accuracy: 0.9959\n",
            "Epoch 88/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0316 - accuracy: 0.9911\n",
            "Epoch 89/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0281 - accuracy: 0.9923\n",
            "Epoch 90/100\n",
            "251/251 [==============================] - 10s 40ms/step - loss: 0.0242 - accuracy: 0.9943\n",
            "Epoch 91/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0295 - accuracy: 0.9915\n",
            "Epoch 92/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0193 - accuracy: 0.9953\n",
            "Epoch 93/100\n",
            "251/251 [==============================] - 12s 46ms/step - loss: 0.0251 - accuracy: 0.9933\n",
            "Epoch 94/100\n",
            "251/251 [==============================] - 12s 46ms/step - loss: 0.0239 - accuracy: 0.9934\n",
            "Epoch 95/100\n",
            "251/251 [==============================] - 11s 44ms/step - loss: 0.0244 - accuracy: 0.9930\n",
            "Epoch 96/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0290 - accuracy: 0.9919\n",
            "Epoch 97/100\n",
            "251/251 [==============================] - 11s 46ms/step - loss: 0.0383 - accuracy: 0.9905\n",
            "Epoch 98/100\n",
            "251/251 [==============================] - 11s 42ms/step - loss: 0.0300 - accuracy: 0.9918\n",
            "Epoch 99/100\n",
            "251/251 [==============================] - 11s 42ms/step - loss: 0.0228 - accuracy: 0.9943\n",
            "Epoch 100/100\n",
            "251/251 [==============================] - 11s 45ms/step - loss: 0.0228 - accuracy: 0.9939\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(X_train, Y_train, epochs=100)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gdkh1OftGGDA"
      },
      "source": [
        "## Plotting accuracy vs epoch graph"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "5r5Glo6cGE7o",
        "outputId": "3371a2eb-1bc8-4384-eb1b-cf4ee7a18989"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 800x600 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "np.save(\"history.npy\", history)\n",
        "accuracy = history.history['accuracy']\n",
        "\n",
        "# Create a plot\n",
        "plt.figure(figsize=(8, 6))\n",
        "plt.plot(accuracy, label='Training Accuracy')\n",
        "plt.title('Training Accuracy Over Epochs')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Mxyv75g-hx_P"
      },
      "source": [
        "## Model summary\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 31,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "RWZtVt99lZWS",
        "outputId": "1fdf647e-3f58-44d2-9e69-70303d3172ea"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv1d (Conv1D)             (None, 86, 64)            192       \n",
            "                                                                 \n",
            " max_pooling1d (MaxPooling1  (None, 43, 64)            0         \n",
            " D)                                                              \n",
            "                                                                 \n",
            " lstm (LSTM)                 (None, 100)               66000     \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 100)               0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 64)                6464      \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 512)               33280     \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 64)                32832     \n",
            "                                                                 \n",
            " dense_3 (Dense)             (None, 2)                 130       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 138898 (542.57 KB)\n",
            "Trainable params: 138898 (542.57 KB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "_________________________________________________________________\n"
          ]
        }
      ],
      "source": [
        "model.summary()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Zd5LCqZeleza"
      },
      "source": [
        "## Saving the model\n",
        "Saving the model helps in avoid re-training and can be used multiple times"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 32,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xWKfEtuJliqL",
        "outputId": "e6c42d54-9551-4904-a26d-88778dc9f035"
      },
      "outputs": [
        {
          "name": "stderr",
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/keras/src/engine/training.py:3079: UserWarning: You are saving your model as an HDF5 file via `model.save()`. This file format is considered legacy. We recommend using instead the native Keras format, e.g. `model.save('my_model.keras')`.\n",
            "  saving_api.save_model(\n"
          ]
        }
      ],
      "source": [
        "model.save(\"my_model.h5\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ulwuAjumbYTB"
      },
      "source": [
        "## Quantifying Misclassifications\n",
        "The number of misclassifications by the model, for the training data."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 33,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "A65f6TWZhvKn",
        "outputId": "8c0c09c6-c461-4848-a8ee-87a4001790b4"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "251/251 [==============================] - 4s 13ms/step\n",
            "38\n"
          ]
        }
      ],
      "source": [
        "Y_pred = model.predict(X_train)\n",
        "cnt = 0\n",
        "for i in range(len(Y_pred)):\n",
        "    if(np.argmax(Y_pred[i]) != np.array(Y_train)[i]):\n",
        "      cnt = cnt + 1\n",
        "print(cnt)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "pZnx9dalb5ug"
      },
      "source": [
        "## Testing the model\n",
        "model.evaulate() is an inbuilt function that helps us evaluate the test accuracy."
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 34,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BjeeJ7pD5dhC",
        "outputId": "c152bbee-6092-4357-c77a-28638b447ebf"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "108/108 [==============================] - 2s 13ms/step - loss: 0.1692 - accuracy: 0.9589\n",
            "0.9588801264762878\n"
          ]
        }
      ],
      "source": [
        "from keras import models\n",
        "model = models.load_model(\"my_model.h5\")\n",
        "test_loss, test_accuracy = model.evaluate(X_test, Y_test)\n",
        "print(test_accuracy)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SEkZ9iFfF3RQ"
      },
      "source": [
        "## Classification report generation\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 35,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "x-rSKSQoo5S-",
        "outputId": "7566f1ad-742d-48d2-8b6b-9edc036e28a2"
      },
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "108/108 [==============================] - 2s 13ms/step\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.96      0.96      0.96      1732\n",
            "           1       0.96      0.96      0.96      1697\n",
            "\n",
            "    accuracy                           0.96      3429\n",
            "   macro avg       0.96      0.96      0.96      3429\n",
            "weighted avg       0.96      0.96      0.96      3429\n",
            "\n"
          ]
        }
      ],
      "source": [
        "Y_pred = model.predict(X_test)\n",
        "Y_pred_classes = np.argmax(Y_pred, axis=1)\n",
        "\n",
        "report = classification_report(Y_test, Y_pred_classes)\n",
        "print(report)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "WbnT9vAsF_ig"
      },
      "source": [
        "## Confusion matrix"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 36,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "22DZtA_ZweYl",
        "outputId": "919515fb-d17e-4399-f9ed-d3edc26e28c2"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "cm = confusion_matrix(Y_test, Y_pred_classes)\n",
        "fig, ax = plt.subplots()\n",
        "\n",
        "sns.heatmap(cm, fmt = 'd', annot=True, cmap='Blues', ax=ax)\n",
        "\n",
        "ax.set_xlabel('Predicted Class')\n",
        "ax.set_ylabel('Actual Class')\n",
        "ax.set_title('Confusion Matrix')\n",
        "\n",
        "\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 37,
      "metadata": {
        "id": "xZ3zO1AZ_2OG"
      },
      "outputs": [],
      "source": [
        "from sklearn.metrics import roc_curve, roc_auc_score\n",
        "from keras import models\n",
        "model = models.load_model(\"my_model.h5\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JpkXg2PZGF9Y"
      },
      "source": [
        "## Receiver Operating Characteristic (ROC) Curve"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "yho6lj_V_8OO",
        "outputId": "11e258d2-6066-4477-871a-605333382bf1"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "fpr, tpr, thresholds = roc_curve(Y_test, Y_pred_classes)\n",
        "auc = roc_auc_score(Y_test, Y_pred_classes)\n",
        "\n",
        "plt.plot(fpr, tpr, label=f'AUC = {auc:.2f}')\n",
        "plt.plot([0, 1], [0, 1], 'k:')\n",
        "plt.title('Receiver Operating Characteristic (ROC) Curve')\n",
        "plt.xlabel('False Positive Rate')\n",
        "plt.ylabel('True Positive Rate')\n",
        "plt.legend()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 38,
      "metadata": {
        "id": "QzVbheD4nlOE"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
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