confusion_matrix_plot.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "svm_cm =[[412212, 3, 26, 79, 167, 157, 22, 88, 0, 1, 6108, 2, 2, 144, 1],\n",
    "        [390, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [1791, 0, 23801, 0, 10, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0],\n",
    "        [357, 0, 0, 1701, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [1929, 0, 36, 11, 32540, 16, 0, 0, 0, 0, 0, 0, 0, 38, 0],\n",
    "        [259, 0, 0, 0, 0, 783, 4, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [446, 0, 0, 0, 0, 12, 619, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [376, 0, 0, 0, 0, 0, 0, 811, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [2, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0],\n",
    "        [5, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0],\n",
    "        [348, 0, 0, 5, 11, 0, 1, 1, 0, 0, 17772, 0, 0, 1, 0],\n",
    "        [596, 0, 0, 0, 0, 0, 0, 0, 0, 0, 6, 42, 0, 0, 0],\n",
    "        [294, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [5, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0],\n",
    "        [131, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "labels = ['BENIGN', 'Bot', 'DoS Hulk', 'PortScan', 'DDoS', 'DoS GoldenEye', 'FTP-Patator', 'SSH-Patator', 'DoS slowloris', 'DoS Slowhttptest', \n",
    "'Web Attack (Brute Force)', 'Web Attack (XSS)', 'Infiltration', 'Web Attack (Sql Injection)', 'Heartbleed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_svm_cm = pd.DataFrame(svm_cm, sorted(labels), sorted(labels))\n",
    "plt.figure(figsize = (20,20))\n",
    "sns.set(font_scale = 1.4)\n",
    "sns.heatmap(df_svm_cm, annot = True, annot_kws = {\"size\": 12})\n",
    "plt.title('SVM model confusion matrix', fontsize = 18)\n",
    "plt.xlabel('Predicted values', ha = 'center', fontsize = 16)\n",
    "plt.ylabel('Actual values', ha = 'center', fontsize = 16 )\n",
    "# Each cell is a count of each true/predicted value combination\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "base",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.12 (main, Apr  4 2022, 05:22:27) [MSC v.1916 64 bit (AMD64)]"
  },
  "orig_nbformat": 4,
  "vscode": {
   "interpreter": {
    "hash": "a3394be68f6686ff919e9217acf1f3dfbb710015f7bd218178b014d900b478a9"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}