Network_attack_propagation/network_attack_propagation.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Propagacja ataku sieci z wykorzystaniem spacerów losowych\n",
    "\n",
    "- Marcin Kostrzewski\n",
    "- Mateusz Tylka\n",
    "- Krystian Wasilewski"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Problem\n",
    "\n",
    "W jakich topologiach sieci komputerowych potencjalny atak wirusa rozprzestrzeniałby się najszybciej, a w których najwolniej?\n",
    "Aby rozwiązać ten problem zaprojektowaliśmy symulację ataków wirusa na różne rodzaje topologii sieci."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graf\n",
    "\n",
    "Grafem nazywamy kolekcję dwóch zbiorów: zbioru wierzchołków V oraz zbioru krawędzi E. Zbiór wierzchołków jest dowolnej postaci. Elementami zbioru krawędzi są e∈E, które są podzbiorami postaci v1,v2 dla pewnych dwóch wierzchołków v1,v2∈V (jeśli graf jest nieskierowany) lub parą uporządkowaną (v1,v2) jeśli graf jest skierowany.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Spacer losowy na grafie\n",
    "Inaczej błądzenie losowe. Obiekt przemieszczający się na grafie losowo wybiera jeden z sąsiednich do obecnego wezłów, żeby się do nich przemieścić. Ruch ten nie zależy od historii ruchów - tylko ostatnie przemieszczenie jest brane pod uwagę przy podejmowaniu decyzji."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%% md\n"
    }
   },
   "source": [
    "## Model\n",
    "Model sieci reprezentowany jest jako graf nieskierowany. Każdy węzeł reprezentuje w nim urządzenie a krawędzie połączenia między nimi. Węzły zaznaczone na czerwono reprezentują urządzenie zainfekowane przez wirusa, który przemieszcza się do nowych urządzeń spacerem losowym - w każdym kroku wirus wybiera jeden z sąsiadujących węzłów z jednakowym prawdopodobieństwem i próbuje go zainfekować."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Implementacja\n",
    "\n",
    "W naszym przypadku dana topologia sieci będzie przedstawiona za pomocą grafu nieskierowanego, a wirus będzie infekować sieć przemieszczając się po jego krawędziach za pomocą spaceru losowego."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Kod"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Eksperymenty"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Magistrala"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "20 NODE bus\n",
      "average degree = 1.9\n",
      "propagation speed = 1.15\n",
      "bus0 rounds survived = 24\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "28 NODE bus\n",
      "average degree = 1.93\n",
      "propagation speed = 2.07\n",
      "bus8 rounds survived = 59\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "35 NODE bus\n",
      "average degree = 1.94\n",
      "propagation speed = 2.09\n",
      "bus15 rounds survived = 74\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from network_attack_propagation import bus_experiment \n",
    "bus_experiment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Pierścień"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "20 NODE ring\n",
      "average degree = 2\n",
      "propagation speed = 0.75\n",
      "ring0 rounds survived = 16\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "28 NODE ring\n",
      "average degree = 2\n",
      "propagation speed = 1.11\n",
      "ring8 rounds survived = 32\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "35 NODE ring\n",
      "average degree = 2\n",
      "propagation speed = 1.0\n",
      "ring15 rounds survived = 36\n"
     ]
    }
   ],
   "source": [
    "from network_attack_propagation import ring_experiment \n",
    "ring_experiment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Gwiazda"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "13 NODE STAR\n",
      "average degree = 1.85\n",
      "propagation speed = 0.85\n",
      "star0 rounds survived = 12\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "31 NODE STAR\n",
      "average degree = 1.94\n",
      "propagation speed = 0.84\n",
      "star2 rounds survived = 27\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "57 NODE STAR\n",
      "average degree = 1.96\n",
      "propagation speed = 0.91\n",
      "star4 rounds survived = 53\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "91 NODE STAR\n",
      "average degree = 1.98\n",
      "propagation speed = 0.85\n",
      "star6 rounds survived = 78\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfUAAAFlCAYAAADyLnFSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABJiElEQVR4nO3de3zT9fU/8FcuzaVNmoReoC00QGkpIsiKwwtWBeycgI6LQgXxBiJTwQviFVERAeecm7o52YTJJgN+068o88J1VIs67SwMpaXl0hulF5pLk6ZNk3x+f5QE6mjT0tzzev7TJp9czmn76Mnn/X5/3kckCIIAIiIiCnviYAdAREREvsGiTkREFCFY1ImIiCIEizoREVGEYFEnIiKKECzqREREEUIa7ACIyD+Ki4vxyiuvwGg0QhAEDBgwAI8//jgyMzODHRoR+YmI16kTRR673Y7c3FysX78eI0eOBABs27YNr776Knbv3g2JRBLkCInIH3imThSBbDYbmpub0dLS4rnvpptugkqlwpdffom1a9di+/btAICvv/4aL7zwArZv347XX38dlZWVqKqqQn19PUaPHo3x48fjgw8+QHV1NZYtW4apU6f2+HGNjY1YsWIFTp8+jYaGBqSlpeG3v/0tEhISMHHiRIwePRqlpaW46aabsHnzZuzduxdisRg2mw0TJ07E9u3bkZCQEKwfI1HYYVEnikAajQbLli3DggULkJiYiJycHFx22WWYMmUKDh482O1zi4qKsG3bNsTExODqq6/GgAED8O6772LXrl14+eWXMXXq1B4/7p///CfGjBmDhQsXQhAELFy4ENu2bcPdd98NAMjMzMRvf/tbAMCnn36Kzz//HNdccw3++c9/4oorrmBBJ+olLpQjilB33XUXCgsLsXz5ciQlJeFPf/oTpk2bhubm5m6fd+WVV0KtVkOhUCA5ORm5ubkAgPT0dBiNxl497o477kBOTg42bNiA5557DmVlZZ1GDy699FLP93PnzsXWrVsBAFu2bMGtt97qix8DUVRhUSeKQEVFRfjzn/8MlUqFCRMm4LHHHsM///lPiMVilJSU4NylNO3t7Z2eK5PJOt2WSs8/oNeTx7388sv43e9+B51Oh9mzZ2P8+PGd3js2Ntbz/Y033oiioiJ89dVXaGlpwU9/+tOeJ0xEAFjUiSJSv3798Oabb+Lbb7/13NfQ0ACbzYbrrrsOJ0+exOnTpyEIAnbt2uW3OL744gvccccdmDZtGhISErB//344nc7zPlapVOKmm27CU089hfz8fL/FRBTJOKdOFIGGDBmC3//+93j11Vdx6tQpyOVyqNVqrFy5EtnZ2cjPz8fMmTORlJSEa6+91m9x3H///fjVr36FP/zhD5BIJMjJyUFlZWWXj58xYwa2bt2KadOm+S0mokjGS9qIKCQIgoA//elPqKmpwfPPPx/scIjCEs/UiSgkTJo0yTNtQEQXhmfqREREEYIL5YiIiCIEizoREVGEYFEnIiKKEGG/UK6hofvdscKJThcLg6HF+wMjULTmHq15A9GbO/OOPr7OPSlJ3eUxnqmHEKk0ejtnRWvu0Zo3EL25M+/oE8jcWdSJiIgiBIs6ERFRhGBRJyIiihAs6kRERBGCRZ2IiChCsKgTERFFCBZ1IiKiCMGiTkREFCFY1ImIiCIEizoREVGEYFEnIiK/arU78K+iKrgEIdihRDwWdSIi8qud31ThlU3/wbcl9cEOJeKxqBMRkV8dqTICAH44YQhuIFGARZ2IiPzG5RJw9KQZAFBSwaLubyzqRETkN9UNFrTanQCAeqMNp02tQY4osrGoExGR35RVmwAAg1PiAQAllTxb9ycWdSIi8pvymo6iPjsvCwCH4P3Nb0Xd5XJhxYoVmD17NubNm4eKiopOx9etW4df/OIXmDt3Lvbu3dvp2F/+8hf8+te/9ldoREQUIOXVJqiUMbhiVCpUyhgcrjRA4KVtfuO3or5r1y7Y7XZs2bIFS5cuxdq1az3HSktLsX37dmzduhXr16/Ha6+9BpvNhtbWVixduhSbNm3yV1hERBQghuY2nDa3YliaBhKxCMPTtWgyt6HBaAt2aBHLb0W9qKgIubm5AIAxY8bg0KFDnmNHjx7FuHHjIJfLIZfLodfrUVpaira2NkyfPh2LFi3yV1hERBQgZdVGAEDmQA0AYIReBwAoqTQGKaLIJ/XXC1ssFqhUKs9tiUQCh8MBqVSK4cOHY926dbBYLGhvb8d3332H2bNnQ6PR4KqrrsL777/f4/fR6WIhlUr8kUJQJCWpgx1C0ERr7tGaNxC9uUdL3jWFJwAAY0emAACuHDMQf9txBMdONWPmddHxM3AL1O/cb0VdpVLBarV6brtcLkilHW+XkZGBuXPnYsGCBUhNTcUll1wCnU53Qe9jMLT4JN5QkJSkRkNDc7DDCIpozT1a8waiN/doyvtgWQOkEhF0yo4TL7lIgCZOhgNHGlBfb4ZIJApyhIHh6995dx8Q/Db8npOTg4KCAgBAcXExsrKyPMeamppgtVqxefNmPP/886itrUVmZqa/QiEiogBrtTtQVWeBfoAaMWdGU0UiEbL1OpisdtSejpwTslDitzP1vLw8FBYWIj8/H4IgYPXq1diwYQPS09MxceJEHDt2DDNnzkRMTAwee+wxSCSRM4RORBTtjtc2wyUIyEzTdro/O12Lr3+oQ0mlAamJccEJLoL5raiLxWKsXLmy030ZGRme73987FwzZszwV1hERBQA5WcWyQ07s0jOzbNYrsKAiTkDAx1WxOPmM0RE5HNlZzadyUjrXNSTtEr0i5ejpNLIVqx+wKJOREQ+5RIEHK0xI1mnhCZO1umYSCTCiHQdLLZ21DRYu3gFulAs6kRE5FMnG6ywtTmQ+aOzdLfsM0Pwh7llrM+xqBMRkU+593v/8Xy6W3b62Xl18i0WdSIi8il3Z7ZhA7XnPZ6gUSBZq0RplREuF+fVfYlFnYiIfKq8xohYuRQpCbFdPiZbr4WtzYGKuujYiCdQWNSJiMhnTJY2NBhbMWygBuJudozL9uwDzyF4X2JRJyIin/EMvXexSM7NPa/OxXK+xaJOREQ+414kl9nFIjk3rUqOlIRYlFWZ4HC6AhFaVGBRJyIinymvMUEiFmFwSrzXx2brdWhrd+JELefVfYVFnYiIfMLe7kTFqWak91dDHuO9n8cI9xA859V9hkWdiIh84nitGU6X4HU+3W14uhYAr1f3JRZ1IiLyiZ7Op7upY2UYmKRCeY0J7Q7Oq/sCizoREflEeXX3O8mdzwi9Du0OF46dNPkrrKjCok5ERH3mEgSU15iQqFFAq5L3+HnZei0AXtrmKyzqRETUZ6dOt8Da6ujx0Lvb8EFaiEScV/cVFnUiIuozTxOXHi6Sc4tVxEDfX42jJ81oa3f6I7SowqJORER9VlZtBNB1E5fuZOt1cLoEz5w8XTgWdSIi6rPyGjOUcgnSEuN6/dwR7K/uMyzqRETUJ+YWO+qaWpCRqoFY3HUTl65kDtRAIhaxuYsPsKgTEVGfHL2AS9nOpZBJMSQlHidqm2Frc/gytKjDok5ERH1SdoGL5M6VrdfCJQg4UmX0UVTRiUWdiIj6pLzaBLFIhKGp3pu4dMW9DzyH4PuGRZ2IiC5Yu8OFE6fMGJSsgkImveDXyUjTQCoRcbFcH7GoExHRBas41QyHU7jg+XQ3WYwEGakaVNVZYLG1+yi66MOiTkREF6ysxgig501cujNCr4MAcF69D1jUiYjognmauPRhkZxbNq9X7zMWdSIiuiDCmSYu/eLl6Bev6PPrDU2Nh0wq5mK5PmBRJyKiC1JvsKG5pd0nZ+kAIJWIkTlQg5oGK8xWu09eM9r4rai7XC6sWLECs2fPxrx581BRUdHp+Lp16/CLX/wCc+fOxd69ewEATU1NuPvuuzFnzhw89NBDsNls/gqPiIj6qOzM0HvmBez33hX3EDzP1i+M34r6rl27YLfbsWXLFixduhRr1671HCstLcX27duxdetWrF+/Hq+99hpsNhv+8Ic/YOrUqdi0aRMuuugibNmyxV/hERFRH5WfWSTnqzN
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from network_attack_propagation import star_experiment \n",
    "star_experiment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Gwiazda (z odpornością wierzchołków o najwyższych stopniach)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAHdCAYAAACQUUm4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAABlzUlEQVR4nO3dd3RUdf7/8eek914ICb1D6FKEBBtKCxYU64Ks+EVZXUGRjqwNkRLEFfUHslh2VVRAXDoIKwSpBjDUJQQCCYT03qbd3x9jspSUIWRyZybvxzmcxcydO6+wyiv33s99X42iKApCCCGEqJGD2gGEEEIIWyCFKYQQQphBClMIIYQwgxSmEEIIYQYpTCGEEMIMUphCCCGEGZzUDiCEEPYuIyODjRs3smfPHi5evEh2djbOzs4EBgbSrl07Bg0axLBhw/Dx8al1X6mpqfj5+eHl5dUAydV18uRJVq9ezeHDh0lPT8dgMBAUFETPnj15/PHH6devX637OHv2LJ9//jkHDx4kIyMDLy8v2rRpw8MPP8yoUaNwdHQ0O49G7sMUQgjL+eKLL/jwww8pKSmpcTt/f39ef/11HnvssSpf12q1rFixgs8++4xNmzYRERFhibhWQVEUFi1axKpVq6ipokaNGsVbb72Fi4tLla//8MMPvPXWW+h0uipf79mzJ8uXL8fX19esXFKYQghhIZ999hmLFy8GICwsjMcee4yuXbvi7++PwWAgLS2NuLg4NmzYUPmX+ty5c3nmmWdu2tfHH3/M3//+dwB27txp14W5bNkyPvroIwBCQkIYN24c3bt3x9HRkZMnT/LFF1+QkpICwGOPPca8efNu2sfevXt5/vnnURSFoKAgJk6cSGRkJNnZ2XzzzTfs3bsXgDvvvJPPP/8cjUZTay4pTCGEsIDU1FSGDBmCXq+nT58+rFixAg8Pjyq3TUhIYPz48RQUFODs7MyOHTsICwu7bpuPPvqIZcuWAfZdmJcvX2bIkCHodDpatmzJt99+S0BAwHXbFBUV8eyzz3LixAkAvv32W3r16lX5uk6nY/jw4Vy6dAl/f3/Wrl1LeHj4dft46623+OabbwD44IMPGD58eK3ZZNGPEEJYwJo1a9Dr9YDpL+fqyhKgW7duTJkyBTD9Zf/11183SEZrdO3R9qxZs24qSwAvLy/efvvtyn9ev379da/v2rWLS5cuAfDCCy/cVJYAM2fOJCQkBIB//OMfZmWTwhRCCAs4d+4cABqNhhYtWtS6/YMPPoiTk2kd5n//+1+LZrNmv/32GwBubm4MHDiw2u26dOmCn58fcPOf1/bt2wHTn/1DDz1U5ftdXFwYOXIkACdOnCA1NbXWbLJKVgghLEhRFI4ePUqfPn1q3M7Dw4OFCxfi6up63RHRunXrmDlz5nXb3nfffQCEh4eza9eum/Z17NgxvvvuOw4fPkxGRgZOTk6Eh4cTFRXFmDFjaNq0aZUZxowZw6FDh4iKiuIf//gH+/fv5x//+AcnTpygqKiIsLAwoqOjGT9+fJVHbQAHDx5k7NixAPTt25d//vOfNX7fNxo+fDjt2rVDp9NV/gBRnYoriuXl5dd9/ejRowC0bdu2yiPUCn369Kk8ujxw4EC1C64qSGEKIYQFdOrUiR07dgAwffp0Fi5cyB133FHje0aMGHFbn6nX63n33Xf59ttvr/t6eXk5Z8+e5ezZs/zrX/9izpw5PPHEEzXu64svvuD999+/bpXqpUuX+Prrr/nxxx/5+OOPGTBgwG3lrcqoUaPM2u7MmTPk5+cDXPcDQGlpKVeuXAGo9ci+efPmlb9PSkqq9TOlMIUQwgIef/xxVq5cSUlJCZcvX+aZZ56hffv23HffffTv35+ePXvi6upa637uvfde1q9fz7fffst3330HwIoVKwgJCcHZ2fm6befMmcOPP/4IQO/evXn88cdp1aoV5eXlHD16lH/+859kZmYyd+5cXFxceOSRR6r8zNOnT7Nv3z6cnJwYM2YM9957LwaDge3bt7N69WpKSkqYMGECa9asoWPHjrf5J1U3K1asqPx9VFRU5e8zMjIqS/7GhVM3atKkyXXvq40UphBCWEBwcDBLly7l5ZdfRqvVAlQe5X366ac4OzsTGRnJnXfeyd133023bt2qvLXBz88PPz8/goODK7/Wpk2bm1bJ/vzzz5Vl+cILL/Daa69d93rfvn0ZPXo0Y8aM4dy5c7z99tvcfffd+Pv73/SZFYMVVq5cSf/+/Su/3r9/f/r168ekSZPQ6XS8++67/Otf/7ruvf369bP4NdgtW7awadMmAAIDA6+7Tllx1Ang6elZ436uXYhVUFBQ6+fKoh8hhLCQu+66i3Xr1tGzZ8+bXtPpdBw9epRPPvmExx9/nAceeIAtW7bU+bNWrlwJQLt27Xj11Ver3CYgIIC//e1vAJSUlPDDDz9Uu78JEyZcV5YVhgwZUrlY5vDhw2adyqxPR44cue6a7owZM64rxoofToBaj+A1Gk3l0INr31cdKUwhhLCgdu3asXr1an766Sf+8pe/0LVr1yrHsV26dInJkyczefJkDAbDLX1Gfn4+x44dA0xHgTXdhN+7d+/Kgjlw4ECV22g0Gp5++ulq9/Hoo49W/r6qRUeWEh8fz4QJEygtLQXgySef5MEHH7xuGweH/9WaOcMIbmVbOSUrhBANoGPHjnTs2JFJkyZRWFhIfHw8+/fvZ+/evZW3oIDpdGNQUBBz5swxe9+nT5+uvG73z3/+0+yVqRXTcm7UvHlzgoKCqn1fly5dKn9//vx5s3Pejt27dzNp0qTKshwyZAhz5869abtrT7PeuHr2RoqiVB5ZmnM9WY4whRCigXl7e3P33Xczc+ZMNm3axNq1a68bJL569WquXr1q9v5yc3PrlKO663YVN/RXx9vbu3LBUVZWVp0++1Z8++23TJw4sbIshw8fzpIlS6o8Ur/29GzF9tW5dr6vOfNk5QhTCCHqmVarJTMzk+zsbNq1a4e7u3uN20dGRrJq1SrGjx/PgQMH0Ol0HDp06KbTjdW59hTuxIkTGTJkiFnvu/b05bXMeYKH0WgEuGmlbn1SFIWFCxeyatWqyq898cQTvPnmm9VmDw0NxcnJCb1eT1paWo37v/aHktp+SAApTCGEqHfLli1j+fLlgGkA+6BBg2p9T8UtHBXXFdPT083+vGuPjtzc3OjUqdMtJr7etStNq5KXl1dZ0teu3q1PBoOB6dOns2HDhsqv/fWvf+Xll1+u8X0uLi40b96c8+fPV3vKuULF+DwwDTmojZySFUKIenbtDfN79uwx+33Xnk4MDQ01+33t27ev/H3F4p/qaLVali1bxg8//FA5EedGSUlJNa4aPX78eOXvLXEfpqIoTJs2rbIsnZyceO+992otywo9evQATCPzioqKqt3u8OHDlb/v3bt3rfuVwhRCiHp29913V56qXLt2LcnJyWa975dffgFMp0Rv/Au8plWcoaGhtGvXDjA91qqmI6t///vffPTRR8yZM4fvv/++ym20Wm2Nt7isXbsWMJ3SHTx4cLXb1dXf//53Nm7cCJgW4yxbtuy6lbm1qTglbTAYbhrMXkGr1VYWcseOHWnWrFmt+5XCFEKIehYYGFg5T7WkpITnnnuucqh4ddavX185BCAmJuamWa3XPiS5qodR//nPfwZM93e+9tprVS7ouXDhAosWLQJMBTxmzJhq8yxatKjK4v33v/9dWaYjRoyo91Oyx44dqzydrdFoWLJkCffcc88t7WPgwIG0bNkSMD0WraqVvPPnz6+c7jNu3Diz9ivPwxRCCAswGAy88sor/Pzzz5Vfu/POO7nvvvto1aoVPj4+FBYWcvbsWbZt21Z5erRDhw588803eHl5Xbe/9evXM336dACGDRvGc889h9ForDz9qCgKL774YuVRapMmTRg3bhzdunVDq9USHx/Pl19+WVmk48aNu2moe8Xw9Qp+fn5MmDCBXr16UVJSwubNm1m3bh1GoxF/f382bdpEYGDgdfu43eHr48aNY//+/QAMHjzYrNOwzs7ON12D/PXXXxk/fjyKouDj48OLL75Iz549ycv
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "13 NODE STAR\n",
      "average degree = 1.85\n",
      "propagation speed = 1.46\n",
      "star0 rounds survived = 20\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "31 NODE STAR\n",
      "average degree = 1.94\n",
      "propagation speed = 1.32\n",
      "star2 rounds survived = 42\n"
     ]
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAHdCAYAAACQUUm4AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd1iVdRvHP4ctyhAn4Fbc4sqVYI5MK7PhSDM1R1aK29yKirj3HqWplVszTcuRe+LeskFwAKJsOBzO8/7xxHlZZx+G+nyuyys65xk/UM73ue/ffX9vmSAIAhISEhISEhIaMSvsBUhISEhISLwOSIIpISEhISGhA5JgSkhISEhI6IAkmBISEhISEjogCaaEhISEhIQOSIIpISEhISGhAxaFvQAJCQmJN52oqCgOHTrEmTNnCAsL48WLF1haWlKqVCnc3Nxo06YNH374Ifb29lqvFRERgaOjIyVKlCiAlRc9tm3bxuzZswE4ceIEFSpU0Hj88ePH2bt3L7dv3yYuLg4HBwfc3d3p0aMH7du31+veMqkPU0JCQiL/+OWXX1i+fDnJyckajytZsiTjxo2je/fueb4vl8vZsGEDGzdu5K+//tIqFG8ijx8/pmvXrqqfpSbBTEpKYuzYsZw8eVLt9d5//30WL16MjY2NTveXIkwJCQmJfGLjxo0sWrQIAGdnZ7p3706DBg0oWbIkGRkZPH36lLNnz3Lw4EFevnzJlClTSEtLo0+fPnlea+XKlQX9LRQZBEFgypQpWh88AJRKJcOHD+f8+fMAODk5MWjQIJo0aUJqaipHjx5l165dHD9+nG+++YZt27ZhaWmp9bqSYEpISEjkAxERESxbtgyAZs2asWHDBmxtbbMd07hxYz766CN69+7NoEGDiI+PZ+7cubRv3x5nZ+dsxyqVyoJaepFkx44dXL58Wadj9+7dqxLLKlWqsHXrVsqVK6d6/91336VNmzYMGzaMGzdusHXrVgYNGqT1ulLRj4SEhEQ+sGfPHhQKBQAzZ87MJZZZcXd3Z+zYsQCkp6fz22+/FcgaXxeePHnCwoULATF1rY2tW7cCIJPJWLp0aTaxzKR9+/b07NkTgNWrV5OUlKT1upJgSkhISOQDgYGBgPihXblyZa3Hd+3aFQsLMen36NGjfF3b68a0adNISkqiadOmfPjhhxqPjY2Nxd/fHxAj+7p166o9tlu3boC433n69Gmt65BSshISEhL5iCAI3Lhxg2bNmmk8ztbWlgULFmBtbY2rq6vq9X379jFp0qRsx3bo0AEAV1dX/v3331zXunnzJjt37sTPz4+oqCgsLCxwdXXFw8ODvn374uLikuca+vbty5UrV/Dw8ODnn3/m4sWL/Pzzz9y9e5fExEScnZ3x9PRk0KBB2daYlcuXL9OvXz8AmjdvzrZt2zR+39rYvXs3586dw9ramtmzZ/Prr79qPP7Jkyeqr93d3TUeW716ddXXN2/e5KOPPtJ4vBRhSkhISOQDderUUX09YcIErl69qvWcjz/+mPfffz/bufqgUCiYMWMGX375Jfv27ePx48ekpaWRlJSEv78/mzZtolOnTuzcuVPrtX755RcGDBjA2bNnefnyJenp6YSHh/Pbb7/RpUsXLly4YNAa9eH58+fMnz8fAC8vL6pVq6b1nPT0dNXXxYsX13hs1kKf0NBQrdeWIkwJCQmJfKBnz5789NNPJCcnExkZSZ8+fahZsyYdOnSgZcuWNG7cGGtra63Xad++PX/88Qfbt29XCd2GDRsoW7ZsrsrOqVOnsn//fgCaNm1Kz549qVq1Kmlpady4cYNt27YRHR3N9OnTsbKy4vPPP8/zng8ePODChQtYWFjQt29f2rdvT0ZGBkePHmXHjh0kJyczZMgQ9uzZQ+3atY38Saln2rRpJCQkULduXQYOHKjTOVn3OJ89e6bx2KdPn6q+jomJ0XptSTAlJCQk8oEyZcqwbNkyvLy8kMvlAPj7++Pv78/atWuxtLSkfv36tGrVirZt2+Lu7o5MJst1HUdHRxwdHSlTpozqterVq+fqPzx+/LhKLL/77jvGjBmT7f3mzZvTo0cP+vbtS2BgILNmzaJt27Z5FtFkGiv89NNPtGzZUvV6y5YtadGiBSNHjiQ9PT3PFGmLFi1Msgf7xx9/cPr0aSwsLJgzZ45qf1cblStXxtHRkVevXnH69GnS09PVtoxk7dHUpV1FSslKSEhI5BPvvfce+/bto3HjxrneS09P58aNG6xZs4aePXvywQcfcOTIEYPv9dNPPwHg5ubG6NGj8zzGyckJb29vQBSI3bt3q73ekCFDsollJp06deKTTz4BwM/Pj6CgIIPXrI7o6GjmzJkDwODBg/VKUctkMtX6nj17xpIlS/I8LjIyknXr1qn+P7OiWROSYEpISEjkI25ubuzYsYMDBw4wdOhQGjRogLm5ea7jwsPDGTVqFKNGjSIjI0Ove8TFxXHz5k1AjALzilQzadq0qWpv79KlS3keI5PJ+Oqrr9ReI7O6FMiz6MhYvL29iYuLo1q1agwbNkzv87///ntVRL5p0yZGjRrF3bt3kcvlvHz5kj/++INevXoRHx+vOk4yLpCQkJAoItSuXZvatWszcuRIEhISuHbtGhcvXuTcuXOqFhSAI0eOULp0aaZOnarztR88eECmy+m2bdt0rkx9/Phxnq9XqlSJ0qVLqz2vXr16qq+Dg4N1XqcuHDp0iBMnTmBmZoavry9WVlZ6X6N06dKsWbOG7777jtjYWI4cOZIrere0tGTGjBkcPHiQ6OhoihUrpvW6UoQpISEhUcDY2dnRtm1bJk2axF9//cXevXtp0aKF6v0dO3ZoLVjJysuXLw1aR3x8fJ6vly1bVuN5dnZ2qohMl2IZXXnx4oXKWL1Pnz40adLE4Gu5u7vzxx9/0LNnz2xG9RYWFnTo0IGdO3fSs2dP1c9A0wOC6lyDVyMhISEhkSdyuZzo6GhevHiBm5ub1uilfv36bNq0iUGDBnHp0iXS09O5cuUKXbt21el+WVO4P/zwA506ddLpPDOzvGOmvFLGOcm06tMllakrs2fP5uXLl9jZ2dG5c2cePHiQ65isDwdBQUEkJCQA5LnPWa5cOXx8fJg+fTrPnj1DqVTi7OysilqVSiVhYWEAOpnZS4IpISEhYWJWrVrF+vXrAdE0vU2bNlrPyWzhyNxXfP78uc73c3BwUH1tY2NjcB9nJnFxcRrff/XqlUqks1bvGsutW7cASEhIyNOAPidDhgxRfa2pMtfS0pKKFSvmev3Ro0ekpKQAeQtuTiTBlJCQkDAxWa3wzpw5o5NgQvZG+7z8T9VRs2ZN1deZxT/qyBwTVq5cOWrUqJFnBW9QUBByuVzt/uGdO3dUX+dnH6ah7N69m4CAAEqUKMGIESPUHnfs2DHV161atdJ6XUkwJSQkJExM27ZtsbS0JD09nb179/L1119TpUoVreedOnUKEFOiTZs2zfaepsrXcuXK4ebmRkBAAOfOnePx48d5RlQAf/75p2pM2BdffJGnYMrlco4cOcKnn36a5zX27t0LiCnd999/X+v3pSu6VNzOmjVLZU6vbh7m2bNn+eeff7C0tGTgwIF5DttOTExk+/btALzzzjs6pWSloh8JCQkJE1OqVCmVn2pycjIDBw7Uao33xx9/qEwAunTpksurNWu0l1eT/YABAwCxv3PMmDF5FvSEhISopn7IZDL69u2rdj0LFy7Ms4r2zz//VFWcfvzxxyZNyZqKzD3c9PR0li9fnuv9tLQ0xo0bR2xsLCDa7umCFGFKSEhI5ANjx44lLCyM48ePq6zxWrVqRYcOHahatSr29vYkJCTg7+/PP//8w40bNwCoVasW06dPz3W9rJWra9asYeDAgSiVSho1agSI0eLRo0c5deoUt2/f5pNPPuGbb77B3d0duVzOtWvX2LJli0pI+/fvr3GSR3R0NN27d2fIkCE0adKE5ORkDh8+zL59+wDRgi6nKTyY3nzdEDp37szGjRt58OABW7duJTo6mk8++QQnJycCAwPZsmULAQEBgGg4r0s6FkAmZDbvSEhISEiYlMz9wo0bN5K
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "57 NODE STAR\n",
      "average degree = 1.96\n",
      "propagation speed = 0.84\n",
      "star4 rounds survived = 49\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "MovieWriter ffmpeg unavailable; using Pillow instead.\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "91 NODE STAR\n",
      "average degree = 1.98\n",
      "propagation speed = 0.77\n",
      "star6 rounds survived = 71\n"
     ]
    },
    {
     "data": {
      "image/png": "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
      "text/plain": [
       "<Figure size 576x396 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from network_attack_propagation import weighted_star_experiment \n",
    "weighted_star_experiment()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Wniosek\n",
    "\n",
    "Najszybciej wirus rozprzestrzenia się w gwieździe, a najwolniej w magistrali."
   ]
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3.9.1 64-bit",
   "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": "3.9.1"
  },
  "vscode": {
   "interpreter": {
    "hash": "11938c6bc6919ae2720b4d5011047913343b08a43b18698fd82dedb0d4417594"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}