password_dist_graph.ipynb

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   "source": [
    "# Number of times a character appears in a list of 50 million 80 character passwords\n",
    "raw_data = \"\"\"! : 42553835\n",
    "\" : 42549881\n",
    "# : 42552061\n",
    "$ : 42555603\n",
    "% : 42553291\n",
    "& : 42548624\n",
    "' : 42554260\n",
    "( : 42557434\n",
    ") : 42548694\n",
    "* : 42554903\n",
    "+ : 42567244\n",
    ", : 42553869\n",
    "- : 42560216\n",
    ". : 42563912\n",
    "/ : 42563706\n",
    "0 : 42551229\n",
    "1 : 42543862\n",
    "2 : 42546005\n",
    "3 : 42554984\n",
    "4 : 42556299\n",
    "5 : 42566011\n",
    "6 : 42552351\n",
    "7 : 42556144\n",
    "8 : 42560613\n",
    "9 : 42551670\n",
    ": : 42559662\n",
    "; : 42558018\n",
    "< : 42556874\n",
    "= : 42555108\n",
    "> : 42558565\n",
    "? : 42552758\n",
    "@ : 42547818\n",
    "A : 42554359\n",
    "B : 42567014\n",
    "C : 42550904\n",
    "D : 42558709\n",
    "E : 42553115\n",
    "F : 42539268\n",
    "G : 42546261\n",
    "H : 42543573\n",
    "I : 42548373\n",
    "J : 42554670\n",
    "K : 42549319\n",
    "L : 42547797\n",
    "M : 42552401\n",
    "N : 42560801\n",
    "O : 42553418\n",
    "P : 42551699\n",
    "Q : 42545608\n",
    "R : 42555478\n",
    "S : 42550020\n",
    "T : 42556322\n",
    "U : 42556642\n",
    "V : 42542445\n",
    "W : 42551063\n",
    "X : 42554817\n",
    "Y : 42557806\n",
    "Z : 42550847\n",
    "[ : 42549930\n",
    "\\ : 42551012\n",
    "] : 42541043\n",
    "^ : 42546081\n",
    "_ : 42558403\n",
    "` : 42559713\n",
    "a : 42555254\n",
    "b : 42547735\n",
    "c : 42549624\n",
    "d : 42562783\n",
    "e : 42546313\n",
    "f : 42561926\n",
    "g : 42545254\n",
    "h : 42560076\n",
    "i : 42550118\n",
    "j : 42553631\n",
    "k : 42538130\n",
    "l : 42544902\n",
    "m : 42553319\n",
    "n : 42552757\n",
    "o : 42541712\n",
    "p : 42559404\n",
    "q : 42548770\n",
    "r : 42555707\n",
    "s : 42554165\n",
    "t : 42545937\n",
    "u : 42558109\n",
    "v : 42553005\n",
    "w : 42572116\n",
    "x : 42562693\n",
    "y : 42557001\n",
    "z : 42554430\n",
    "{ : 42547883\n",
    "| : 42549588\n",
    "} : 42544680\n",
    "~ : 42548563\n",
    "\"\"\""
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   "source": [
    "# Parse out this data\n",
    "data = dict([line.split(\" : \") for line in raw_data.splitlines()])\n",
    "for key, value in data.items():\n",
    "    data[key] = int(value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
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     "text": [
      "6402.29141783026\n42572116\n42538130\n"
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.pyplot import figure\n",
    "import operator\n",
    "import numpy as np\n",
    "\n",
    "# declaring an empty list\n",
    "data_list = []\n",
    "for value in data.values():\n",
    "    data_list.append(value)\n",
    "\n",
    "print(np.std(data_list))\n",
    "\n",
    "max_val = data[max(data.items(), key=operator.itemgetter(1))[0]]\n",
    "min_val = data[min(data.items(), key=operator.itemgetter(1))[0]]\n",
    "\n",
    "\n",
    "\n",
    "print(max_val)\n",
    "print(min_val)\n",
    "\n",
    "plt.figure(figsize=(14, 5), dpi=100)\n",
    "plt.bar(*zip(*data.items()))\n",
    "plt.ylim(bottom=min_val, top=max_val)\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}