cuckooml.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# `cuckooml` initial data analysis#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import json\n",
    "from pprint import pprint\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "sns.set_context(\"notebook\", font_scale=4)\n",
    "%matplotlib inline\n",
    "#\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "from scipy.stats import pearsonr\n",
    "from sklearn.cluster import AffinityPropagation, KMeans\n",
    "from sklearn.manifold import TSNE\n",
    "import skfuzzy as fuzz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "File 1 is not a JSON\n"
     ]
    }
   ],
   "source": [
    "# Load all the reports\n",
    "reports = {}\n",
    "reports_path = './sample'\n",
    "\n",
    "for f in os.listdir(reports_path):\n",
    "    with open(reports_path+'/'+f, 'r') as sample_file:\n",
    "        try:\n",
    "            reports[f] = json.load(sample_file)\n",
    "        except ValueError:\n",
    "            print \"File\", f, \"is not a JSON\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get to know a single report ##\n",
    "For example file `2`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sample = reports['2']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'info',\n",
      " u'signatures',\n",
      " u'target',\n",
      " u'network',\n",
      " u'static',\n",
      " u'dropped',\n",
      " u'behavior',\n",
      " u'debug',\n",
      " u'strings',\n",
      " u'virustotal']\n"
     ]
    }
   ],
   "source": [
    "pprint( sample.keys() )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'category': u'file',\n",
      " u'custom': u'',\n",
      " u'duration': 19,\n",
      " u'ended': u'2016-02-24 03:36:37',\n",
      " u'id': 2,\n",
      " u'machine': {u'label': u'xp4',\n",
      "              u'manager': u'VirtualBox',\n",
      "              u'name': u'xp4',\n",
      "              u'shutdown_on': u'2016-02-24 03:36:37',\n",
      "              u'started_on': u'2016-02-24 03:36:18',\n",
      "              u'status': u'stopped'},\n",
      " u'options': u'json.calls=0',\n",
      " u'owner': u'',\n",
      " u'package': u'',\n",
      " u'platform': u'',\n",
      " u'route': u'none',\n",
      " u'score': 1.6,\n",
      " u'started': u'2016-02-24 03:36:18',\n",
      " u'version': u'2.0-dev'}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['info'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`info`  $\\longrightarrow$  `score` seems interesting  \n",
    "Statistics of this are shown below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "info_scores_x = []\n",
    "info_scores_y = []\n",
    "for f in reports:\n",
    "    info_scores_x.append(f)\n",
    "    info_scores_y.append( reports[f]['info']['score'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1091bcf90>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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VAAAg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\njgAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1091eb5d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(45,20))\n",
    "sns.countplot(info_scores_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 49.,  73.,  36.,  21.,   4.,   2.,   6.,   5.,   1.,   2.]),\n",
       " array([  0.  ,   1.22,   2.44,   3.66,   4.88,   6.1 ,   7.32,   8.54,\n",
       "          9.76,  10.98,  12.2 ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x129339150>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(45,20))\n",
    "plt.hist(info_scores_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "how about `info`  $\\longrightarrow$  `duration`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info_duration_x = []\n",
    "info_duration_y = []\n",
    "for f in reports:\n",
    "    info_duration_x.append(f)\n",
    "    info_duration_y.append( reports[f]['info']['duration'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x1292e84d0>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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JL4xm/XrYw+Rs\n2z+QFI/qcC8V7NWv5rHYWr2N848b1Mgx2+6VCnUHHetJetzQkq/8nbWNxzBmtl62jU7bgKpynibE\nI647Oz9xI8e6x2N/dRttzSi8KNq30Va27TPU29P3g7LjrpAGxCOuO5uRdPCghlhRDhjvP88cVvC8\nOsfDzHZTbyPHP2hII8fMaxUaj0uhZ7YPDll2JQ1o09LE40VKV0c+ldy0AXG5U83zUilBDCadl3bQ\n0LFFzGxzM/uSQhex8VA9Fyr0HlfFd6ytMLzVqgon9Dept+vZ2qg6Hma2unobXvxhvBJOVpXxyCq5\n4ocAb3f3pcPWcfcZhWFOvqfwhvRJ2ZsQUzGJ42WAIxQu5h2vHvbgdlISxGOb6PPZBRpy/iw3fY8R\nvrMyFccj7pr8BoUuzYfKkoovR7MOKPmdVYqHGfr7bA3OpDvLf2o0K64U77zJsmM067MFKheOUHjb\nUgo3TM+drRyJVR6XDjNbI3tL5j8KXf53XKswlFadpIhDvM0ZSZ8tWJb4mFlb0kMKrleVFLF4iEIM\npHD++EaBcpybm660V+ISkh0jeQ3JT5PEo8H5aYprS5Pz01THS1PzsRTxaHI+9mCFc9uMpF+6+3+G\nLZzt13Gvdtvll2lJLlZ5XDoalouliENT848UsWjyuaMQM7ufpMOzyVvU+wZ+0W006ZhZSRUx6LPN\nJuSnKxkzFk0+Xp6sMPygFB7YzTo6gLsvkfQZhV4ojlboCSPW5HjE8kNI/7rvUr1+mpvum1NO89xR\ncb1fkutm1mtU/MDwNHf/Z365mLv/QtLvo1mle+BuQmxiFnopv1DSx9V98H6HpC8UL+ZK22xCDHZV\nb2PqonVnX8pN7zps4YbE4hEKQ1Ur2/7RI2x34L1BrCHxGOZz6p7XT1LoSXhkDYtH3NAxSd1Zg+IR\n53ffdvefFNj2FxX2l69L+rR6X07tq0HxiOvOlha41i6VdF40q1DdWUPikR9m+R2z1RVldY2HR7N2\nzXryG6pBbVoad7ykqiOfRm7ahLjkvqPWeWnCGEwkL82joWO7fFBh/PTOv+uMwjAbD1cY7qsKR6l7\n0T7N3T+j8JCjjqqOx/3U7YVPak6POR1VxmMvdVt7Xy3pmCIrufsx7v4Mdz/I3d846K2YCZnE8dLD\nzB6j7tCSkvRdd//moOUnrOp4xA/S1yqw/ExuetrXp0rikSV+D4xmne7u/y24elwxvJWZFRrqJ4H4\ne/M3Q8P8K/q8moVhmzri4Z1mJH13to1lcTsjmjVrLzyJpYhLx74K+2Dck8G5CvtfkRupSUoRh/tG\nnxfP8jbRoG1K0mYlylOFymPhYQjRuQoP7p9e8LqZ7wFjWg9UUx4jeU3IT1PFo6n5aYp4NDk/TbV/\nNDUfqzQeTc/H3P3+Cr067aLeXjeHWTf63O860PhcLFFcOhqTi6WIQ1Pzj6pj0fRzRxEWhjw7Qd0h\nZg/VaA9+G3PM5FUYg7wm5Kc9xolFC46XZ0Wff+Tu5xdZyd0Pcfd93P1l7v6pzvwWxCOWf1GmSE6Z\nNyinnOa5o7J60ITXzYeot7emWfO1zPeiz7uY2fyC63U0ITaS7uzJ75vqbaxxmcK94WFlyprThBjc\nL/o8o+L3Tf/OTc9Wd1b7WGTPV9ZU6AnoGeod8WXk7Q5Q+3gMYmb7KZx3JekSSS/R+LlJI+JhZnPU\n+6Jfqrqz2scjO2/GOcpHC5bn9+6+p7vvl+U/XmC12scjE+c6a5QpV6Zo3VkT4vHg6PO1WvnllUF+\nkZt+Ut+letW+TUtTjxelqyOfRm7ahLhIakZeqnQxmFRe2mPV2RdBQ/1d0ms7LcvNbOwNmtk+6r5J\nulS9Dbbqrop4xG/83ODuf6+iYFMybjweE33+eYHeP+qu8uMlz8xWVXhjruMGSa+p/IuqUUU8/izp\n0dnnXcxsbXe/Ycjy+cT3vL5LTcc48Zin3hudC0qse0lu+mEl1x9bVgmwl6QF2X9FEvKODXLT8bBx\nD4s+L/Mh3ernnCPpsdnnHcxsfXe/pkSZKpEwLv1cLem9ng1xZWaluu5OKWEc3qHQvf8CrdzoZtRt\nJpVyn/DQ9X++d5Bh5YiHy7jK3ZM03i9QjokcI03ITxPHo3H5acJ4NDI/Tbx/NC4fSxSPRudjkuTu\nV0s6q8iy2du58Ruwv++zWKNzsY4EcemntrlYR4o4NDH/kCqPRePPHQV8XN3G5ae7+0etxLBaA9T+\nmMmpPAZNyE8HGCcWTT9e4jzytAq21/R4xFwhp+r0SPIkhV6eh4lzyhkVyymnee4Yux400XUzztdm\nJA0cJjHnnOjzKpIeqd4HzGXUNTb93KrQg9Lb3f1/FVzPOuoag28p9OSzucJ9U9GXhPNDlZapO6tr\nLDo9irmK3z/GDdxnNNpLDrWNR591t1PoVUwKjboOcPdrKn4OVud43EO9jbwm8ZJwXeMR5zxL3X1S\nL0zXNR5SqDt7avZ5PTPbyd0H3lOa2QJJ949mjVJ3Vtd4xA3Q/uGhJ7ciZfmfmV2j7jXmYSreo5tU\n3zYtTT1eUtWRTzs3rWtc+qlrXpoqBtPIS2no2DIzCjvRRyV9tegFqAgz21LhgOx8z4vdfVlV20+k\n6njED5L/bGZ3U0h+9lFoNb2ZpNslXS7pTEknufspY35nlaqMx0Ojz3de2M1sfYVk6YkKQ76srRCP\nsyR9y90vHOM7q5bseBngFZK2j6YPc/d85eU0VR2PL6j7YH19SZ82s4P6bTc7v3wsmnW1pBPH/P5x\nVRWPu+WmV4xRpkJDaFQp+91FhiXqZ4/o8zXu/r9oOh5mtUyF/T+iz6tI2kG9SfJEJIxLx4ykZQqN\noz8+YJmpSxUHd/+rpL+Ouc0ZSRePVrTyJrBPzCprUP8xhZyko9BbhlWbVDyakp8mjkfj8tOE8Whk\nfpp4/2hcPpYoHo3Ox8rIerE8Ud3elmYkfaTPoo3OxcoqERdFf699LlbWCHEoss3a5B9lFIxFq88d\nZraXpIOzyf9K2m+MzTXymKk4Bp1tNiI/zasgFo09XrIeRbaMZsV55NaSnqvwMG5LhX/TJQq923xr\nyL9tY+OR5+4rzOxrCj1/SdIeZnagu3+l3/Jm9rhoWUn6pbv/Z8Dmp3numHS9sKTS1804X7tNvXnY\nMPnl7qVyD5ObEJvYzQq90X5gyL5WVu1j4O5LFM5HZe2Rm754luVrH4sRtv1cSW+IZp3m7n8ruHrj\n4pGte7y6Q0oe4WEo0So0JR5x3dltkv5qZo9QGIJ1F0lbK/RofaVCo7dTJB3n7jeVLFoT4hHXnd3Z\nSM7CMKRPUOgVdTuFnvKvUmjEd/KI+0wT4iFJX5X0FnVf6visme3q7tf22fbdFTpo6OR6M+rm/rNp\nQjziHDZ1/tqENi1NPV5S1ZFPIzdtQlxidc9Lk8RggnlpDxo6tsuhKRpOZcNtfF3SetmsL0z7AWlB\nVccjTobXUDip3KPPcvfI/tvfzP4gab9pP0DNVBKP7AF6nKQsyt4GebWkD2nlIUzuo3CieqeZHavQ\n0vz6cctRgSTHSz9mtq6kd0WzLlH9Hv5UGg93P8HMniLpedms/SVta2aHK7zl8T+FVv1PUxgOqTPU\n4m2SDnL366oqy4iqike++/fNS6y7xRjrTpWZ7anehr35HhHihwhlkp9Lc9ML1YCH6x0F4tLxQ0nf\n8OkMn5pciTiU2eYmCpVTHZe5e516hu1rnFhk+dkaCtfkx0l6uXqvzydJ+kQFxZyYMvFocH5aWMF4\nND0/LWxYPFqUnxZWZP9oQT5W2CzxaG0+lu376yjs00+V9FJ1z4szkt7g7v2Gbmt1LjZGXDpakYtV\nEId+22xk/jFiLNp87thM0pezyRlJLx/z/rdxx0yCGDQ2P60oFk0+XuL8YUYhj1xHod7upX2W31Gh\n9+kPmtn73P3jfZZpcjz6eYukR6nb4+cxZrazwgPk8xRerNpeoYHsa9V9SH6lehs95k3z3DGReuEx\nr5txvnaFhx7rirhcYV/uDM24sHCBgybEpuMKSZt76NG5Sk2KQZnvm6PeBn4zmr0eqtGxyH7zagrn\n0p0lvUjdlwGl0APki0pssonxeK+6vXD9RdLbKyqm1Jx4xHVn10j6gbojFcS2zP7bS9K7zexV7l50\naFapGfGI855F2fb2kHS0pK36LL+LpFeY2RkKjcX+WaKoTYiH3P0iMztE4cWLOQq9Nf7JzN4v6ccK\nvQGuL2k3hbqzeIjWj7v7bwoWtQnxWCqp00Vc4RzUzOaqt2e2Ius2oU1L446XxHXk08hNmxCXjlrn\npXV7fjJiXtpjldkXQVMkvEC+Q+HkLIUuUV+f6HsqVWU8soM/Tl4erO5D5BmFlvqXKTwUVG65c8xs\n96rKMqoK4zFf4eZQCr/9OknflHSkentD6PzXsYqkgySdkb0tPVUT7k3x1QrD1nS8z91vmeD3zypR\nPF6oUBnaeSN7F4W34ZZLukWhZf4n1X2o/ndJe7j79xOUpZSq4uGh2+f4jdDHZYl2Efk3GfJdONdS\ndlPzqWjWjLoPTWRma6k3YbqqxObzDwvm9V2qhmaLS8zdlzXpIWEZZeJQ0qclrRlN9+1dok4qiMUF\nkq5XqKT8mLo3KTcoNK7ft8TN5tSNEI9G5qdFFYlHG/LTogrEoxX5aVElj5fG5mNFzRaPtuZjZrap\nwlAoV0s6Q9Kb1K3IXSTpOe5+ZJ/1Wp2LjRqXWBtysSriMEDj8o9RY9Hic8ccSV+TtGE26+vu/u1x\nttm0YyZFDDKNy0+rikXDj5ctc9OrSvqdehs59ssj15H0UTM7Lv9bGx6Plbj7NZJ2UrjP7pzjD1R4\nceZ6hR5//qLwoKrTyPHHkh7m7hcN2e7Uzh0TrBce57oZ358Uztey/S9+YalUvtaQ2EjCj9prAAAg\nAElEQVSS3P2mBA+TGxWDkl6hUB/Qcaa7/2vYCi2Ixeck3STp3wq9tnUaOc4oXP8e7e5Fh1dsXDzM\nbFdJb80mV0h6XpXn3QbFI27ouJG6jRxnFOpKlmjl3usWSDrJzN5ctJANiUec91xjZq+W9BN1G231\ny3mkkOOenfWEWUhD4iFJcvcvKrwQ18lbtpZ0jEKnNbcoNAD8trr1sFcrvBzUtv3jL9Hn7SwMe19E\nvo551vy1IW1amni8pKwjn3hu2pC4dMpa97y0bs9PSueleTR0xFDZSbjTE90tkp7v5bvrboN7K7wB\nEbtY0sskre/u8919C4WL997qHXJzHYWE2NQOG0Wf5yjsH/tk039X6Clmc4VuvrdSiNHiaJ0HSPpO\n1l1265nZ2pJeF836t6pp1FN7HrpP/oykd0u6cZbF/yHpQHcfdajCOjs1+rxQw99ml3Tnw7j826Rr\n9lu2TrKK+28o3Ah2/Mh7u2qfq15l3gDJL7tOiXWnpmBcWi9VHMzsTZKeFc26UmMOw5haRbEY9Obb\nRZKuVRhypRHKxqPt+WmJeNwl8tOC8bjL5Kdlj5e252Ml4tHGfKzf2+Mdf1foXamftudio8albVLF\noYn5xzixaOO54w3qPty9SNIrp1iWaak8Bg3OT6uMRVOPl3weeZK6vbf8WGH4rg2zct1X0vsUHhR3\nPF/SB/tst6nx6Cvr6ftQSV8osPgPJL3UwxBmd3XjXDfjnK1s7ynx8nXM16Rm5hRVm1gMsl5Y4x68\nZhRe/qiLVLEYlAdepdBb/WoD/j5tY8fDzDaQdJy6PWi92Rs2skdk3Hg8MDd9g8L1fBt3X8/dt1I4\n5+4sKX7pc46kw8xs3/JFTmqceMR5z+6Sjsg+X63QKNYU6ho3Vhj948xo+XmSvmdm+d6np62S84e7\nn6rQM/WiWRb9n6RDVHzI6kkbJx6n5qY/MNuXZS/ivzU3eyr5a4J7siYeLynryJucm95lnh0MUZsY\nVJWX0tARA1kYbvd4dd/EfJe7/2mKRZqmB+WmfyzpAe5+tLt3ekeRu9/o7icrdAX/nWj59RQeMLZB\n/sFYp9v7EyXt6O7HufsV7n6bu1/i7kcrdPUdd9+9i6RXTaCsdbC/et9O+ETderhIxcyeJuk/Cher\n+G2AZQpvycUJ5vYKb7h8y8zWU7scpd7feqSZ7TVoYTObJ+n/tHKyV+sEKmto8GVJe0azl2rlyvz8\njVSZt0jzy9a1MupOJeLSaqniYGYvkXR4NOt2SQdU2YV61aqIRfbm1BoKN9WL1fvW8X0VemdzM3v4\n2AVOrGw82p6floxH6/PTEvG4S+Sno5w/2pyPlYxHG/OxrRR6VbpCK/fe+gSFxsy/NrNNcuu1PRcb\nNS5tU3kcGpx/jBOLVp07zOxB6jbIuk3SC+qcN6eQIgZNzU8TxKKpx0s+j3xo9v83ufuT3P0n7n6N\nu9/i7he6+3skPULhnNLxFjPLN6JoajxWYmarmNmhCi9vvzz6020K59XL1dtofC9J/zCzd2W9ht4l\nVXDdjHO2sj2wxcvXLl9rcE5RmUnGwMweotAAOd4XDnP3c8fddhUSx2KhQuOKRQoNfDo2lvQ2Sf8y\nszJDVydXYTy+KKnTwOY0d691/c8g48bDzLZS7/O5iyU9yN3f4+53NuBw9xl3P8vdn67eoTQl6dNZ\nvjd1Fewfcd7zEIV2Ihco1Cd+xN3/5e63uvvV7v4Dd99FvSNobKwwslItVHW8mNm9zOwPkr6n3t76\nrlM4f/wvWnwdhUbEfzCze1fxO6oybjzc/cfqfVH+OWY2sLFj1sjxKIXcODbx/DXRPVkTj5eUdeRN\nzk3vEs8OZlGLGFSZl9LQEcN8VtI22edfuXute0dK7McK3VYfIunDkvaOHyDneRiWeD9J8RtSu5vZ\nI5OWcjL6XYD+rPBmRN/hmLO3fp+l3q6M39zwlu9FxSf8q9SA4VSrYGb7K1TQdrox7nSLvqW7b5K9\nJbeepMcrDB/WsY9C98e1f7helLtfJunt0ay7S/qumX3dzHYzs/XMbHUz29bMXqNwI/FwhZuo+G2J\nmydX6nLMbDWF4T72i2bfojAM3GW5xfOV3Plu3VujZFxaK1UczOxVWrk3iXdlN+S1VGEsrpW0qbtv\n5O5bq3s+PTtaZgtJPzGz+4xX6nRGjEdr89MR4tHq/LRkPFqfn45yvLQ5Hysbj5bmYz+TtJ67L8h6\nb91QYRjJeEiTnSX91MJw1R1tz8VGjUvbpIhDU/OPkWPRpnOHhdEmvqHuNfPD7n72kFVaJ2EMGpef\npohFg4+Xfnnk59z944NWcPfzFXpyjL0jt0xT49HPlyS9V+E3SOGB//6S5rn7Fu6+ucK59QB1h3y8\nu6T3SDp2kgWtmXGvm3HO1rZ8rak5RZUmEgMze5Skn2bb7/iRu79jwCrTkDIWT3L3dd19G3ffQKE3\nouOiv68h6Wgz26//6lMxdjzM7MXqjn6zTCH3bapx47EsW/6lkj4kaU93/+ewL3T3I9T7HG+e6tML\n+rjxyOc910vay90vHfKdr5P0q2j6qWZ2v0ELT1gVx8v9JZ2lbs+fMwr5ywPcff3s/LGepB0V9ovO\nNXlHhZeFd6z2J42livPpwerNP99uZmea2d5mNt/MVjOzTczs2dl2D86WOz9aZxr5a4p7siYeLynr\nyJucm7b+2UEBU49B1XkpDR3Rl5k9X9Lzssn/SnrhFIszdVkL5lPc/Sh3f4e731BgnZsVHjrHBr65\n2yD9unk+1N2Htt5392Xq7TVoU4UKvNbKTtg7RLO+7M0YumgsZnYPSZ+PZi2XtJO7fyB+8Jy96fIz\nSbtJOjJa/r6SPjeJsk6Kux+pbrfmUkgInyfpFwrn2Jsk/UshDgsU3rR6lsJb8R3x21e1YWbrKHRp\n/7xo9q2Snufuv+qzSj5hKvP2Tn7Z2h5PI8SllVLEwczmmNmH1ft2nCQd4e75625tVBkLd7/Z3ZdG\n07dl59NHK7y52LGOajqMxijxaHN+Oko82pyfjhCPVuenIx4vrc3HRj2fti0f8/DG+A3R9P/c/asK\nvb2eFy16X/U2vmh1LjZGXFolRRyamn+MG4sWnTuOVHc43nMVGi3d1VQegwbnp0n2h4YeL/lr2U3q\nDnk3kLv/Ur0PMZ+YvYgRL9PEePQwsxcoNGDs+K2kB3ro8ePOHkDd/Tp3/5pCI4FfR8u/0MxeOpHC\n1kwF1804Zyvb8028fB3ztUbmFFWaRAzM7BnKXviIZv9G3QZwtZAyFh712JdNn+fu+6u3d1pJ+pSZ\nbaQaGDceZra9uvf2M5JeFG+vacaNh4dRTn7m7l9y93e6+wUFv/o96m3IU4u6swqOl/w14QvuflGf\n5eLvnFGIR+yphQudUAXHy2qSvqnuefIOSfu7+0Hu/rfcd/3V3V8k6Tnq9mS9jqQTzWyNqn7TOKo4\nn7r7OQovFceNFR8p6dsKPZrfrJCrflOhl8MZSYcq9NDWMdH8NeE9WROPl5R15E3OTVv97KCgqcYg\nRV5KQ0esxMy2UWj5LoUL1Mvd/ZIhq2CwH+amH9p3qWa5Ljd9g0KPQkWcmpveafzi1FqcTM0oDK13\nV/Amdd/ylqQD3f28QQt7GBbg9Qqt+Dv2rVu37+Ny9zcoVA5fOWSxGYWHDA9y959L2iD627J0pRtN\ndr04S9Ie0eybJe3jYZjUfvLnkLVLfGV+CKdZG/VMw4hxaZ0Ucch62fm2pLfk/nR4dozV0qT2CXe/\nXdJBkv4RzX6kmT24qu+owijxaHN+OoVzRq3z04quLa3JT8fYP1qZj417vLQxH8tz96sUKoniiqqD\no8YXrc/F+ikQl7uEFHFoSv6RVyYWTT93mNmzJHWGZbxe4Y39O6ZYpIlLEYOm5qep94cGHi/56+Jv\n3H15wXXjPHIthZ59ejQwHnnvjD7/T9LT3f2aQQt76PXj6ZLiRjXvtjC0IVTquhnvm2XyNak3Z2tS\nvtbInKJKVcXAzN6iMBRhfE/4c0lPcPc6vIAxq5T7g7t/QdJXo1nrKvRUW1tF4pHlsd9QuCZJoVHO\nKZMr5eSkPl+4+xJJcUO3Wp+HRry2SGEUkCJ+o97hm2tVd5ZXIh57q7ezmiPd/euzbPtESe+OZm2r\nmveaWvZ4cffvSNpVvcNY93OZQg+HH1TvEPETy18T35M18XhJWUfe5Ny0tc8OSphaDFLlpTR0RI+s\nq9Hj1T3hfN3dv11iE/lhsO7S3P1qha6iO+YPWrZB8kMiXuzutxVc13PTm1RQnlrKKvD2jmad7e7/\nGLR8y8Rvt51X4mY634NArd4urYKHt9u3U6jkPkGhIvtvCo0KjpK0s7s/0t3dzOZI2ixa/XLViJnt\nJul3kuIu7q+V9ER3//6g9bKkJU5kNyzxtfNy08MeFEzFqHFpmxRxMLOFks5U77nhDklvdPe3jVjU\n5Ca9T2RvYOV7u3xM1d8zqlHi0eb8dBrnjDrnp2PEo5X56Zj7R+vysaqOlzblY4O4+78kfS+a1Rmm\nrfW52DDD4nJXkiIOdc8/BikTi6aeO8xsC0lHR7MOcff/lNhEbfOoolLEoKn56aT2h4YdL/k8Mp8b\nDlMoj2xYPO5kZqZuz5+SdKy7XzHbellDyPiasJma+0AwiYLXzbixaOF8LTs/xQ+Tm5avNTKnqNI4\nMTCzNczseIWRHOJz9nckPbkpjRw7Eu8PH0203WQKxONDCr2WS9LfJdX2pfAqTOB8EedIq5rZBgOX\nrIGC8YjznhkVzHuyhnLxkN+1qTsbpGA84p72btfKo+AM8nH1xnLvQQvWRdnjxd1/6+47SnqKwogx\nZygMT32GpK8p1Bdu7e6dF+oXRKtPJH+dwD1ZE4+XlHXkTc5NW/nsoKSJxyB1XtrUMcSRzk6SHhFN\n725m/5plnfji9Uwz2yX7PCPpU+5+VJUFbKAV6nbD2oa3V69U6DWl0+p6aJe2OdfnpvM9grTJTup9\nEPidaRVkksxsfYVuiztOL7H6OQrHy5rZ9P0qKlatuPuNCjcCX5tl0W3Ve4zUpqGsmR2sUBkfn9MW\nS9rTc136D3CRwtBwkrR5ia/OL1ur3jIqiEsrpIiDme0k6WT1Nsi6SdIBJW9eJ2qK+8S5uemFCb+r\nsDHi0cr8dMrnjNrlp2PGo3X56TjxaGM+VvXx0oZ8rIBz1FvZvlDS77PPrczFChoWl7uSFHGoZf5R\nQOFYNPTccZCk9aPpt5vZsOHK83XFh5vZodnnGYXe/35bZQEnoPIYSFpDzcxPJ7Y/NOh4uTg3XSaP\nzD8sGphHNigesXvlpk8vse7PJH0gmr6/woNxdM123YyHRtxUxW2m3geJTczXmppTVKl0DMxsM0nf\n1cqjNhzhNR4FpYAk+4O7X2Bm10uaW+V2J2BYPOJ/5/mSzgtt1gfaOPq8RS6XOcfdXzBaEScq5fki\n3wCjFvVns5gtHhcrvHzRMWr9WS3qzgqYLR5xrnNB0V693f1mMztT0hOzWbWoOyug9PHi7qdJOq3A\nth8YfZ5U/pr6mcHFat7xkrKOvMm5aeueHYxgojGYRF5KQ0fk5Xv5LPPQQwo7drxz1/oNlzKybt83\nknSHuxdqbZ69hRs3drsqRdkmyd1vM7Pz1X0zbMGw5XPWzU1f23epdnhy9HlGoYHOXcFauen/Fl3R\n3e8ws+WStshm5feXu5pHRZ9nJP1xWgXpyM5ph0t6Y+5Pf1BoaFD0TZwL1H24vsOwBXPiZe/ItjN1\nFcal0VLFwcz2lnScers1X6YwZNbZo2wztapiYWarKFxnt5F0hbv/c5ZVOvI3HlPtxb2CeLQqP63y\nWGlDflpFPNqUn1a0f7QmH6vBNXbq+ZiZra5Q+byNpN+7e9F/z/xQMPG5tPG5WKK4NE6KODQ1/6jZ\nPjH1c0ck/3u267vUYPPV+7LRGuMVZypSxKCp+Wkd94dpHy/n5abL/Fuul5uuIo+cdjxiI+eUWvke\no6kPBGeV8LoZ51l3N7Nt3P0izS6f203txdum5hRVmlQMzOzeCg1Rtoxm3ybpNe7++YLfmVTKWJjZ\nRtl27+bu55Qo1g3qNnScdO6aet+Yp5V75B9mVYXG9h2LS6w7tsT7xyoKsVin4Hm0Y6Po84ykQo3g\nqpAwHn+R9NhoenOtPJzpIHHeM9G6s4TxiHOdMnmO1JvrTLTurG7X12wkrjiHnlT+mvqerHHHS+I6\n8sbmpm16djCqScZgUnkpDR2RN5P7fxH5rn3LrFt7Zra2QuvyzkXph5L2LLj6/SStHk3/pcKiTdOf\n1D0RzjezbQsOdXOf3HSTekQpa/fo8/nuvmRqJZms/M3eFn2X6iN7kB0nkhO7cUzJzOYqXMw3lbSa\nu/+k4KrPjD5fWuJmJYns5uloSQfm/nSipP3c/aYSmztX0rOzz1uY2aZFhj9S79tZF2Y9IkxVxXFp\nrFRxMLODsu3Gucb5kvZy94tH2WZqVcXCzNZQqGDpNPD8msJQZ0Xkb+qnOdxZFfFoTX5a4f7Rivy0\n4nNH4/PTCuPRinysyv2jqfmYmT1GoUekzjntIEnHFlx92LWg0blYwrg0Soo4NDX/SLVPNPXckdOa\nPGoMKWLQ1LgmK3dTjxd3v87M/q1uo8+Hl1g9ziNnFOWRTY1HTr6xYuGcUis3rmlFHV9e4utm3OvS\nHIV9s8jD5Dhfu0NT6rm6qTlFlSYVAzN7sKSfqPc+7hpJz3b3nxX8vqRSxsLMfilp12xysaStC5bp\n7uptyDbJ3DXlvtG03CT1/vFzSbsp/Nb/mdn67j7r78zqRh4UzTq/yHpVSLx//Cn6PEfSIyVdWKBM\nq0raPpo1sbqzxPG4StI9ss9l8hypN9eZZCPYlMfLagovD26qMDTtKe5+S4HtxvnrjKRfFCzPuFLf\nkzXueMmkqiNvdG6qFjw7qEDyGEwyL6WhI3q4+69UsgW/mV2sbvfGx7r7QRUXa6rc/QYz+6+6D5J3\nMbO1Cj7UeW5uuhY3lhX4rqQXRdP7SvpQgfXiB/Azkn5VZaHqImt8EN8EnT6lokxc1mX7f9R9+28P\nM5tT8CbwQZLWjqb/XnkBp+MQSe/PPq8wsw1muzkwsy0lPSma9d1UhSvhC+ptaDAj6XB3f/sI2/qR\npI9nn+dIelq2/YHMbJ6knXPbqIMq49JklcfBzF4g6Uu52T+VtLe754cIq5NKYuHuN5nZReq+8ban\nmd3d3W8usPqTc9Nl3mav2tjxaFl+WtX+0Zb8tMpzRxvy06r2j7bkY1XuH03Nxy5QbyXsPireeCu+\nFtyk3grapudiqeLSNJXHocH5R6p9oqnnjju5+3slvbfo8ma2lXofVhzg7rMNtVtrCWPQuPw08f7Q\n5OPlu+oO97nQzHZy97MKrBfnkZe5ezxUXpPj0ZF/kPt4SV8vuO6uuem21PH1SHnddPc/mdmVCg0N\npJCvfbPAdp8Wff6Tu0+lB/8G5xSVmUQMzOy+CnVl60ezL5L0FHevzXGXOBYXqnvOWWhmD3X33xXY\n7uPUOxTxxPazVPFw97K5yVck7Z9NXuzu2w5bPpXE+8cide8T5kraRdKvC2z38eptyDaxurPE8fih\npFvUfQF6X0lfLrDd3SWtGU1PrO4scTwuULcR1rZmtp27/3u2jWYNAneKZk3sfJs4Hg+TdEY0vWtu\neiXZS8ovjmadXySGVZjAM4PGHS+ZJHXkTc9N1Y5nB+NKGoNJ56WN7fIdmLDvRZ/XkfTy2VYws20l\nvTKadbGkU6st1tT8SFI8TNwbzWyTQQtLUvb3l0Wz/jjtHuoSepB6b5KL3Fi3yfejzwslPa/gevFD\n65ncdposHlp3TUnPKrDOByWtln2+Q9Jnqi5UGWb2GvUmP3dIeuWojdjc/UJJf45mvTa7ORzmderG\nZEbSV0f57ipVHZemShEHM3uIpGNys78u6cl1buSYIBYnR5/nSXppgTIslHRwNGupptTgnmOkV4J4\nNDo/TRCPRuenCeLR6HwsQTwamY95GJo7bmjxBDN7wGzrmdkz1fvi1WlxQ+im52Kp4tI0CePQuPwj\nYSwaee4YU76Hi7siYtBVJhZNPl7y17SPzraCme2h3t5J8g/5mhwPSVI2Ok2cLzzLzO4xaPmO7AXw\n10Szlks6s+Li1UnK62a8Xz1jtvib2WPVe12bdt1Z43KKBJLFwMzWU7hfix8m/1nSI+vUyDGSKhYn\n56bfWmC7q0l6TzRrRtJ3ZluvYnU4PuqU86SKR1x3NkfSmwpsd3VJH45m3SHpc7OtV7Ek8XD3/0o6\nJZq1h5k9YZbtriLpndGsm7TycZdaqv0jX+c16/kjc7B6z72TrjtLFY8/SoobTL6gQFkOkHTvaPqo\nAus0QoOPl5R15E3OTRv97KAiyWIwjbyUho5AMZ+TdGs0/V4z22nQwma2QOFgnhvNPtTd70hUvoly\n99vV28J7fUnfzk5iK8kquL6p3m5qD0tXwqnLP1D521RKMT1HKCRvHZ8xs0cMWliSzOydkp4RzTrN\n3dsy1Pvpki6Npt9vZusPWFZm9mb13kB81d09UdlmZWY7qreSf0ahocHnx9z0x+Kv0cqN2uIy7CXp\nbdGs09x9qsdVwrg0Soo4WBji65vqPuCRpBPcfb/s+lNLifaJz0uKH7Z/0MweNGhhM9tUIf9YK5r9\nrmnEjWOkV6J4NDY/TRGPJuenifaPxuZjieJxupqbj308+ryKpK+b2QaDFs7+nb8SzbpNvZWsHY3O\nxZQuLk2TIg5NzT9SxOJ0NffcAUza6Wro8ZJd0/4vmvVIMzti0PJmdk+FYQI7bpT0ydxip6uh8ciJ\n8+s1JX0nO+/3ZWZrKuTYW0azD29LnfgAKa+bn1ToSUgKvQmdPGg/MrNt1Nvj5hXqvc5NQ1Nziiql\njMEX1TtM84WSdnf3paMXN6lUsfi5pPi+9Rlm9pIh211NoUeu+Lu/5e5/naX8VeP46JUqHqdKinuX\ne4qZvXbIdldTuMbvGM3+Sq7X5klIuX98UOHep+MYM8sPSxo7TL2jOxzj7hMbqjmTKh4/kHReNP0i\nM3vFsIJkL7vEdVZXaOVRqVJLEg93X6HenPiA/2/v3mPsKMs4jv9oSgutIAUq8RoE4TFCJCYECDeh\nVOQOKiBQkBIMGg1iEKr8QRBMSCDgBZCAFBKLIiC3BjFcRCNeYqHENKjhQUFFSECQOxRK0/WPZ87u\nnNntcs7Z887Mu/1+ks12Z88Ocx7e951n3vNeLLahXd9595N0RenQo+p9Z4VcZFdfEveRZ5ub5vzZ\nwbAkjkHteSkDHYEeuPtj6q64cyTdb2bnlkc6m9kWZvYlxayH8gyGG939p/VcbT3c/XJ1L027j6QH\nzewEM5stxcwFMztQMYu5vGXJL9z91vqutnbl//cjitWSNhjFjO/yzKfNJT1gZpeYmXUOFuVjTzO7\nU9IFpdc/L+n0eq42vaIz97zSoe0k/d7MFprZ6MqfZrabmd2u7rbmCY1tn9SUS9Q94Owqd590a8Ne\nuPsN6t4m4kQz+1X5gczM5pvZBYoZT52c5TVJ6+2MqFGSuGQoRRy+rrHtVqWY9XPKel7bJkOPhbs/\npe7V1d6laE/PsthCVJJkZvPM7DRF/vHx0uvvcPcfTeUapoA60i1F+cg5P011b8k1P01RPnLOx1LE\nI9t8zN1vV/fWlTtJetjMjumUaym2FzWzCxUDKzYrDo9IWlKs4Fg9b9a5WKq45CZFHHLNPxLFItu2\nA6jbNKgvX1bkPx1nmNl9ZraPxcosMrO5ZvZFxQqy5cF+5xVt56hpEA9Jkrvfou62dRdJq8zsDDPb\nunPQzOaY2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      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a13c610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(45,20))\n",
    "sns.countplot(info_duration_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 81.,   8.,   2.,   1.,   1.,   0.,   0.,  39.,  58.,   9.]),\n",
       " array([  14. ,   28.8,   43.6,   58.4,   73.2,   88. ,  102.8,  117.6,\n",
       "         132.4,  147.2,  162. ]),\n",
       " <a list of 10 Patch objects>)"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CAAAO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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12aee5b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(45,20))\n",
    "plt.hist(info_duration_y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "for f in reports:\n",
    "    r = reports[f]['info']['machine']['status']\n",
    "    if r != 'stopped': print r"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Nothing usefull here\n",
    "\n",
    "**`category`** could be used as a categorical feature."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'file': 199}\n"
     ]
    }
   ],
   "source": [
    "info_category = {}\n",
    "for f in reports:\n",
    "    r = reports[f]['info']['category']\n",
    "    try:\n",
    "        info_category[r] = info_category[r] + 1\n",
    "    except:\n",
    "        info_category[r] = 1\n",
    "pprint( info_category )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this case all the samples are of the same type"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{u'description': u'One or more processes crashed',\n",
      "  u'families': [],\n",
      "  u'marks': [{u'call': {u'api': u'__exception__',\n",
      "                        u'arguments': {u'exception': {u'address': u'0x12fbde',\n",
      "                                                      u'exception_code': u'0xc0000005',\n",
      "                                                      u'instruction': u'mov byte ptr [eax], -0x48',\n",
      "                                                      u'instruction_r': u'c6 00 b8 c6 40 01 20 c6 40 02 00 c6 40 03 00 c6',\n",
      "                                                      u'symbol': u''},\n",
      "                                       u'registers': {u'eax': 2089866777,\n",
      "                                                      u'ebp': 523548,\n",
      "                                                      u'ebx': 0,\n",
      "                                                      u'ecx': 2088976858,\n",
      "                                                      u'edi': 522716,\n",
      "                                                      u'edx': 2090320088,\n",
      "                                                      u'esi': 0,\n",
      "                                                      u'esp': 522672},\n",
      "                                       u'stacktrace': u'KiUserApcDispatcher+0x7 KiUserCallbackDispatcher-0x9 ntdll+0xeac7 @ 0x7c90eac7'},\n",
      "                        u'category': u'__notification__',\n",
      "                        u'flags': {},\n",
      "                        u'raw': [u'stacktrace'],\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 1248,\n",
      "                        u'time': 1456289407.0},\n",
      "              u'cid': 0,\n",
      "              u'pid': 616,\n",
      "              u'type': u'call'}],\n",
      "  u'name': u'raises_exception',\n",
      "  u'references': [],\n",
      "  u'severity': 1},\n",
      " {u'description': u'Allocates read-write-execute memory (usually to unpack itself)',\n",
      "  u'families': [],\n",
      "  u'marks': [{u'call': {u'api': u'NtProtectVirtualMemory',\n",
      "                        u'arguments': {u'base_address': u'0x00403000',\n",
      "                                       u'length': 139264,\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456289546.25},\n",
      "              u'cid': 2,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00970000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 544768},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456289546.25},\n",
      "              u'cid': 3,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00a00000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 307200},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456289546.25},\n",
      "              u'cid': 4,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtProtectVirtualMemory',\n",
      "                        u'arguments': {u'base_address': u'0x7c901000',\n",
      "                                       u'length': 4096,\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288735.25},\n",
      "              u'cid': 423,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00af0000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 4096},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288766.25},\n",
      "              u'cid': 484,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00b00000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 4096},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288766.25},\n",
      "              u'cid': 485,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00b10000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 45056},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288766.25},\n",
      "              u'cid': 486,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'},\n",
      "             {u'call': {u'api': u'NtAllocateVirtualMemory',\n",
      "                        u'arguments': {u'allocation_type': 12288,\n",
      "                                       u'base_address': u'0x00b20000',\n",
      "                                       u'process_handle': u'0xffffffff',\n",
      "                                       u'protection': 64,\n",
      "                                       u'region_size': 4096},\n",
      "                        u'category': u'process',\n",
      "                        u'flags': {u'allocation_type': u'MEM_COMMIT|MEM_RESERVE',\n",
      "                                   u'protection': u'PAGE_EXECUTE_READWRITE'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288766.25},\n",
      "              u'cid': 513,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'}],\n",
      "  u'name': u'allocates_rwx',\n",
      "  u'references': [],\n",
      "  u'severity': 2},\n",
      " {u'description': u'File has been identified by at least one AntiVirus on VirusTotal as malicious',\n",
      "  u'families': [],\n",
      "  u'marks': [{u'positives': 44, u'type': u'generic'}],\n",
      "  u'name': u'antivirus_virustotal',\n",
      "  u'references': [],\n",
      "  u'severity': 2},\n",
      " {u'description': u'Retrieves Windows ProductID, probably to fingerprint the sandbox',\n",
      "  u'families': [],\n",
      "  u'marks': [{u'call': {u'api': u'RegQueryValueExA',\n",
      "                        u'arguments': {u'key_handle': u'0x000000f8',\n",
      "                                       u'reg_type': 1,\n",
      "                                       u'regkey': u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\ProductId',\n",
      "                                       u'regkey_r': u'ProductId',\n",
      "                                       u'value': u'56603-305-7'},\n",
      "                        u'category': u'registry',\n",
      "                        u'flags': {u'reg_type': u'REG_SZ'},\n",
      "                        u'return_value': 0,\n",
      "                        u'stacktrace': [],\n",
      "                        u'status': 1,\n",
      "                        u'tid': 600,\n",
      "                        u'time': 1456288766.25},\n",
      "              u'cid': 503,\n",
      "              u'pid': 572,\n",
      "              u'type': u'call'}],\n",
      "  u'name': u'antisandbox_productid',\n",
      "  u'references': [],\n",
      "  u'severity': 3}]\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['signatures'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This bit seems interesting:\n",
    "```\n",
    "{u'description': u'File has been identified by at least one AntiVirus on VirusTotal as malicious',\n",
    "  u'families': [],\n",
    "  u'marks': [{u'positives': 44, u'type': u'generic'}],\n",
    "  u'name': u'antivirus_virustotal',\n",
    "  u'references': [],\n",
    "  u'severity': 2},\n",
    "```\n",
    "\n",
    "It would also be a good idea to look into **`severity`** scores."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Signatures could be used as a simple feature for similarity comparison."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'File has been identified by at least one AntiVirus on VirusTotal as malicious',\n",
      " u'One or more processes crashed',\n",
      " u'Allocates read-write-execute memory (usually to unpack itself)',\n",
      " u'Creates (office) documents on the filesystem',\n",
      " u'This executable is signed',\n",
      " u'The executable has PE anomalies (could be a false positive)',\n",
      " u'The executable is compressed using UPX',\n",
      " u'One or more potentially interesting buffers were extracted, these generally contain injected code, configuration data, etc.',\n",
      " u'Performs some HTTP requests',\n",
      " u'One or more of the buffers contains an embedded PE file',\n",
      " u'Retrieves Windows ProductID, probably to fingerprint the sandbox',\n",
      " u'Executed a process and injected code into it, probably while unpacking',\n",
      " u'Collects information to fingerprint the system (MachineGuid, DigitalProductId, SystemBiosDate)',\n",
      " u'A process attempted to delay the analysis task.',\n",
      " u'Creates executable files on the filesystem',\n",
      " u'Detects virtualization software with SCSI Disk Identifier trick(s)',\n",
      " u'Disables Windows Security features',\n",
      " u'At least one process apparently crashed during execution',\n",
      " u'Steals private information from local Internet browsers',\n",
      " u'Looks up the external IP address',\n",
      " u'Creates a suspicious process',\n",
      " u'Creates known Bladabindi mutexes',\n",
      " u'Runs bcdedit commands specific to ransomware',\n",
      " u'Creates known ransomware decryption instruction / key file.',\n",
      " u'Creates known Redosru Trojan Files, Registry Keys and/or Mutexes',\n",
      " u'This sample modifies more than 500 files through suspicious ways, likely a polymorphic virus or a ransomware',\n",
      " u'Tries to unhook Windows functions monitored by Cuckoo',\n",
      " u'Connects to a Dynamic DNS Domain',\n",
      " u'Checks the version of Bios, possibly for anti-virtualization',\n",
      " u'Creates known XtremeRAT mutexes',\n",
      " u'Creates known XtremeRAT files, registry keys or mutexes',\n",
      " u'Starts servers listening on {0}',\n",
      " u'Resolves .RU Russia TLD, Possibly Malicious',\n",
      " u'Installs itself for autorun at Windows startup',\n",
      " u'Executes one or more WMI queries',\n",
      " u'Enumerates services, possibly for anti-virtualization',\n",
      " u'Tries to detect Sandboxie',\n",
      " u'Detects VirtualBox through the presence of a file',\n",
      " u'Checks whether any human activity is being performed by constantly checking whether the foreground window changed',\n",
      " u'Creates a service',\n",
      " u'Harvests credentials from local FTP client softwares',\n",
      " u'Installs WinPCAP',\n",
      " u'Generates some ICMP traffic',\n",
      " u'Windows was unable to start this executable as it is importing functions from DLLs that do not exist on this Operating System (e.g., this binary only runs on Windows 7 and your Virtual Machine is running Windows XP)',\n",
      " u'This executable has a PDB path',\n",
      " u'Resolves Free Hosting Domain, Possibly Malicious',\n",
      " u'Looks for the Windows Idle Time to determine the uptime',\n",
      " u'Detects VirtualBox through the presence of a registry key',\n",
      " u'Detects VMWare through the presence of various files',\n",
      " u'Detects VMWare through the presence of a registry key',\n",
      " u'Tries to detect VirtualPC',\n",
      " u'Creates known Ardamax Keylogger mutexes',\n",
      " u'Installs an hook procedure to monitor for mouse events',\n",
      " u'Creates a windows hook that monitors keyboard input (keylogger)',\n",
      " u'Detects VMWare through the in instruction feature',\n",
      " u'Windows was unable to start this executable as it is importing DLLs that do not exist on this Operating System (e.g., this binary only runs on Windows 7 and your Virtual Machine is running Windows XP)',\n",
      " u'Resolves .PW TLD, Possibly Malicious',\n",
      " u'Creates known Renocide Worm files, registry keys and/or mutexes',\n",
      " u'Checks for the presence of known windows from debuggers and forensic tools',\n",
      " u'Tries to locate whether any sniffers are installed',\n",
      " u'Creates a slightly modified copy of itself',\n",
      " u'Harvests credentials from local email clients',\n",
      " u'Queries information on disks, possibly for anti-virtualization']\n"
     ]
    }
   ],
   "source": [
    "signatures_description_list = []\n",
    "signatures_description = {}\n",
    "\n",
    "for f in reports:\n",
    "    for s in reports[f]['signatures']:\n",
    "        if s['description'] not in signatures_description_list: signatures_description_list.append(s['description'])\n",
    "        # memorise per file\n",
    "        try:\n",
    "            signatures_description[s['description']].append(f)\n",
    "        except:\n",
    "            signatures_description[s['description']] = [f]\n",
    "\n",
    "pprint( signatures_description_list )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'category': u'file',\n",
      " u'file': {u'crc32': u'A66F0524',\n",
      "           u'md5': u'40bd454ed40a789d1a61ea1e15447ce9',\n",
      "           u'name': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0',\n",
      "           u'path': u'/home/cuckoo/cuckoo/storage/binaries/3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0',\n",
      "           u'sha1': u'd2811a8cf3dd0c79790441c282dfcbe271c691fb',\n",
      "           u'sha256': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0',\n",
      "           u'sha512': u'72b89b3033e046aead0de55a1742f2d3804c172ad2965ad6590a1f473b6398653805591bcd3439d56d0d460924fe0f2e4848d31c0a4105be7f31a4fc57820b17',\n",
      "           u'size': 141312,\n",
      "           u'ssdeep': u'3072:bcnLZs5HSqiy2ROV1AVj+By+RyMN8aEevlYGpMs0d0fNrk/EvK:bcNstSqiy24VquyMNASYyLA0fjK',\n",
      "           u'type': u'PE32 executable (GUI) Intel 80386, for MS Windows',\n",
      "           u'urls': [],\n",
      "           u'yara': []}}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['target'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'dead_hosts': [],\n",
      " u'dns': [],\n",
      " u'domains': [],\n",
      " u'hosts': [],\n",
      " u'http': [],\n",
      " u'http_ex': [],\n",
      " u'https_ex': [],\n",
      " u'icmp': [],\n",
      " u'irc': [],\n",
      " u'mitm': [],\n",
      " u'pcap_sha256': u'4ebba52cd2bf79bae4879111857821c5194b3d99cfa65102bbd4f2afcdae7e9d',\n",
      " u'smtp': [],\n",
      " u'sorted_pcap_sha256': u'10be1d6837aee838acc5b7f4173003699d492ad3f232ecadb0f2c540f82a77d6',\n",
      " u'tcp': [],\n",
      " u'tls': [],\n",
      " u'udp': [{u'dport': 137,\n",
      "           u'dst': u'192.168.57.255',\n",
      "           u'offset': 390,\n",
      "           u'sport': 137,\n",
      "           u'src': u'192.168.57.104',\n",
      "           u'time': 4.847461938858032},\n",
      "          {u'dport': 1900,\n",
      "           u'dst': u'239.255.255.250',\n",
      "           u'offset': 2458,\n",
      "           u'sport': 1045,\n",
      "           u'src': u'192.168.57.104',\n",
      "           u'time': 4.847446918487549}]}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['network'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'imported_dll_count': 1,\n",
      " u'keys': [],\n",
      " u'pdb_path': None,\n",
      " u'pe_exports': [],\n",
      " u'pe_imphash': u'4310dad400d93b4e4f05f962e6cc9eb8',\n",
      " u'pe_imports': [{u'dll': u'KERNEL32.dll',\n",
      "                  u'imports': [{u'address': u'0x402000',\n",
      "                                u'name': u'ExitProcess'},\n",
      "                               {u'address': u'0x402004',\n",
      "                                u'name': u'GetModuleHandleW'},\n",
      "                               {u'address': u'0x402008',\n",
      "                                u'name': u'VirtualFreeEx'},\n",
      "                               {u'address': u'0x40200c',\n",
      "                                u'name': u'VirtualProtectEx'},\n",
      "                               {u'address': u'0x402010',\n",
      "                                u'name': u'VirtualAllocEx'}]}],\n",
      " u'pe_resources': [{u'filetype': u'data',\n",
      "                    u'language': u'LANG_GALICIAN',\n",
      "                    u'name': u'RT_BITMAP',\n",
      "                    u'offset': u'0x000030ac',\n",
      "                    u'size': u'0x00021257',\n",
      "                    u'sublanguage': u'*unknown*'},\n",
      "                   {u'filetype': u'ASCII text, with CRLF line terminators',\n",
      "                    u'language': u'LANG_ENGLISH',\n",
      "                    u'name': u'RT_MANIFEST',\n",
      "                    u'offset': u'0x00024304',\n",
      "                    u'size': u'0x0000026e',\n",
      "                    u'sublanguage': u'SUBLANG_ENGLISH_US'}],\n",
      " u'pe_sections': [{u'entropy': 5.893874453577144,\n",
      "                   u'name': u'.text',\n",
      "                   u'size_of_data': u'0x00000a00',\n",
      "                   u'virtual_address': u'0x00001000',\n",
      "                   u'virtual_size': u'0x0000089e'},\n",
      "                  {u'entropy': 2.3457751849862936,\n",
      "                   u'name': u'.rdata',\n",
      "                   u'size_of_data': u'0x00000200',\n",
      "                   u'virtual_address': u'0x00002000',\n",
      "                   u'virtual_size': u'0x000001e6'},\n",
      "                  {u'entropy': 7.93971880244838,\n",
      "                   u'name': u'.rsrc',\n",
      "                   u'size_of_data': u'0x00021600',\n",
      "                   u'virtual_address': u'0x00003000',\n",
      "                   u'virtual_size': u'0x00021574'},\n",
      "                  {u'entropy': 0.3427863039007212,\n",
      "                   u'name': u'.reloc',\n",
      "                   u'size_of_data': u'0x00000200',\n",
      "                   u'virtual_address': u'0x00025000',\n",
      "                   u'virtual_size': u'0x00000036'}],\n",
      " u'pe_timestamp': u'2014-01-10 01:46:30',\n",
      " u'pe_versioninfo': [],\n",
      " u'peid_signatures': None,\n",
      " u'signature': []}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['static'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**`imported_dll_count`** could be another feature"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{u'crc32': u'00000000',\n",
      "  u'md5': u'd41d8cd98f00b204e9800998ecf8427e',\n",
      "  u'name': u'e3b0c44298fc1c14_desktop.ini',\n",
      "  u'path': u'/home/cuckoo/cuckoo/storage/analyses/2/files/e3b0c44298fc1c14_desktop.ini',\n",
      "  u'sha1': u'da39a3ee5e6b4b0d3255bfef95601890afd80709',\n",
      "  u'sha256': u'e3b0c44298fc1c149afbf4c8996fb92427ae41e4649b934ca495991b7852b855',\n",
      "  u'sha512': u'cf83e1357eefb8bdf1542850d66d8007d620e4050b5715dc83f4a921d36ce9ce47d0d13c5d85f2b0ff8318d2877eec2f63b931bd47417a81a538327af927da3e',\n",
      "  u'size': 0,\n",
      "  u'ssdeep': u'3::',\n",
      "  u'type': u'empty',\n",
      "  u'urls': [],\n",
      "  u'yara': []}]\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['dropped'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'apistats': {u'572': {u'CreateActCtxW': 3,\n",
      "                        u'CreateDirectoryW': 2,\n",
      "                        u'CreateProcessInternalW': 1,\n",
      "                        u'CreateThread': 1,\n",
      "                        u'DeleteFileW': 2,\n",
      "                        u'DeviceIoControl': 1,\n",
      "                        u'FindFirstFileExW': 2,\n",
      "                        u'GetComputerNameW': 1,\n",
      "                        u'GetFileAttributesW': 9,\n",
      "                        u'GetFileSize': 1,\n",
      "                        u'GetFileType': 3,\n",
      "                        u'GetNativeSystemInfo': 1,\n",
      "                        u'GetSystemDirectoryA': 1,\n",
      "                        u'GetSystemDirectoryW': 2,\n",
      "                        u'GetSystemInfo': 7,\n",
      "                        u'GetSystemTimeAsFileTime': 4,\n",
      "                        u'GetSystemWindowsDirectoryW': 3,\n",
      "                        u'GetTimeZoneInformation': 1,\n",
      "                        u'GetUserNameExW': 2,\n",
      "                        u'GlobalMemoryStatusEx': 1,\n",
      "                        u'LdrGetDllHandle': 54,\n",
      "                        u'LdrGetProcedureAddress': 75,\n",
      "                        u'LdrLoadDll': 26,\n",
      "                        u'LdrUnloadDll': 2,\n",
      "                        u'LookupAccountSidW': 1,\n",
      "                        u'LookupPrivilegeValueW': 3,\n",
      "                        u'MoveFileWithProgressW': 1,\n",
      "                        u'NetUserGetInfo': 1,\n",
      "                        u'NtAllocateVirtualMemory': 30,\n",
      "                        u'NtClose': 73,\n",
      "                        u'NtCreateFile': 15,\n",
      "                        u'NtCreateMutant': 5,\n",
      "                        u'NtCreateSection': 6,\n",
      "                        u'NtDelayExecution': 6,\n",
      "                        u'NtDuplicateObject': 2,\n",
      "                        u'NtEnumerateValueKey': 1,\n",
      "                        u'NtFreeVirtualMemory': 4,\n",
      "                        u'NtMapViewOfSection': 3,\n",
      "                        u'NtOpenDirectoryObject': 1,\n",
      "                        u'NtOpenFile': 3,\n",
      "                        u'NtOpenKey': 16,\n",
      "                        u'NtProtectVirtualMemory': 2,\n",
      "                        u'NtQueryInformationFile': 1,\n",
      "                        u'NtQuerySystemInformation': 2,\n",
      "                        u'NtQueryValueKey': 12,\n",
      "                        u'NtReadFile': 9,\n",
      "                        u'NtSetInformationFile': 16,\n",
      "                        u'NtSetValueKey': 1,\n",
      "                        u'NtTerminateProcess': 3,\n",
      "                        u'NtUnmapViewOfSection': 6,\n",
      "                        u'NtWriteFile': 8,\n",
      "                        u'RegCloseKey': 71,\n",
      "                        u'RegCreateKeyExA': 4,\n",
      "                        u'RegCreateKeyExW': 2,\n",
      "                        u'RegEnumKeyExA': 2,\n",
      "                        u'RegOpenKeyExA': 39,\n",
      "                        u'RegOpenKeyExW': 65,\n",
      "                        u'RegQueryValueExA': 9,\n",
      "                        u'RegQueryValueExW': 109,\n",
      "                        u'RtlAddVectoredExceptionHandler': 1,\n",
      "                        u'SHGetFolderPathW': 15,\n",
      "                        u'SearchPathW': 1,\n",
      "                        u'SetErrorMode': 3,\n",
      "                        u'SetFileAttributesW': 6,\n",
      "                        u'SetUnhandledExceptionFilter': 1,\n",
      "                        u'UuidCreate': 1,\n",
      "                        u'WSAStartup': 1},\n",
      "               u'616': {u'__exception__': 1}},\n",
      " u'generic': [{u'first_seen': 1456289329.0,\n",
      "               u'pid': 616,\n",
      "               u'ppid': 572,\n",
      "               u'process_name': u'explorer.exe',\n",
      "               u'summary': {}},\n",
      "              {u'first_seen': 1456289312.375,\n",
      "               u'pid': 680,\n",
      "               u'ppid': 528,\n",
      "               u'process_name': u'lsass.exe',\n",
      "               u'summary': {}},\n",
      "              {u'first_seen': 1456289484.25,\n",
      "               u'pid': 572,\n",
      "               u'ppid': 508,\n",
      "               u'process_name': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "               u'summary': {u'command_line': [u'C:\\\\WINDOWS\\\\explorer.exe'],\n",
      "                            u'directory_created': [u'C:\\\\Program Files\\\\Common Files',\n",
      "                                                   u'C:\\\\Program Files\\\\Common Files\\\\winlogon'],\n",
      "                            u'directory_enumerated': [u'C:\\\\WINDOWS\\\\WinSxS\\\\x86_microsoft.windows.common-controls_*6.0.*_*',\n",
      "                                                      u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp'],\n",
      "                            u'dll_loaded': [u'NTMARTA.DLL',\n",
      "                                            u'sfc.dll',\n",
      "                                            u'version.dll',\n",
      "                                            u'Urlmon.dll',\n",
      "                                            u'wininet.dll',\n",
      "                                            u'crypt32.dll',\n",
      "                                            u'dnsapi.dll',\n",
      "                                            u'shell32.dll',\n",
      "                                            u'kernel32.dll',\n",
      "                                            u'msvcrt.dll',\n",
      "                                            u'secur32.dll',\n",
      "                                            u'Netapi32.dll',\n",
      "                                            u'advapi32.dll',\n",
      "                                            u'ole32.dll',\n",
      "                                            u'shlwapi.dll',\n",
      "                                            u'ws2_32.dll',\n",
      "                                            u'Psapi.dll',\n",
      "                                            u'user32.dll',\n",
      "                                            u'comctl32.dll'],\n",
      "                            u'file_deleted': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe:Zone.Identifier',\n",
      "                                              u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\desktop.ini'],\n",
      "                            u'file_exists': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe',\n",
      "                                             u'C:\\\\Program Files\\\\League of Legends',\n",
      "                                             u'C:\\\\Documents and Settings\\\\Administrator\\\\Application Data\\\\.minecraft',\n",
      "                                             u'C:\\\\Program Files\\\\Common Files',\n",
      "                                             u'C:\\\\WINDOWS\\\\explorer.exe',\n",
      "                                             u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'C:\\\\Program Files\\\\Common Files\\\\winlogon',\n",
      "                                             u'C:\\\\Documents and Settings\\\\Administrator\\\\jagexcache'],\n",
      "                            u'file_failed': [u'\\\\??\\\\VBoxGuest',\n",
      "                                             u'C:\\\\WINDOWS\\\\WindowsShell.Config',\n",
      "                                             u'\\\\??\\\\HGFS'],\n",
      "                            u'file_moved': [[u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe']],\n",
      "                            u'file_opened': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe',\n",
      "                                             u'C:\\\\WINDOWS\\\\system32\\\\ntdll.dll',\n",
      "                                             u'\\\\\\\\?\\\\PIPE\\\\SfcApi',\n",
      "                                             u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                                             u'C:\\\\WINDOWS\\\\WindowsShell.Manifest',\n",
      "                                             u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\desktop.ini'],\n",
      "                            u'file_read': [u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                                           u'\\\\\\\\?\\\\PIPE\\\\SfcApi',\n",
      "                                           u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe'],\n",
      "                            u'file_recreated': [u'\\\\Device\\\\KsecDD'],\n",
      "                            u'file_written': [u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                                              u'\\\\\\\\?\\\\PIPE\\\\SfcApi'],\n",
      "                            u'mutex': [u'ZonesCounterMutex',\n",
      "                                       u'ZonesCacheCounterMutex',\n",
      "                                       u'ZonesLockedCacheCounterMutex'],\n",
      "                            u'regkey_opened': [u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Domains\\\\',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\DnsCache\\\\Parameters',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows NT\\\\DnsClient',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\',\n",
      "                                               u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Blizzard Entertainment',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}\\\\68DE0850\\\\CG1',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}\\\\00000000\\\\CG1',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\1',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\ESET',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Ranges\\\\',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Valve\\\\Steam',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Domains\\\\',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\NET Framework Setup\\\\NDP',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Symantec',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\fshoster',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\Control\\\\Session Manager',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\ArcaBit',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\avast! Antivirus',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\RsMgrSvc',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\origin',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\System\\\\Setup',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\OLEAUT\\\\UserEra',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Explorer\\\\Performance',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\Image File Execution Options\\\\ifbxqllff.exe',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Skype',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Ole',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\OLEAUT',\n",
      "                                               u'HKEY_CLASSES_ROOT\\\\HTTP\\\\shell\\\\open\\\\command',\n",
      "                                               u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Avira',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\Tcpip\\\\Parameters',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Win7zip',\n",
      "                                               u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\Setup',\n",
      "                                               u'HKEY_CLASSES_ROOT\\\\jarfile\\\\shell\\\\open\\\\command',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\VisualStudio',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\msasn1',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion',\n",
      "                                               u'HKEY_CLASSES_ROOT\\\\PROTOCOLS\\\\Name-Space Handler\\\\',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\LDAP',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Ranges\\\\',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\avgwd',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_GET_URL_DOM_FILEPATH_UNENCODED',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Terminal Server Client\\\\Default',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\0',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\AVP',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\cmdvirth',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS',\n",
      "                                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING',\n",
      "                                               u'HKEY_CURRENT_USER\\\\Software\\\\VMware, Inc.'],\n",
      "                            u'regkey_read': [u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\UseDomainNameDevolution',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DefaultRegistrationRefreshInterval',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\ISTray',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\AVP',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationRefreshInterval',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MulticastListenLevel',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\QueryAdapterName',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\Setup\\\\SystemSetupInProgress',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\G Data AntiVirus Tray',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCacheTtl',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableTypeLib',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\SpIDerAgent',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationEnabled',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Bkav',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\mcpltui_exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\UpdateSecurityLevel',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\Hostname',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Trend Micro Client Framework',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AllowUnqualifiedQuery',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateZoneExcludeFile',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationTtl',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseHostsFile',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\ProductId',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\emsisoft anti-malware',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ScreenBadTlds',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\WRSVC',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterReverseLookup',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\FilterClusterIp',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\DnsTest',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxNegativeCacheTtl',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableReverseAddressRegistrations',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateSecurityLevel',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\APVXDWIN',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\ZoneAlarm',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\HTTP\\\\shell\\\\open\\\\command\\\\(Default)',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Sophos AutoUpdate Monitor',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\PrioritizeRecordData',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\ldap\\\\LdapClientIntegrity',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Bdagent',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ServerPriorityTimeLimit',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\WaitForNameErrorOnAll',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsQuickQueryTimeouts',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterWanAdapters',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateTopLevelDomainZones',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\PrioritizeRecordData',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\V3 Application',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsMulticastQueryTimeouts',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Control\\\\Session Manager\\\\CriticalSectionTimeout',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AdapterTimeoutLimit',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\G Data AntiVirus Tray Application',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Trend Micro Titanium',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\{00020400-0000-0000-C000-000000000046}\\\\InterfaceHelperDisableAll',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationMaxAddressCount',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DefaultRegistrationTTL',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableDynamicUpdate',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\AllowUnqualifiedQuery',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsQueryTimeouts',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCacheSize',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseDomainNameDevolution',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\MSC',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseEdns',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE\\\\*',\n",
      "                                             u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Explorer\\\\Advanced\\\\EnableBalloonTips',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\0\\\\ProcessorNameString',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MulticastSendLevel',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\mcui_exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\AVG_UI',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Ole\\\\RWLockResourceTimeOut',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AppendToMultiLabelName',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableAdapterDomainName',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterPrimaryName',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\EnableAdapterDomainNameRegistration',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableAll',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\DisableImprovedZoneCheck',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\MaxNumberOfAddressesToRegister',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ScreenUnreachableServers',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCachedSockets',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterAdapterName',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Baidu Antivirus',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN\\\\*',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableAllForOle32',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\avast',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Control\\\\ComputerName\\\\ActiveComputerName\\\\ComputerName',\n",
      "                                             u'HKEY_CURRENT_USER\\\\Control Panel\\\\Desktop\\\\SmoothScroll',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\QueryIpMatching',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\BullGuard',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\{00020400-0000-0000-C000-000000000046}\\\\InterfaceHelperDisableAllForOle32',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\Domain',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\Winlogon\\\\LeakTrack',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableWanDynamicUpdate',\n",
      "                                             u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD\\\\*',\n",
      "                                             u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip\\\\Uuid'],\n",
      "                            u'regkey_written': [u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip\\\\Uuid']}}],\n",
      " u'processes': [{u'calls': [],\n",
      "                 u'command_line': u'C:\\\\WINDOWS\\\\system32\\\\lsass.exe',\n",
      "                 u'first_seen': 1456289312.375,\n",
      "                 u'pid': 680,\n",
      "                 u'ppid': 528,\n",
      "                 u'process_name': u'lsass.exe',\n",
      "                 u'process_path': u'C:\\\\WINDOWS\\\\system32\\\\lsass.exe',\n",
      "                 u'tid': 464,\n",
      "                 u'time': 0,\n",
      "                 u'track': False,\n",
      "                 u'type': u'process'},\n",
      "                {u'calls': [],\n",
      "                 u'command_line': u'\"C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe\" ',\n",
      "                 u'first_seen': 1456289484.25,\n",
      "                 u'pid': 572,\n",
      "                 u'ppid': 508,\n",
      "                 u'process_name': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                 u'process_path': u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                 u'tid': 600,\n",
      "                 u'time': 0,\n",
      "                 u'track': True,\n",
      "                 u'type': u'process'},\n",
      "                {u'calls': [],\n",
      "                 u'command_line': u'\"C:\\\\WINDOWS\\\\explorer.exe\"',\n",
      "                 u'first_seen': 1456289329.0,\n",
      "                 u'pid': 616,\n",
      "                 u'ppid': 572,\n",
      "                 u'process_name': u'explorer.exe',\n",
      "                 u'process_path': u'C:\\\\WINDOWS\\\\explorer.exe',\n",
      "                 u'tid': 1248,\n",
      "                 u'time': 0,\n",
      "                 u'track': True,\n",
      "                 u'type': u'process'}],\n",
      " u'processtree': [{u'children': [],\n",
      "                   u'command_line': u'C:\\\\WINDOWS\\\\system32\\\\lsass.exe',\n",
      "                   u'first_seen': 1456289312.375,\n",
      "                   u'pid': 680,\n",
      "                   u'ppid': 528,\n",
      "                   u'process_name': u'lsass.exe',\n",
      "                   u'track': False},\n",
      "                  {u'children': [{u'children': [],\n",
      "                                  u'command_line': u'\"C:\\\\WINDOWS\\\\explorer.exe\"',\n",
      "                                  u'first_seen': 1456289329.0,\n",
      "                                  u'pid': 616,\n",
      "                                  u'ppid': 572,\n",
      "                                  u'process_name': u'explorer.exe',\n",
      "                                  u'track': True}],\n",
      "                   u'command_line': u'\"C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe\" ',\n",
      "                   u'first_seen': 1456289484.25,\n",
      "                   u'pid': 572,\n",
      "                   u'ppid': 508,\n",
      "                   u'process_name': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                   u'track': True}],\n",
      " u'summary': {u'command_line': [u'C:\\\\WINDOWS\\\\explorer.exe'],\n",
      "              u'directory_created': [u'C:\\\\Program Files\\\\Common Files',\n",
      "                                     u'C:\\\\Program Files\\\\Common Files\\\\winlogon'],\n",
      "              u'directory_enumerated': [u'C:\\\\WINDOWS\\\\WinSxS\\\\x86_microsoft.windows.common-controls_*6.0.*_*',\n",
      "                                        u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp'],\n",
      "              u'dll_loaded': [u'NTMARTA.DLL',\n",
      "                              u'sfc.dll',\n",
      "                              u'version.dll',\n",
      "                              u'Urlmon.dll',\n",
      "                              u'wininet.dll',\n",
      "                              u'crypt32.dll',\n",
      "                              u'dnsapi.dll',\n",
      "                              u'shell32.dll',\n",
      "                              u'kernel32.dll',\n",
      "                              u'msvcrt.dll',\n",
      "                              u'secur32.dll',\n",
      "                              u'Netapi32.dll',\n",
      "                              u'advapi32.dll',\n",
      "                              u'ole32.dll',\n",
      "                              u'shlwapi.dll',\n",
      "                              u'ws2_32.dll',\n",
      "                              u'Psapi.dll',\n",
      "                              u'user32.dll',\n",
      "                              u'comctl32.dll'],\n",
      "              u'file_deleted': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe:Zone.Identifier',\n",
      "                                u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\desktop.ini'],\n",
      "              u'file_exists': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe',\n",
      "                               u'C:\\\\Program Files\\\\League of Legends',\n",
      "                               u'C:\\\\Documents and Settings\\\\Administrator\\\\Application Data\\\\.minecraft',\n",
      "                               u'C:\\\\Program Files\\\\Common Files',\n",
      "                               u'C:\\\\WINDOWS\\\\explorer.exe',\n",
      "                               u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'C:\\\\Program Files\\\\Common Files\\\\winlogon',\n",
      "                               u'C:\\\\Documents and Settings\\\\Administrator\\\\jagexcache'],\n",
      "              u'file_failed': [u'\\\\??\\\\VBoxGuest',\n",
      "                               u'C:\\\\WINDOWS\\\\WindowsShell.Config',\n",
      "                               u'\\\\??\\\\HGFS'],\n",
      "              u'file_moved': [[u'C:\\\\Documents and Settings\\\\Administrator\\\\Local Settings\\\\Temp\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe']],\n",
      "              u'file_opened': [u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe',\n",
      "                               u'C:\\\\WINDOWS\\\\system32\\\\ntdll.dll',\n",
      "                               u'\\\\\\\\?\\\\PIPE\\\\SfcApi',\n",
      "                               u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                               u'C:\\\\WINDOWS\\\\WindowsShell.Manifest',\n",
      "                               u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\desktop.ini'],\n",
      "              u'file_read': [u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                             u'\\\\\\\\?\\\\PIPE\\\\SfcApi',\n",
      "                             u'C:\\\\Program Files\\\\Common Files\\\\winlogon\\\\ifbxqllff.exe'],\n",
      "              u'file_recreated': [u'\\\\Device\\\\KsecDD'],\n",
      "              u'file_written': [u'\\\\\\\\?\\\\PIPE\\\\lsarpc',\n",
      "                                u'\\\\\\\\?\\\\PIPE\\\\SfcApi'],\n",
      "              u'mutex': [u'ZonesCounterMutex',\n",
      "                         u'ZonesCacheCounterMutex',\n",
      "                         u'ZonesLockedCacheCounterMutex'],\n",
      "              u'regkey_opened': [u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Domains\\\\',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\DnsCache\\\\Parameters',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows NT\\\\DnsClient',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\',\n",
      "                                 u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Blizzard Entertainment',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}\\\\68DE0850\\\\CG1',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}\\\\00000000\\\\CG1',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\1',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\ESET',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Ranges\\\\',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Classes\\\\CLSID\\\\{12255794-4227-4840-B167-8C1945395A8E}',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Valve\\\\Steam',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Domains\\\\',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\NET Framework Setup\\\\NDP',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Symantec',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\fshoster',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\Control\\\\Session Manager',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\ArcaBit',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\avast! Antivirus',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\RsMgrSvc',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\origin',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\System\\\\Setup',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\OLEAUT\\\\UserEra',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Explorer\\\\Performance',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\Image File Execution Options\\\\ifbxqllff.exe',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Skype',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Microsoft\\\\Ole',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\OLEAUT',\n",
      "                                 u'HKEY_CLASSES_ROOT\\\\HTTP\\\\shell\\\\open\\\\command',\n",
      "                                 u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Avira',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\Tcpip\\\\Parameters',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Win7zip',\n",
      "                                 u'HKEY_CURRENT_USER\\\\SOFTWARE\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\Setup',\n",
      "                                 u'HKEY_CLASSES_ROOT\\\\jarfile\\\\shell\\\\open\\\\command',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\VisualStudio',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\msasn1',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion',\n",
      "                                 u'HKEY_CLASSES_ROOT\\\\PROTOCOLS\\\\Name-Space Handler\\\\',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\System\\\\CurrentControlSet\\\\Services\\\\LDAP',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\ZoneMap\\\\Ranges\\\\',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\avgwd',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Policies\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_GET_URL_DOM_FILEPATH_UNENCODED',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Terminal Server Client\\\\Default',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\0',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\AVP',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\Software\\\\Policies\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\CurrentControlSet\\\\services\\\\cmdvirth',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS',\n",
      "                                 u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING',\n",
      "                                 u'HKEY_CURRENT_USER\\\\Software\\\\VMware, Inc.'],\n",
      "              u'regkey_read': [u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\UseDomainNameDevolution',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DefaultRegistrationRefreshInterval',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\ISTray',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\AVP',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationRefreshInterval',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MulticastListenLevel',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\QueryAdapterName',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\Setup\\\\SystemSetupInProgress',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\G Data AntiVirus Tray',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCacheTtl',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableTypeLib',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\SpIDerAgent',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationEnabled',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Bkav',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\mcpltui_exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\UpdateSecurityLevel',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\Hostname',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Trend Micro Client Framework',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AllowUnqualifiedQuery',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateZoneExcludeFile',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationTtl',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseHostsFile',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\ProductId',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\emsisoft anti-malware',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ScreenBadTlds',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_HANDLING\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ADDON_MANAGEMENT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\WRSVC',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterReverseLookup',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\FilterClusterIp',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\DnsTest',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxNegativeCacheTtl',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableReverseAddressRegistrations',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateSecurityLevel',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\APVXDWIN',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\ZoneAlarm',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\HTTP\\\\shell\\\\open\\\\command\\\\(Default)',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Sophos AutoUpdate Monitor',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_OBJECT_CACHING\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\PrioritizeRecordData',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\ldap\\\\LdapClientIntegrity',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Bdagent',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ServerPriorityTimeLimit',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\WaitForNameErrorOnAll',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsQuickQueryTimeouts',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterWanAdapters',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_LOCALMACHINE_LOCKDOWN\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UpdateTopLevelDomainZones',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\PrioritizeRecordData',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\V3 Application',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsMulticastQueryTimeouts',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Control\\\\Session Manager\\\\CriticalSectionTimeout',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_ACTIVEXINSTALL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AdapterTimeoutLimit',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\G Data AntiVirus Tray Application',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Trend Micro Titanium',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\{00020400-0000-0000-C000-000000000046}\\\\InterfaceHelperDisableAll',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_UNC_SAVEDFILECHECK\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegistrationMaxAddressCount',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DefaultRegistrationTTL',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WINDOW_RESTRICTIONS\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableDynamicUpdate',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_BEHAVIORS\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\AllowUnqualifiedQuery',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DnsQueryTimeouts',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCacheSize',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseDomainNameDevolution',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\MSC',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\UseEdns',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE\\\\*',\n",
      "                               u'HKEY_CURRENT_USER\\\\Software\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Explorer\\\\Advanced\\\\EnableBalloonTips',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_ZONE_ELEVATION\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\HARDWARE\\\\DESCRIPTION\\\\System\\\\CentralProcessor\\\\0\\\\ProcessorNameString',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MulticastSendLevel',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\mcui_exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\AVG_UI',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Ole\\\\RWLockResourceTimeOut',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SAFE_BINDTOOBJECT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\AppendToMultiLabelName',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableAdapterDomainName',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterPrimaryName',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\EnableAdapterDomainNameRegistration',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableAll',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Internet Settings\\\\DisableImprovedZoneCheck',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_DISABLE_MK_PROTOCOL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\MaxNumberOfAddressesToRegister',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\ScreenUnreachableServers',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_HTTP_USERNAME_PASSWORD_DISABLE\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_MIME_SNIFFING\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\MaxCachedSockets',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\RegisterAdapterName',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\Baidu Antivirus',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN\\\\*',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_VALIDATE_NAVIGATE_URL\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\InterfaceHelperDisableAllForOle32',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_SECURITYBAND\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_WEBOC_POPUPMANAGEMENT\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\avast',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Control\\\\ComputerName\\\\ActiveComputerName\\\\ComputerName',\n",
      "                               u'HKEY_CURRENT_USER\\\\Control Panel\\\\Desktop\\\\SmoothScroll',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_PROTOCOL_LOCKDOWN\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Dnscache\\\\Parameters\\\\QueryIpMatching',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows\\\\CurrentVersion\\\\Run\\\\BullGuard',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Classes\\\\Interface\\\\{00020400-0000-0000-C000-000000000046}\\\\InterfaceHelperDisableAllForOle32',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\Domain',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Windows NT\\\\CurrentVersion\\\\Winlogon\\\\LeakTrack',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SYSTEM\\\\ControlSet001\\\\Services\\\\Tcpip\\\\Parameters\\\\DisableWanDynamicUpdate',\n",
      "                               u'HKEY_LOCAL_MACHINE\\\\SOFTWARE\\\\Microsoft\\\\Internet Explorer\\\\Main\\\\FeatureControl\\\\FEATURE_RESTRICT_FILEDOWNLOAD\\\\*',\n",
      "                               u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip\\\\Uuid'],\n",
      "              u'regkey_written': [u'HKEY_CURRENT_USER\\\\Software\\\\Win7zip\\\\Uuid']}}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['behavior'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "* **`apistats`** migh be a good set of features feature\n",
    "* there is plenty more that could be used here, e.g. a *process tree*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'errors': [],\n",
      " u'log': [u'2016-02-24 03:36:18,000 [analyzer] DEBUG: Starting analyzer from: C:\\\\tmpanmg0b\\n',\n",
      "          u'2016-02-24 03:36:18,000 [analyzer] DEBUG: Pipe server name: \\\\\\\\.\\\\PIPE\\\\fAgkqJqfJKXBjxAzvxtuJRDJYWtmSFs\\n',\n",
      "          u'2016-02-24 03:36:18,000 [analyzer] DEBUG: Log pipe server name: \\\\\\\\.\\\\PIPE\\\\wOrMODKSXRhxxnJJyozYlESrZHZF\\n',\n",
      "          u'2016-02-24 03:36:18,000 [analyzer] DEBUG: No analysis package specified, trying to detect it automagically.\\n',\n",
      "          u'2016-02-24 03:36:18,000 [analyzer] INFO: Automatically selected analysis package \"exe\"\\n',\n",
      "          u'2016-02-24 03:36:18,608 [analyzer] DEBUG: Started auxiliary module Disguise\\n',\n",
      "          u'2016-02-24 03:36:18,796 [analyzer] DEBUG: Loaded monitor into process with pid 680\\n',\n",
      "          u'2016-02-24 03:36:18,796 [lib.api.process] INFO: Successfully injected process with pid None\\n',\n",
      "          u'2016-02-24 03:36:18,796 [analyzer] DEBUG: Started auxiliary module DumpTLSMasterSecrets\\n',\n",
      "          u'2016-02-24 03:36:18,796 [analyzer] DEBUG: Started auxiliary module Human\\n',\n",
      "          u'2016-02-24 03:36:18,796 [analyzer] DEBUG: Started auxiliary module InstallCertificate\\n',\n",
      "          u'2016-02-24 03:36:18,796 [analyzer] DEBUG: Started auxiliary module Screenshots\\n',\n",
      "          u\"2016-02-24 03:36:18,842 [lib.api.process] INFO: Successfully executed process from path u'C:\\\\\\\\DOCUME~1\\\\\\\\ADMINI~1\\\\\\\\LOCALS~1\\\\\\\\Temp\\\\\\\\3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0.exe' with arguments '' and pid 572\\n\",\n",
      "          u'2016-02-24 03:36:18,967 [analyzer] DEBUG: Loaded monitor into process with pid 572\\n',\n",
      "          u'2016-02-24 03:36:19,015 [analyzer] DEBUG: Received request to inject pid=572, but we are already injected there.\\n',\n",
      "          u'2016-02-24 03:36:19,171 [analyzer] INFO: Added new file to list with path: \\\\Device\\\\NamedPipe\\\\lsass\\n',\n",
      "          u'2016-02-24 03:36:19,592 [analyzer] WARNING: File at path \"u\\'C:\\\\\\\\Program Files\\\\\\\\Common Files\\\\\\\\winlogon\\\\\\\\ifbxqllff.exe:Zone.Identifier\\'\" does not exist, skip.\\n',\n",
      "          u'2016-02-24 03:36:19,592 [analyzer] INFO: Added new file to list with path: \\\\Device\\\\NamedPipe\\\\SfcApi\\n',\n",
      "          u'2016-02-24 03:36:19,625 [lib.api.process] INFO: Successfully injected process with pid 616\\n',\n",
      "          u'2016-02-24 03:36:19,625 [analyzer] INFO: Injected into process with pid 616 and name explorer.exe\\n',\n",
      "          u'2016-02-24 03:36:19,828 [analyzer] DEBUG: Loaded monitor into process with pid 616\\n',\n",
      "          u'2016-02-24 03:36:19,858 [analyzer] INFO: Process with pid 572 has terminated\\n',\n",
      "          u'2016-02-24 03:36:20,858 [analyzer] INFO: Process with pid 616 has terminated\\n',\n",
      "          u'2016-02-24 03:36:20,858 [analyzer] INFO: Process list is empty, terminating analysis.\\n',\n",
      "          u'2016-02-24 03:36:21,858 [analyzer] WARNING: File at path \"u\\'\\\\\\\\device\\\\\\\\namedpipe\\\\\\\\lsass\\'\" does not exist, skip.\\n',\n",
      "          u'2016-02-24 03:36:21,858 [analyzer] WARNING: File at path \"u\\'\\\\\\\\device\\\\\\\\namedpipe\\\\\\\\sfcapi\\'\" does not exist, skip.\\n',\n",
      "          u'2016-02-24 03:36:21,858 [analyzer] INFO: Analysis completed.\\n']}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['debug'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[u'!This program cannot be run in DOS mode.',\n",
      " u'`.rdata',\n",
      " u'@.rsrc',\n",
      " u'@.reloc',\n",
      " u';L$,wk)L$,',\n",
      " u'+X4;XPw,',\n",
      " u'default',\n",
      " u'ExitProcess',\n",
      " u'GetModuleHandleW',\n",
      " u'VirtualFreeEx',\n",
      " u'VirtualProtectEx',\n",
      " u'VirtualAllocEx',\n",
      " u'KERNEL32.dll',\n",
      " u'02bH5h',\n",
      " u'\\\\.pt,m',\n",
      " u'JC<u%E',\n",
      " u'ECBNF;',\n",
      " u'_o9:)& ',\n",
      " u'\\\\d^F=p',\n",
      " u'p`Ilss',\n",
      " u'P$FON?',\n",
      " u'Pa$5d\\x1fu',\n",
      " u'Uv@_ed',\n",
      " u'b2xG\\\\@I',\n",
      " u'3D_=J7',\n",
      " u'WYHF|?',\n",
      " u'A tMV\"zC',\n",
      " u'b\\\\kJ+X',\n",
      " u'UdOYTN',\n",
      " u\"z{P.'z\",\n",
      " u'g1}Gr|',\n",
      " u'CKL9UE-',\n",
      " u'1|{pZ5',\n",
      " u'60d{%t',\n",
      " u'n:Uy&[',\n",
      " u'C#$-]y',\n",
      " u'3vH~HT',\n",
      " u'|H$p !v\\\\',\n",
      " u'-t$(gL',\n",
      " u'IR0BuK',\n",
      " u'?}URzd',\n",
      " u'iU?l78',\n",
      " u'rAu0Hf',\n",
      " u'@Zq%\\x1f-',\n",
      " u\")&(<'.\",\n",
      " u';%dpO)',\n",
      " u'\\\\Y $D\\\\d0L\\\\',\n",
      " u'e> ,a) ',\n",
      " u\"-sm^keX'\",\n",
      " u'KXdxb\\\\',\n",
      " u'9:d1\\\\[b',\n",
      " u'%pQalZ:',\n",
      " u'Gs{|M/',\n",
      " u'hIL 8#L',\n",
      " u'S6=0A4',\n",
      " u'chNy.QW',\n",
      " u'.NAr<F',\n",
      " u']YH S4',\n",
      " u'4X,t\\\\j',\n",
      " u'}|E\"Z;',\n",
      " u'p9\\x1fu%\\\\^',\n",
      " u'@Ufc1H',\n",
      " u'25}254',\n",
      " u'u6+-qpi',\n",
      " u'1h8I4O',\n",
      " u'\\\\Yhqr0z',\n",
      " u'cAOms5',\n",
      " u'dk?duG|',\n",
      " u'9Die_f',\n",
      " u'\\\\|?MST',\n",
      " u'sMW9ve6&',\n",
      " u'X6^#=1Cq',\n",
      " u'IP&PSU',\n",
      " u\"%7'AK|.\",\n",
      " u'(TFt11r6W0',\n",
      " u'5]fK_G',\n",
      " u'\\\\5jJH?',\n",
      " u'm,v3@f',\n",
      " u'tjL0Nq',\n",
      " u't;<DIPx',\n",
      " u'[`A6K<',\n",
      " u'$H?D@mqX',\n",
      " u'=h0F)-n',\n",
      " u'&+KtNa',\n",
      " u'EQGY^<c',\n",
      " u'NRA\"zC',\n",
      " u'TL~=h=',\n",
      " u's2&:ar*',\n",
      " u'X?z}Ry,',\n",
      " u'I&vIrc',\n",
      " u'):NAFu',\n",
      " u'77,$M\\\\',\n",
      " u'5gR*pX',\n",
      " u'En;\\\\sR',\n",
      " u'x$R7\\\\ B',\n",
      " u'=2!of>7',\n",
      " u'D@Gf<9',\n",
      " u'\\x1f!v\\x1ft[M',\n",
      " u\"`J'lRQ;PdFh\",\n",
      " u'|$a~\\\\d&:',\n",
      " u'{]Gw0)',\n",
      " u\"^`'l1\\\\\\x1f\",\n",
      " u'}\\\\IJK8',\n",
      " u\"!`'p\\\\>\",\n",
      " u'ZAtX\\\\_B0',\n",
      " u'\\\\NY-nf',\n",
      " u'&$HB,tQA(',\n",
      " u'fMW@_F',\n",
      " u'oq\"sL]<',\n",
      " u'SpaoK+',\n",
      " u'eI%D<X',\n",
      " u'xbPs\\\\r',\n",
      " u'lWf_ahP^',\n",
      " u'_$@Cbi',\n",
      " u'F |Xw@',\n",
      " u'L_o+MB',\n",
      " u\"'CKk\\\\'DZ=J%\",\n",
      " u'9bRisu',\n",
      " u'Zh*X)G',\n",
      " u'\\x1fdAPmD',\n",
      " u'PXv?TR',\n",
      " u'=d#P+;d',\n",
      " u'D1DJO1v',\n",
      " u'@1J_tb',\n",
      " u'<pcZ0*',\n",
      " u'4Ov,%f',\n",
      " u'Rs#J3.u',\n",
      " u'_hOfSw',\n",
      " u'\\x1fIp8,k',\n",
      " u'7n\\x1f:n6R',\n",
      " u'pBg1,%',\n",
      " u'\\\\2UJx,',\n",
      " u'MtJN7O',\n",
      " u'oa?\\x1fC-',\n",
      " u'xa%^l!',\n",
      " u'kWQQ_/R',\n",
      " u'Jb)@g{',\n",
      " u\"eDv'=Iq\",\n",
      " u'Qs=[z5#e\"',\n",
      " u'T0ZIN@2',\n",
      " u'~)6FUI',\n",
      " u'~#ODbi',\n",
      " u'|Sn4Xc',\n",
      " u'l]g|DWZFs',\n",
      " u'<#I^|{',\n",
      " u'Kxd$*T4',\n",
      " u'1=k?c,',\n",
      " u't>Znd >',\n",
      " u'&(ja&?e0',\n",
      " u'l@HPAC',\n",
      " u'|xHDuy',\n",
      " u'{,;M*]',\n",
      " u'X0{<6m',\n",
      " u'};o<lTR',\n",
      " u'{3;=<tS',\n",
      " u'ns[SJU',\n",
      " u'eQoS3I',\n",
      " u'{{{i{V{S{E{B{Og',\n",
      " u\"G7G8G'G(G\",\n",
      " u'5w>g\"W',\n",
      " u'MrMxMbMSMYMJL',\n",
      " u\"\\\\>X`'h\",\n",
      " u'<r*-+o',\n",
      " u'MfMmM_L',\n",
      " u\"0;9{'{({\",\n",
      " u'{}{e{m{U{Bw',\n",
      " u'+l+W+X+E+B+H\"',\n",
      " u'kSXSMU',\n",
      " u'GqGcGGGND',\n",
      " u'G7G&F(',\n",
      " u'HuHqH}HyHeHaHmHiHUHQH].',\n",
      " u'8\\\\QZa8',\n",
      " u'HpH{Hb\"',\n",
      " u'+<+F+H3',\n",
      " u\"Pr'0lGiG^D\",\n",
      " u't@sLxHnHGH',\n",
      " u'mPS\\\\AX',\n",
      " u'I]1E/M',\n",
      " u'+c+X+L&',\n",
      " u'MqMFML',\n",
      " u'G0G=FL',\n",
      " u's\"P/g2PGGA',\n",
      " u'wLuGPG]GMD',\n",
      " u'{9{&}+u',\n",
      " u'LuHWHNH',\n",
      " u'3@eSFSCP',\n",
      " u'XvDs@aLnH\\\\HFHH\"',\n",
      " u'U5]#E(M',\n",
      " u'MyMfMT',\n",
      " u'+v+s+a+[+@+M3',\n",
      " u'6g$xwcgVT',\n",
      " u\"f+m+T'\",\n",
      " u'e`mnUR',\n",
      " u'M2MkMRMNL',\n",
      " u'+7+=+;\"!7',\n",
      " u'+=+;&!w',\n",
      " u'M4M8M,M',\n",
      " u'MwMgMkM[',\n",
      " u'\\\\>S!S~SkS_SMQ',\n",
      " u'MpM{MRMHM',\n",
      " u'H}gLCGJF',\n",
      " u'HaHDHCH',\n",
      " u' {.{+{',\n",
      " u'w|_GDFB',\n",
      " u'f{_{B}H7',\n",
      " u' }@gLkH_HC!',\n",
      " u'wHdHaHVHSH@HMH',\n",
      " u'L8H,H)H',\n",
      " u'HrHyHb',\n",
      " u'z#cvhN',\n",
      " u'{g{h{U}\\\\u|',\n",
      " u'HrHyHbHCIuD',\n",
      " u'S=S$P-8Jq!',\n",
      " u'e+R+G&K6D',\n",
      " u'L4H&&t',\n",
      " u\"P5\\\\:X'\",\n",
      " u'T{e{N{Kw',\n",
      " u'U:?mCU',\n",
      " u'v):z}2',\n",
      " u'}regl:',\n",
      " u'aHoHR)&',\n",
      " u'g%W#Ft',\n",
      " u'XtDe@GL',\n",
      " u'vh1>7f',\n",
      " u'SS@QN&',\n",
      " u'D2`#3J@U',\n",
      " u'w*nGUGYG@F',\n",
      " u':uHrMi',\n",
      " u'sU6bMk',\n",
      " u')w@|Fb',\n",
      " u'S~PI3a',\n",
      " u'|HSHH!%',\n",
      " u'HVH]!0',\n",
      " u'$q!1\\\\]',\n",
      " u'CuPsT6V)%',\n",
      " u'NgJk,<',\n",
      " u'3 5s2S?P!',\n",
      " u'p+|+x+d+`.l',\n",
      " u'PS\\\\PXT',\n",
      " u'tSpSLPH\\\\:',\n",
      " u'\\\\}Xuj@MH',\n",
      " u'pTvH!3F',\n",
      " u'vTHPH\\\\',\n",
      " u',H()1R',\n",
      " u'dQh&<@~4',\n",
      " u'{@}Ld\"T',\n",
      " u'0{$}(u',\n",
      " u'S4P8T$',\n",
      " u'`&FX}^',\n",
      " u'P<assembly xmlns=\"urn:schemas-microsoft-com:asm.v1\" manifestVersion=\"1.0\">',\n",
      " u'  <trustInfo xmlns=\"urn:schemas-microsoft-com:asm.v3\">',\n",
      " u'    <security>',\n",
      " u'      <requestedPrivileges>',\n",
      " u'        <requestedExecutionLevel level=\"asInvoker\" uiAccess=\"false\"></requestedExecutionLevel>',\n",
      " u'      </requestedPrivileges>',\n",
      " u'    </security>',\n",
      " u'  </trustInfo>',\n",
      " u'  <dependency>',\n",
      " u'    <dependentAssembly>',\n",
      " u'      <assemblyIdentity type=\"win32\" name=\"Microsoft.Windows.Common-Controls\" version=\"6.0.0.0\" processorArchitecture=\"x86\" publicKeyToken=\"6595b64144ccf1df\" language=\"*\"></assemblyIdentity>',\n",
      " u'    </dependentAssembly>',\n",
      " u'  </dependency>',\n",
      " u'</assembly>PAPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPADDINGPADDINGXXPAD']\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['strings'] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{u'md5': u'40bd454ed40a789d1a61ea1e15447ce9',\n",
      " u'normalized': [u'Tnega',\n",
      "                 u'VaVXKXB',\n",
      "                 u'Tdss',\n",
      "                 u'Pincav',\n",
      "                 u'Neurevt',\n",
      "                 u'FABN',\n",
      "                 u'Scar',\n",
      "                 u'x2R8+qF3Z7Y',\n",
      "                 u'Cryp',\n",
      "                 u'cqslmo',\n",
      "                 u'Betabot',\n",
      "                 u'MultiPlug',\n",
      "                 u'ZPACK',\n",
      "                 u'Gen2',\n",
      "                 u'Thunder',\n",
      "                 u'CMZH',\n",
      "                 u'Genetic'],\n",
      " u'permalink': u'https://www.virustotal.com/file/3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0/analysis/1450891869/',\n",
      " u'positives': 44,\n",
      " u'resource': u'40bd454ed40a789d1a61ea1e15447ce9',\n",
      " u'response_code': 1,\n",
      " u'scan_date': u'2015-12-23 17:31:09',\n",
      " u'scan_id': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0-1450891869',\n",
      " u'scans': {u'AVG': {u'detected': True,\n",
      "                     u'normalized': [u'CMZH'],\n",
      "                     u'result': u'Inject.CMZH',\n",
      "                     u'update': u'20151223',\n",
      "                     u'version': u'16.0.0.4489'},\n",
      "            u'AVware': {u'detected': True,\n",
      "                        u'normalized': [u'Neurevt'],\n",
      "                        u'result': u'Trojan.Win32.Neurevt.a (v)',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'1.5.0.21'},\n",
      "            u'Ad-Aware': {u'detected': True,\n",
      "                          u'normalized': [u'Tdss'],\n",
      "                          u'result': u'Gen:Variant.Tdss.27',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'3.0.2.1015'},\n",
      "            u'AegisLab': {u'detected': False,\n",
      "                          u'normalized': [],\n",
      "                          u'result': None,\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'1.5'},\n",
      "            u'Agnitum': {u'detected': True,\n",
      "                         u'normalized': [u'Scar', u'x2R8+qF3Z7Y'],\n",
      "                         u'result': u'Trojan.Scar!x2R8+qF3Z7Y',\n",
      "                         u'update': u'20151220',\n",
      "                         u'version': u'5.5.1.3'},\n",
      "            u'AhnLab-V3': {u'detected': True,\n",
      "                           u'normalized': [u'Scar'],\n",
      "                           u'result': u'Trojan/Win32.Scar',\n",
      "                           u'update': u'20151223',\n",
      "                           u'version': u'2015.12.24.00'},\n",
      "            u'Alibaba': {u'detected': False,\n",
      "                         u'normalized': [],\n",
      "                         u'result': None,\n",
      "                         u'update': u'20151208',\n",
      "                         u'version': u'1.0'},\n",
      "            u'Antiy-AVL': {u'detected': True,\n",
      "                           u'normalized': [u'Scar'],\n",
      "                           u'result': u'Trojan/Win32.Scar',\n",
      "                           u'update': u'20151223',\n",
      "                           u'version': u'1.0.0.1'},\n",
      "            u'Arcabit': {u'detected': True,\n",
      "                         u'normalized': [u'Tdss'],\n",
      "                         u'result': u'Trojan.Tdss.27',\n",
      "                         u'update': u'20151223',\n",
      "                         u'version': u'1.0.0.637'},\n",
      "            u'Avast': {u'detected': True,\n",
      "                       u'normalized': [u'Neurevt', u'Cryp'],\n",
      "                       u'result': u'Win32:Neurevt-J [Cryp]',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'8.0.1489.320'},\n",
      "            u'Avira': {u'detected': True,\n",
      "                       u'normalized': [u'ZPACK', u'Gen2'],\n",
      "                       u'result': u'TR/Crypt.ZPACK.Gen2',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'8.3.2.4'},\n",
      "            u'Baidu-International': {u'detected': True,\n",
      "                                     u'normalized': [u'Neurevt'],\n",
      "                                     u'result': u'Trojan.Win32.Neurevt.anc',\n",
      "                                     u'update': u'20151223',\n",
      "                                     u'version': u'3.5.1.41473'},\n",
      "            u'BitDefender': {u'detected': True,\n",
      "                             u'normalized': [u'Tdss'],\n",
      "                             u'result': u'Gen:Variant.Tdss.27',\n",
      "                             u'update': u'20151223',\n",
      "                             u'version': u'7.2'},\n",
      "            u'Bkav': {u'detected': False,\n",
      "                      u'normalized': [],\n",
      "                      u'result': None,\n",
      "                      u'update': u'20151223',\n",
      "                      u'version': u'1.3.0.7400'},\n",
      "            u'ByteHero': {u'detected': False,\n",
      "                          u'normalized': [],\n",
      "                          u'result': None,\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'1.0.0.1'},\n",
      "            u'CAT-QuickHeal': {u'detected': True,\n",
      "                               u'normalized': [u'Neurevt'],\n",
      "                               u'result': u'Trojan.Neurevt.AN4',\n",
      "                               u'update': u'20151223',\n",
      "                               u'version': u'14.00'},\n",
      "            u'CMC': {u'detected': False,\n",
      "                     u'normalized': [],\n",
      "                     u'result': None,\n",
      "                     u'update': u'20151217',\n",
      "                     u'version': u'1.1.0.977'},\n",
      "            u'ClamAV': {u'detected': False,\n",
      "                        u'normalized': [],\n",
      "                        u'result': None,\n",
      "                        u'update': u'20151222',\n",
      "                        u'version': u'0.98.5.0'},\n",
      "            u'Comodo': {u'detected': True,\n",
      "                        u'normalized': [u'Neurevt'],\n",
      "                        u'result': u'TrojWare.Win32.Neurevt.B',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'23833'},\n",
      "            u'Cyren': {u'detected': False,\n",
      "                       u'normalized': [],\n",
      "                       u'result': None,\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'5.4.16.7'},\n",
      "            u'DrWeb': {u'detected': True,\n",
      "                       u'normalized': [u'Betabot'],\n",
      "                       u'result': u'Trojan.Betabot.3',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'7.0.17.11230'},\n",
      "            u'ESET-NOD32': {u'detected': True,\n",
      "                            u'normalized': [u'Neurevt'],\n",
      "                            u'result': u'Win32/Neurevt.B',\n",
      "                            u'update': u'20151223',\n",
      "                            u'version': u'12768'},\n",
      "            u'Emsisoft': {u'detected': True,\n",
      "                          u'normalized': [u'Tdss'],\n",
      "                          u'result': u'Gen:Variant.Tdss.27 (B)',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'3.5.0.642'},\n",
      "            u'F-Prot': {u'detected': False,\n",
      "                        u'normalized': [],\n",
      "                        u'result': None,\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'4.7.1.166'},\n",
      "            u'F-Secure': {u'detected': True,\n",
      "                          u'normalized': [u'Tdss'],\n",
      "                          u'result': u'Gen:Variant.Tdss.27',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'11.0.19100.45'},\n",
      "            u'Fortinet': {u'detected': True,\n",
      "                          u'normalized': [u'Neurevt'],\n",
      "                          u'result': u'W32/Neurevt.BN!tr',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'5.1.220.0'},\n",
      "            u'GData': {u'detected': True,\n",
      "                       u'normalized': [u'Tdss'],\n",
      "                       u'result': u'Gen:Variant.Tdss.27',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'25'},\n",
      "            u'Ikarus': {u'detected': True,\n",
      "                        u'normalized': [u'Neurevt'],\n",
      "                        u'result': u'Trojan.Win32.Neurevt',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'T3.1.9.5.0'},\n",
      "            u'Jiangmin': {u'detected': True,\n",
      "                          u'normalized': [u'Neurevt'],\n",
      "                          u'result': u'Trojan/Neurevt.sf',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'16.0.100'},\n",
      "            u'K7AntiVirus': {u'detected': True,\n",
      "                             u'normalized': [],\n",
      "                             u'result': u'Trojan ( 0048bd571 )',\n",
      "                             u'update': u'20151223',\n",
      "                             u'version': u'9.212.18200'},\n",
      "            u'K7GW': {u'detected': True,\n",
      "                      u'normalized': [],\n",
      "                      u'result': u'Trojan ( 0048bd571 )',\n",
      "                      u'update': u'20151223',\n",
      "                      u'version': u'9.212.18201'},\n",
      "            u'Kaspersky': {u'detected': True,\n",
      "                           u'normalized': [u'Neurevt'],\n",
      "                           u'result': u'Trojan.Win32.Neurevt.anc',\n",
      "                           u'update': u'20151223',\n",
      "                           u'version': u'15.0.1.10'},\n",
      "            u'Malwarebytes': {u'detected': True,\n",
      "                              u'normalized': [],\n",
      "                              u'result': u'Trojan.Agent',\n",
      "                              u'update': u'20151223',\n",
      "                              u'version': u'2.1.1.1115'},\n",
      "            u'McAfee': {u'detected': True,\n",
      "                        u'normalized': [u'FABN'],\n",
      "                        u'result': u'PWS-FABN!40BD454ED40A',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'6.0.6.653'},\n",
      "            u'McAfee-GW-Edition': {u'detected': True,\n",
      "                                   u'normalized': [u'MultiPlug'],\n",
      "                                   u'result': u'BehavesLike.Win32.MultiPlug.cc',\n",
      "                                   u'update': u'20151223',\n",
      "                                   u'version': u'v2015'},\n",
      "            u'MicroWorld-eScan': {u'detected': True,\n",
      "                                  u'normalized': [u'Tdss'],\n",
      "                                  u'result': u'Gen:Variant.Tdss.27',\n",
      "                                  u'update': u'20151223',\n",
      "                                  u'version': u'12.0.250.0'},\n",
      "            u'Microsoft': {u'detected': True,\n",
      "                           u'normalized': [u'Neurevt'],\n",
      "                           u'result': u'Trojan:Win32/Neurevt',\n",
      "                           u'update': u'20151223',\n",
      "                           u'version': u'1.1.12400.0'},\n",
      "            u'NANO-Antivirus': {u'detected': True,\n",
      "                                u'normalized': [u'Pincav', u'cqslmo'],\n",
      "                                u'result': u'Trojan.Win32.Pincav.cqslmo',\n",
      "                                u'update': u'20151223',\n",
      "                                u'version': u'1.0.14.5317'},\n",
      "            u'Panda': {u'detected': True,\n",
      "                       u'normalized': [u'Genetic'],\n",
      "                       u'result': u'Trj/Genetic.gen',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'4.6.4.2'},\n",
      "            u'Rising': {u'detected': True,\n",
      "                        u'normalized': [u'Thunder'],\n",
      "                        u'result': u'PE:Malware.Generic(Thunder)!1.A1C4 [F]',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'25.0.0.18'},\n",
      "            u'SUPERAntiSpyware': {u'detected': True,\n",
      "                                  u'normalized': [u'Neurevt'],\n",
      "                                  u'result': u'Trojan.Agent/Gen-Neurevt',\n",
      "                                  u'update': u'20151223',\n",
      "                                  u'version': u'5.6.0.1032'},\n",
      "            u'Sophos': {u'detected': True,\n",
      "                        u'normalized': [u'Neurevt'],\n",
      "                        u'result': u'Mal/Neurevt-A',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'4.98.0'},\n",
      "            u'Symantec': {u'detected': True,\n",
      "                          u'normalized': [],\n",
      "                          u'result': u'Trojan.Gen',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'20151.1.0.32'},\n",
      "            u'TheHacker': {u'detected': True,\n",
      "                           u'normalized': [u'Neurevt'],\n",
      "                           u'result': u'Trojan/Neurevt.b',\n",
      "                           u'update': u'20151223',\n",
      "                           u'version': u'6.8.0.5.773'},\n",
      "            u'TotalDefense': {u'detected': True,\n",
      "                              u'normalized': [u'Tnega', u'VaVXKXB'],\n",
      "                              u'result': u'Win32/Tnega.VaVXKXB',\n",
      "                              u'update': u'20151223',\n",
      "                              u'version': u'37.1.62.1'},\n",
      "            u'TrendMicro': {u'detected': True,\n",
      "                            u'normalized': [u'NEUREVT'],\n",
      "                            u'result': u'BKDR_NEUREVT.SMC',\n",
      "                            u'update': u'20151223',\n",
      "                            u'version': u'9.740.0.1012'},\n",
      "            u'TrendMicro-HouseCall': {u'detected': True,\n",
      "                                      u'normalized': [u'NEUREVT'],\n",
      "                                      u'result': u'BKDR_NEUREVT.SMC',\n",
      "                                      u'update': u'20151223',\n",
      "                                      u'version': u'9.800.0.1009'},\n",
      "            u'VBA32': {u'detected': True,\n",
      "                       u'normalized': [u'Scar'],\n",
      "                       u'result': u'Trojan.Scar',\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'3.12.26.4'},\n",
      "            u'VIPRE': {u'detected': True,\n",
      "                       u'normalized': [u'Neurevt'],\n",
      "                       u'result': u'Trojan.Win32.Neurevt.a (v)',\n",
      "                       u'update': u'20151219',\n",
      "                       u'version': u'45948'},\n",
      "            u'ViRobot': {u'detected': True,\n",
      "                         u'normalized': [],\n",
      "                         u'result': u'Trojan.Win32.Agent.142336.N[h]',\n",
      "                         u'update': u'20151223',\n",
      "                         u'version': u'2014.3.20.0'},\n",
      "            u'Zillya': {u'detected': True,\n",
      "                        u'normalized': [u'Neurevt'],\n",
      "                        u'result': u'Trojan.Neurevt.Win32.1119',\n",
      "                        u'update': u'20151223',\n",
      "                        u'version': u'2.0.0.2575'},\n",
      "            u'Zoner': {u'detected': False,\n",
      "                       u'normalized': [],\n",
      "                       u'result': None,\n",
      "                       u'update': u'20151223',\n",
      "                       u'version': u'1.0'},\n",
      "            u'nProtect': {u'detected': True,\n",
      "                          u'normalized': [u'Pincav'],\n",
      "                          u'result': u'Trojan/W32.Pincav.141312.D',\n",
      "                          u'update': u'20151223',\n",
      "                          u'version': u'2015-12-23.01'}},\n",
      " u'sha1': u'd2811a8cf3dd0c79790441c282dfcbe271c691fb',\n",
      " u'sha256': u'3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0',\n",
      " u'summary': {u'permalink': u'https://www.virustotal.com/file/3963ff144de887ac1011b827cc6b5177f6528ae6c6fc4951e32bd6d581d1adb0/analysis/1450891869/',\n",
      "              u'positives': 44,\n",
      "              u'scan_date': u'2015-12-23 17:31:09'},\n",
      " u'total': 53,\n",
      " u'verbose_msg': u'Scan finished, information embedded'}\n"
     ]
    }
   ],
   "source": [
    "pprint( sample['virustotal'] )"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This entry seems incredibly important; it reports what given anti-virus software thisnks about analysed executable file. It gives per anti-virus result and total counts.  \n",
    "A simple feature could be constructed as a binary vector of whether given anti-virus thisnks the executable is harmfull.  \n",
    "Additionaly a binary vector with type of thread could be used as a feature. [ELaborate]\n",
    "\n",
    "For example a linear combinatioin of this vector could be used as a single feature. More veight could be given to results that are returned by software known to be more accurate in detection of malicious software."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Presumably file 133 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 87 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 121 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 126 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 91 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 59 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 51 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 50 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 52 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 199 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 198 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 117 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 3 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 7 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 104 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 37 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 34 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 61 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 183 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 184 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 98 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 12 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 17 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 88 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 89 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 140 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 73 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n",
      "Presumably file 67 has not been scan yet\n",
      "Error: resource has not been scanned yet\n",
      "~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\n"
     ]
    }
   ],
   "source": [
    "virustotal_normalized = {}\n",
    "virustotal_positives = {}\n",
    "virustotal_total = {}\n",
    "virustotal_scans = {}\n",
    "virustotal_not_scanned = []\n",
    "\n",
    "for f in reports:\n",
    "    try:\n",
    "        for n in reports[f]['virustotal']['normalized']:\n",
    "            try:\n",
    "                virustotal_normalized[n].append(f)\n",
    "            except:\n",
    "                virustotal_normalized[n] = [f]\n",
    "        #\n",
    "        virustotal_positives[f] = reports[f]['virustotal']['positives']\n",
    "        virustotal_total[f] = reports[f]['virustotal']['total']\n",
    "        #\n",
    "#         virustotal_scans[f] = {}\n",
    "#         for s in reports[f]['virustotal']['scans']:\n",
    "#             virustotal_scans[f][s] = reports[f]['virustotal']['scans'][s]['detected']\n",
    "        for s in reports[f]['virustotal']['scans']:\n",
    "            try:\n",
    "                if reports[f]['virustotal']['scans'][s]['detected']:\n",
    "                    virustotal_scans[s].append(f)\n",
    "            except:\n",
    "                if reports[f]['virustotal']['scans'][s]['detected']:\n",
    "                    virustotal_scans[s] = [f]\n",
    "    except:\n",
    "        print \"Presumably file\", f, \"has not been scan yet\"\n",
    "        print \"Error:\", reports[f]['virustotal']['summary']['error']\n",
    "        print \"~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=~=\"\n",
    "        virustotal_not_scanned.append(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['104', '117', '12', '121', '126', '133', '140', '17', '183', '184', '198', '199', '3', '34', '37', '50', '51', '52', '59', '61', '67', '7', '73', '87', '88', '89', '91', '98']\n",
      "28\n"
     ]
    }
   ],
   "source": [
    "print sorted(virustotal_not_scanned)\n",
    "print len(virustotal_not_scanned)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "---\n",
    "\n",
    "---\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1054"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(virustotal_normalized.keys())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`virustotal_normalized` is too *big* and too *sparse* to be used in this simple example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>info_scores</th>\n",
       "      <th>info_duration</th>\n",
       "      <th>virustotal_positives</th>\n",
       "      <th>virustotal_total</th>\n",
       "      <th>virus_ratio</th>\n",
       "      <th>Harvests credentials from local email clients</th>\n",
       "      <th>Steals private information from local Internet browsers</th>\n",
       "      <th>Runs bcdedit commands specific to ransomware</th>\n",
       "      <th>Executes one or more WMI queries</th>\n",
       "      <th>One or more processes crashed</th>\n",
       "      <th>...</th>\n",
       "      <th>AVware</th>\n",
       "      <th>VBA32</th>\n",
       "      <th>Panda</th>\n",
       "      <th>Zoner</th>\n",
       "      <th>Tencent</th>\n",
       "      <th>Ikarus</th>\n",
       "      <th>Fortinet</th>\n",
       "      <th>AVG</th>\n",
       "      <th>Baidu-International</th>\n",
       "      <th>Qihoo-360</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.6</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "      <td>83.018868</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>0.0</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.4</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>55</td>\n",
       "      <td>58.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.2</td>\n",
       "      <td>26</td>\n",
       "      <td>48</td>\n",
       "      <td>55</td>\n",
       "      <td>87.272727</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.2</td>\n",
       "      <td>17</td>\n",
       "      <td>49</td>\n",
       "      <td>56</td>\n",
       "      <td>87.500000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0.0</td>\n",
       "      <td>16</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.2</td>\n",
       "      <td>131</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.6</td>\n",
       "      <td>135</td>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>67.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>4.8</td>\n",
       "      <td>134</td>\n",
       "      <td>42</td>\n",
       "      <td>55</td>\n",
       "      <td>76.363636</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>5.6</td>\n",
       "      <td>131</td>\n",
       "      <td>37</td>\n",
       "      <td>57</td>\n",
       "      <td>64.912281</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2.6</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.0</td>\n",
       "      <td>132</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.0</td>\n",
       "      <td>131</td>\n",
       "      <td>44</td>\n",
       "      <td>54</td>\n",
       "      <td>81.481481</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1.8</td>\n",
       "      <td>132</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3.0</td>\n",
       "      <td>16</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>63.157895</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0.8</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>12.2</td>\n",
       "      <td>138</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>78.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.8</td>\n",
       "      <td>136</td>\n",
       "      <td>30</td>\n",
       "      <td>52</td>\n",
       "      <td>57.692308</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7.2</td>\n",
       "      <td>162</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.4</td>\n",
       "      <td>134</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>76.785714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.0</td>\n",
       "      <td>136</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>62.962963</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2.2</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.8</td>\n",
       "      <td>134</td>\n",
       "      <td>17</td>\n",
       "      <td>55</td>\n",
       "      <td>30.909091</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.8</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>63.157895</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>37</td>\n",
       "      <td>53</td>\n",
       "      <td>69.811321</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9.6</td>\n",
       "      <td>160</td>\n",
       "      <td>37</td>\n",
       "      <td>56</td>\n",
       "      <td>66.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.6</td>\n",
       "      <td>132</td>\n",
       "      <td>13</td>\n",
       "      <td>54</td>\n",
       "      <td>24.074074</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>38</td>\n",
       "      <td>55</td>\n",
       "      <td>69.090909</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>4.0</td>\n",
       "      <td>132</td>\n",
       "      <td>43</td>\n",
       "      <td>55</td>\n",
       "      <td>78.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2.2</td>\n",
       "      <td>131</td>\n",
       "      <td>21</td>\n",
       "      <td>55</td>\n",
       "      <td>38.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>3.2</td>\n",
       "      <td>130</td>\n",
       "      <td>41</td>\n",
       "      <td>55</td>\n",
       "      <td>74.545455</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>3.6</td>\n",
       "      <td>134</td>\n",
       "      <td>32</td>\n",
       "      <td>53</td>\n",
       "      <td>60.377358</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>7.8</td>\n",
       "      <td>132</td>\n",
       "      <td>11</td>\n",
       "      <td>56</td>\n",
       "      <td>19.642857</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>11.0</td>\n",
       "      <td>133</td>\n",
       "      <td>39</td>\n",
       "      <td>53</td>\n",
       "      <td>73.584906</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2.8</td>\n",
       "      <td>138</td>\n",
       "      <td>29</td>\n",
       "      <td>54</td>\n",
       "      <td>53.703704</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>77.358491</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2.2</td>\n",
       "      <td>135</td>\n",
       "      <td>12</td>\n",
       "      <td>53</td>\n",
       "      <td>22.641509</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>0.4</td>\n",
       "      <td>18</td>\n",
       "      <td>5</td>\n",
       "      <td>56</td>\n",
       "      <td>8.928571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2.8</td>\n",
       "      <td>131</td>\n",
       "      <td>38</td>\n",
       "      <td>57</td>\n",
       "      <td>66.666667</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2.2</td>\n",
       "      <td>20</td>\n",
       "      <td>40</td>\n",
       "      <td>55</td>\n",
       "      <td>72.727273</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>0.6</td>\n",
       "      <td>15</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>64.285714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>3.0</td>\n",
       "      <td>18</td>\n",
       "      <td>35</td>\n",
       "      <td>56</td>\n",
       "      <td>62.500000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2.6</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>0.4</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>43</td>\n",
       "      <td>54</td>\n",
       "      <td>79.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2.2</td>\n",
       "      <td>16</td>\n",
       "      <td>45</td>\n",
       "      <td>55</td>\n",
       "      <td>81.818182</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2.6</td>\n",
       "      <td>23</td>\n",
       "      <td>41</td>\n",
       "      <td>55</td>\n",
       "      <td>74.545455</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>1.8</td>\n",
       "      <td>16</td>\n",
       "      <td>39</td>\n",
       "      <td>54</td>\n",
       "      <td>72.222222</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2.2</td>\n",
       "      <td>134</td>\n",
       "      <td>43</td>\n",
       "      <td>54</td>\n",
       "      <td>79.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>1.2</td>\n",
       "      <td>133</td>\n",
       "      <td>0</td>\n",
       "      <td>52</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>1.6</td>\n",
       "      <td>16</td>\n",
       "      <td>46</td>\n",
       "      <td>57</td>\n",
       "      <td>80.701754</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>8.4</td>\n",
       "      <td>161</td>\n",
       "      <td>37</td>\n",
       "      <td>55</td>\n",
       "      <td>67.272727</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>3.2</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>52</td>\n",
       "      <td>69.230769</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>3.0</td>\n",
       "      <td>69</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "      <td>69.642857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>1.8</td>\n",
       "      <td>133</td>\n",
       "      <td>18</td>\n",
       "      <td>56</td>\n",
       "      <td>32.142857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>3.0</td>\n",
       "      <td>81</td>\n",
       "      <td>41</td>\n",
       "      <td>54</td>\n",
       "      <td>75.925926</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>0.8</td>\n",
       "      <td>134</td>\n",
       "      <td>33</td>\n",
       "      <td>54</td>\n",
       "      <td>61.111111</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>1.6</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2.0</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>1.0</td>\n",
       "      <td>25</td>\n",
       "      <td>39</td>\n",
       "      <td>54</td>\n",
       "      <td>72.222222</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 125 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     info_scores  info_duration  virustotal_positives  virustotal_total  \\\n",
       "2            1.6             19                    44                53   \n",
       "3            0.0             18                   NaN               NaN   \n",
       "4            0.4             19                    32                55   \n",
       "5            2.2             26                    48                55   \n",
       "6            1.2             17                    49                56   \n",
       "7            0.0             16                   NaN               NaN   \n",
       "8            1.2            131                    41                56   \n",
       "9            3.6            135                    38                56   \n",
       "10           4.8            134                    42                55   \n",
       "11           5.6            131                    37                57   \n",
       "12           2.6             22                   NaN               NaN   \n",
       "13           2.0            132                    41                56   \n",
       "14           3.0            131                    44                54   \n",
       "15           1.8            132                    41                56   \n",
       "16           3.0             16                    36                57   \n",
       "17           0.8             24                   NaN               NaN   \n",
       "18          12.2            138                    43                55   \n",
       "19           1.8            136                    30                52   \n",
       "20           7.2            162                    41                56   \n",
       "21           4.4            134                    43                56   \n",
       "22           1.0            136                    34                54   \n",
       "23           2.2             15                    41                56   \n",
       "24           1.8            134                    17                55   \n",
       "25           1.8             17                    36                57   \n",
       "26           4.8            133                    37                53   \n",
       "27           9.6            160                    37                56   \n",
       "28           1.6            132                    13                54   \n",
       "29           4.8            133                    38                55   \n",
       "30           4.0            132                    43                55   \n",
       "31           2.2            131                    21                55   \n",
       "..           ...            ...                   ...               ...   \n",
       "171          3.2            130                    41                55   \n",
       "172          3.6            134                    32                53   \n",
       "173          7.8            132                    11                56   \n",
       "174         11.0            133                    39                53   \n",
       "175          2.8            138                    29                54   \n",
       "176          4.8            133                    41                53   \n",
       "177          2.2            135                    12                53   \n",
       "178          0.4             18                     5                56   \n",
       "179          2.8            131                    38                57   \n",
       "180          2.2             20                    40                55   \n",
       "181          0.6             15                    36                56   \n",
       "182          3.0             18                    35                56   \n",
       "183          2.6             26                   NaN               NaN   \n",
       "184          0.4             22                   NaN               NaN   \n",
       "185          4.8            133                    43                54   \n",
       "186          2.2             16                    45                55   \n",
       "187          2.6             23                    41                55   \n",
       "188          1.8             16                    39                54   \n",
       "189          2.2            134                    43                54   \n",
       "190          1.2            133                     0                52   \n",
       "191          1.6             16                    46                57   \n",
       "192          8.4            161                    37                55   \n",
       "193          3.2             17                    36                52   \n",
       "194          3.0             69                    39                56   \n",
       "195          1.8            133                    18                56   \n",
       "196          3.0             81                    41                54   \n",
       "197          0.8            134                    33                54   \n",
       "198          1.6             17                   NaN               NaN   \n",
       "199          2.0             22                   NaN               NaN   \n",
       "200          1.0             25                    39                54   \n",
       "\n",
       "     virus_ratio Harvests credentials from local email clients  \\\n",
       "2      83.018868                                         False   \n",
       "3            NaN                                         False   \n",
       "4      58.181818                                         False   \n",
       "5      87.272727                                         False   \n",
       "6      87.500000                                         False   \n",
       "7            NaN                                         False   \n",
       "8      73.214286                                         False   \n",
       "9      67.857143                                         False   \n",
       "10     76.363636                                         False   \n",
       "11     64.912281                                         False   \n",
       "12           NaN                                         False   \n",
       "13     73.214286                                         False   \n",
       "14     81.481481                                         False   \n",
       "15     73.214286                                         False   \n",
       "16     63.157895                                         False   \n",
       "17           NaN                                         False   \n",
       "18     78.181818                                         False   \n",
       "19     57.692308                                         False   \n",
       "20     73.214286                                         False   \n",
       "21     76.785714                                         False   \n",
       "22     62.962963                                         False   \n",
       "23     73.214286                                         False   \n",
       "24     30.909091                                         False   \n",
       "25     63.157895                                         False   \n",
       "26     69.811321                                         False   \n",
       "27     66.071429                                         False   \n",
       "28     24.074074                                         False   \n",
       "29     69.090909                                         False   \n",
       "30     78.181818                                         False   \n",
       "31     38.181818                                         False   \n",
       "..           ...                                           ...   \n",
       "171    74.545455                                         False   \n",
       "172    60.377358                                         False   \n",
       "173    19.642857                                         False   \n",
       "174    73.584906                                         False   \n",
       "175    53.703704                                         False   \n",
       "176    77.358491                                         False   \n",
       "177    22.641509                                         False   \n",
       "178     8.928571                                         False   \n",
       "179    66.666667                                         False   \n",
       "180    72.727273                                         False   \n",
       "181    64.285714                                         False   \n",
       "182    62.500000                                         False   \n",
       "183          NaN                                         False   \n",
       "184          NaN                                         False   \n",
       "185    79.629630                                         False   \n",
       "186    81.818182                                         False   \n",
       "187    74.545455                                         False   \n",
       "188    72.222222                                         False   \n",
       "189    79.629630                                         False   \n",
       "190     0.000000                                         False   \n",
       "191    80.701754                                         False   \n",
       "192    67.272727                                         False   \n",
       "193    69.230769                                         False   \n",
       "194    69.642857                                         False   \n",
       "195    32.142857                                         False   \n",
       "196    75.925926                                         False   \n",
       "197    61.111111                                         False   \n",
       "198          NaN                                         False   \n",
       "199          NaN                                         False   \n",
       "200    72.222222                                         False   \n",
       "\n",
       "    Steals private information from local Internet browsers  \\\n",
       "2                                                False        \n",
       "3                                                False        \n",
       "4                                                False        \n",
       "5                                                False        \n",
       "6                                                False        \n",
       "7                                                False        \n",
       "8                                                False        \n",
       "9                                                False        \n",
       "10                                               False        \n",
       "11                                               False        \n",
       "12                                               False        \n",
       "13                                               False        \n",
       "14                                               False        \n",
       "15                                               False        \n",
       "16                                               False        \n",
       "17                                               False        \n",
       "18                                               False        \n",
       "19                                               False        \n",
       "20                                                True        \n",
       "21                                               False        \n",
       "22                                               False        \n",
       "23                                               False        \n",
       "24                                               False        \n",
       "25                                               False        \n",
       "26                                               False        \n",
       "27                                                True        \n",
       "28                                               False        \n",
       "29                                               False        \n",
       "30                                               False        \n",
       "31                                               False        \n",
       "..                                                 ...        \n",
       "171                                              False        \n",
       "172                                              False        \n",
       "173                                               True        \n",
       "174                                              False        \n",
       "175                                              False        \n",
       "176                                              False        \n",
       "177                                              False        \n",
       "178                                              False        \n",
       "179                                              False        \n",
       "180                                              False        \n",
       "181                                              False        \n",
       "182                                              False        \n",
       "183                                              False        \n",
       "184                                              False        \n",
       "185                                              False        \n",
       "186                                              False        \n",
       "187                                              False        \n",
       "188                                              False        \n",
       "189                                              False        \n",
       "190                                              False        \n",
       "191                                              False        \n",
       "192                                              False        \n",
       "193                                              False        \n",
       "194                                              False        \n",
       "195                                              False        \n",
       "196                                              False        \n",
       "197                                              False        \n",
       "198                                              False        \n",
       "199                                              False        \n",
       "200                                               True        \n",
       "\n",
       "    Runs bcdedit commands specific to ransomware  \\\n",
       "2                                          False   \n",
       "3                                          False   \n",
       "4                                          False   \n",
       "5                                          False   \n",
       "6                                          False   \n",
       "7                                          False   \n",
       "8                                          False   \n",
       "9                                          False   \n",
       "10                                         False   \n",
       "11                                         False   \n",
       "12                                         False   \n",
       "13                                         False   \n",
       "14                                         False   \n",
       "15                                         False   \n",
       "16                                         False   \n",
       "17                                         False   \n",
       "18                                         False   \n",
       "19                                         False   \n",
       "20                                         False   \n",
       "21                                         False   \n",
       "22                                         False   \n",
       "23                                         False   \n",
       "24                                         False   \n",
       "25                                         False   \n",
       "26                                         False   \n",
       "27                                          True   \n",
       "28                                         False   \n",
       "29                                         False   \n",
       "30                                         False   \n",
       "31                                         False   \n",
       "..                                           ...   \n",
       "171                                        False   \n",
       "172                                        False   \n",
       "173                                        False   \n",
       "174                                        False   \n",
       "175                                        False   \n",
       "176                                        False   \n",
       "177                                        False   \n",
       "178                                        False   \n",
       "179                                        False   \n",
       "180                                        False   \n",
       "181                                        False   \n",
       "182                                        False   \n",
       "183                                        False   \n",
       "184                                        False   \n",
       "185                                        False   \n",
       "186                                        False   \n",
       "187                                        False   \n",
       "188                                        False   \n",
       "189                                        False   \n",
       "190                                        False   \n",
       "191                                        False   \n",
       "192                                         True   \n",
       "193                                        False   \n",
       "194                                        False   \n",
       "195                                        False   \n",
       "196                                        False   \n",
       "197                                        False   \n",
       "198                                        False   \n",
       "199                                        False   \n",
       "200                                        False   \n",
       "\n",
       "    Executes one or more WMI queries One or more processes crashed    ...     \\\n",
       "2                              False                          True    ...      \n",
       "3                              False                         False    ...      \n",
       "4                              False                         False    ...      \n",
       "5                              False                         False    ...      \n",
       "6                              False                          True    ...      \n",
       "7                              False                         False    ...      \n",
       "8                              False                          True    ...      \n",
       "9                              False                          True    ...      \n",
       "10                              True                          True    ...      \n",
       "11                             False                         False    ...      \n",
       "12                             False                          True    ...      \n",
       "13                             False                         False    ...      \n",
       "14                             False                          True    ...      \n",
       "15                             False                          True    ...      \n",
       "16                             False                          True    ...      \n",
       "17                             False                         False    ...      \n",
       "18                             False                          True    ...      \n",
       "19                             False                          True    ...      \n",
       "20                             False                          True    ...      \n",
       "21                              True                          True    ...      \n",
       "22                             False                          True    ...      \n",
       "23                              True                          True    ...      \n",
       "24                             False                          True    ...      \n",
       "25                             False                          True    ...      \n",
       "26                             False                         False    ...      \n",
       "27                             False                          True    ...      \n",
       "28                             False                          True    ...      \n",
       "29                             False                          True    ...      \n",
       "30                              True                          True    ...      \n",
       "31                             False                          True    ...      \n",
       "..                               ...                           ...    ...      \n",
       "171                            False                          True    ...      \n",
       "172                            False                         False    ...      \n",
       "173                            False                          True    ...      \n",
       "174                             True                          True    ...      \n",
       "175                            False                         False    ...      \n",
       "176                             True                          True    ...      \n",
       "177                            False                          True    ...      \n",
       "178                            False                         False    ...      \n",
       "179                            False                         False    ...      \n",
       "180                             True                          True    ...      \n",
       "181                            False                         False    ...      \n",
       "182                            False                          True    ...      \n",
       "183                            False                          True    ...      \n",
       "184                            False                          True    ...      \n",
       "185                             True                          True    ...      \n",
       "186                             True                          True    ...      \n",
       "187                            False                          True    ...      \n",
       "188                            False                          True    ...      \n",
       "189                            False                         False    ...      \n",
       "190                            False                         False    ...      \n",
       "191                            False                          True    ...      \n",
       "192                            False                          True    ...      \n",
       "193                            False                          True    ...      \n",
       "194                            False                          True    ...      \n",
       "195                            False                          True    ...      \n",
       "196                            False                          True    ...      \n",
       "197                            False                         False    ...      \n",
       "198                            False                         False    ...      \n",
       "199                            False                          True    ...      \n",
       "200                            False                          True    ...      \n",
       "\n",
       "    AVware  VBA32  Panda  Zoner Tencent Ikarus Fortinet    AVG  \\\n",
       "2     True   True   True  False   False   True     True   True   \n",
       "3    False  False  False  False   False  False    False  False   \n",
       "4     True   True   True  False    True   True    False   True   \n",
       "5     True   True   True   True    True   True     True   True   \n",
       "6     True   True   True   True   False   True     True   True   \n",
       "7    False  False  False  False   False  False    False  False   \n",
       "8     True  False   True  False   False   True     True   True   \n",
       "9     True  False   True  False    True   True     True   True   \n",
       "10    True   True   True  False    True   True     True   True   \n",
       "11    True   True   True  False   False   True     True   True   \n",
       "12   False  False  False  False   False  False    False  False   \n",
       "13    True  False   True  False    True   True     True   True   \n",
       "14   False   True   True   True    True   True     True   True   \n",
       "15    True  False   True  False    True   True    False   True   \n",
       "16    True  False   True  False    True   True     True   True   \n",
       "17   False  False  False  False   False  False    False  False   \n",
       "18   False   True   True  False    True   True     True   True   \n",
       "19   False  False  False  False    True   True    False   True   \n",
       "20    True   True   True  False   False   True     True   True   \n",
       "21    True   True   True  False    True   True     True   True   \n",
       "22    True  False   True  False   False  False     True   True   \n",
       "23    True   True   True  False    True   True     True   True   \n",
       "24   False  False   True  False   False   True     True   True   \n",
       "25    True  False   True  False    True   True     True   True   \n",
       "26    True  False   True  False    True   True     True   True   \n",
       "27    True   True   True  False   False   True     True   True   \n",
       "28   False  False  False  False   False  False    False   True   \n",
       "29    True  False   True  False    True   True     True   True   \n",
       "30    True   True   True  False   False   True     True   True   \n",
       "31    True  False  False  False   False  False     True  False   \n",
       "..     ...    ...    ...    ...     ...    ...      ...    ...   \n",
       "171   True  False   True  False    True   True     True  False   \n",
       "172   True  False   True  False   False   True     True   True   \n",
       "173  False  False  False  False   False  False    False   True   \n",
       "174   True   True   True  False   False   True     True   True   \n",
       "175  False  False   True  False    True   True     True   True   \n",
       "176  False   True   True  False    True   True     True   True   \n",
       "177  False  False  False  False   False  False     True  False   \n",
       "178  False  False  False  False   False   True    False  False   \n",
       "179   True  False   True  False    True   True     True  False   \n",
       "180   True   True   True  False   False   True     True   True   \n",
       "181   True   True   True  False    True   True     True   True   \n",
       "182   True   True   True  False    True   True     True   True   \n",
       "183  False  False  False  False   False  False    False  False   \n",
       "184  False  False  False  False   False  False    False  False   \n",
       "185   True   True   True  False    True   True     True   True   \n",
       "186   True   True   True  False    True   True     True   True   \n",
       "187  False   True   True  False    True   True     True  False   \n",
       "188  False  False   True  False    True   True     True   True   \n",
       "189   True   True   True   True    True   True     True   True   \n",
       "190  False  False  False  False   False  False    False  False   \n",
       "191   True   True   True  False   False   True     True   True   \n",
       "192   True   True   True  False   False   True     True   True   \n",
       "193   True   True   True  False   False   True     True   True   \n",
       "194   True  False   True  False    True   True     True   True   \n",
       "195  False   True   True  False    True   True    False   True   \n",
       "196   True  False   True  False   False   True     True   True   \n",
       "197   True  False  False  False   False   True     True  False   \n",
       "198  False  False  False  False   False  False    False  False   \n",
       "199  False  False  False  False   False  False    False  False   \n",
       "200  False   True   True  False    True   True     True   True   \n",
       "\n",
       "    Baidu-International Qihoo-360  \n",
       "2                  True     False  \n",
       "3                 False     False  \n",
       "4                  True     False  \n",
       "5                  True      True  \n",
       "6                  True      True  \n",
       "7                 False     False  \n",
       "8                  True      True  \n",
       "9                 False      True  \n",
       "10                 True      True  \n",
       "11                False      True  \n",
       "12                False     False  \n",
       "13                False      True  \n",
       "14                 True      True  \n",
       "15                 True      True  \n",
       "16                False      True  \n",
       "17                False     False  \n",
       "18                 True      True  \n",
       "19                False      True  \n",
       "20                 True      True  \n",
       "21                 True      True  \n",
       "22                False      True  \n",
       "23                False      True  \n",
       "24                False     False  \n",
       "25                 True      True  \n",
       "26                 True      True  \n",
       "27                 True      True  \n",
       "28                False     False  \n",
       "29                 True      True  \n",
       "30                 True      True  \n",
       "31                False      True  \n",
       "..                  ...       ...  \n",
       "171                True      True  \n",
       "172               False      True  \n",
       "173               False     False  \n",
       "174                True      True  \n",
       "175               False      True  \n",
       "176                True      True  \n",
       "177               False      True  \n",
       "178               False      True  \n",
       "179               False      True  \n",
       "180                True      True  \n",
       "181                True      True  \n",
       "182                True      True  \n",
       "183               False     False  \n",
       "184               False     False  \n",
       "185                True      True  \n",
       "186                True      True  \n",
       "187                True      True  \n",
       "188                True      True  \n",
       "189                True      True  \n",
       "190               False     False  \n",
       "191                True      True  \n",
       "192                True      True  \n",
       "193                True     False  \n",
       "194                True      True  \n",
       "195               False     False  \n",
       "196                True     False  \n",
       "197                True      True  \n",
       "198               False     False  \n",
       "199               False     False  \n",
       "200                True      True  \n",
       "\n",
       "[199 rows x 125 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert selected features to sckitlearn dataframe\n",
    "reports_df = pd.DataFrame(info_scores_y)\n",
    "reports_df.columns= [\"info_scores\"]\n",
    "reports_df.index= info_scores_x\n",
    "#\n",
    "reports_df['info_duration'] = pd.Series(info_duration_y, index=info_duration_x)\n",
    "#\n",
    "reports_df['virustotal_positives'] = pd.Series(zip(*virustotal_positives.items())[1],\\\n",
    "                                               index=zip(*virustotal_positives.items())[0])\n",
    "reports_df['virustotal_total'] = pd.Series(zip(*virustotal_total.items())[1],\\\n",
    "                                           index=zip(*virustotal_total.items())[0])\n",
    "reports_df['virus_ratio'] = reports_df['virustotal_positives'] *100 / reports_df['virustotal_total']\n",
    "#\n",
    "# for k in virustotal_normalized:\n",
    "#     col = k.encode('ascii','ignore')\n",
    "#     reports_df[col] = pd.Series([True]*len(virustotal_normalized[k]),\\\n",
    "#                                                        index=virustotal_normalized[k])\n",
    "#     reports_df[col].fillna(False, inplace=True)\n",
    "#\n",
    "for k in signatures_description:\n",
    "    col = k.encode('ascii','ignore')\n",
    "    reports_df[col] = pd.Series([True]*len(signatures_description[k]),\\\n",
    "                                                       index=signatures_description[k])\n",
    "    reports_df[col].fillna(False, inplace=True)\n",
    "#\n",
    "for k in virustotal_scans:\n",
    "    col = k.encode('ascii','ignore')\n",
    "    reports_df[col] = pd.Series([True]*len(virustotal_scans[k]),\\\n",
    "                                index=virustotal_scans[k])\n",
    "    reports_df[col].fillna(False, inplace=True)\n",
    "##\n",
    "reports_df.reindex( [str(i) for i in range(2, 201)] )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "reports_df.to_csv(path_or_buf=\"reports.csv\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "As `signatures_description` is too large to be used as a whole; lets select columns that have at least 25% of `True` values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "69 :  One or more processes crashed\n",
      "29 :  One or more potentially interesting buffers were extracted, these generally contain injected code, configuration data, etc.\n",
      "83 :  File has been identified by at least one AntiVirus on VirusTotal as malicious\n",
      "29 :  Creates executable files on the filesystem\n",
      "68 :  Allocates read-write-execute memory (usually to unpack itself)\n",
      "26 :  Retrieves Windows ProductID, probably to fingerprint the sandbox\n"
     ]
    }
   ],
   "source": [
    "signatures_description_25 = []\n",
    "for i in signatures_description:\n",
    "    if len(signatures_description[i])*100/199 > 24:\n",
    "        print len(signatures_description[i])*100/199, ': ', i\n",
    "        signatures_description_25.append(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets construct a simple feature: a linear combination of all signatures descriptions, wighted proportionally to number of their occurences"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>info_scores</th>\n",
       "      <th>info_duration</th>\n",
       "      <th>virustotal_positives</th>\n",
       "      <th>virustotal_total</th>\n",
       "      <th>virus_ratio</th>\n",
       "      <th>Harvests credentials from local email clients</th>\n",
       "      <th>Steals private information from local Internet browsers</th>\n",
       "      <th>Runs bcdedit commands specific to ransomware</th>\n",
       "      <th>Executes one or more WMI queries</th>\n",
       "      <th>One or more processes crashed</th>\n",
       "      <th>...</th>\n",
       "      <th>VBA32</th>\n",
       "      <th>Panda</th>\n",
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       "      <th>Tencent</th>\n",
       "      <th>Ikarus</th>\n",
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       "      <th>Qihoo-360</th>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>54</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
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       "      <td>True</td>\n",
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       "      <td>55</td>\n",
       "      <td>83.636364</td>\n",
       "      <td>False</td>\n",
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       "      <td>False</td>\n",
       "      <td>False</td>\n",
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       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
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       "      <td>0.4</td>\n",
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       "      <td>57</td>\n",
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       "      <td>72.222222</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.497166</td>\n",
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       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>5.0</td>\n",
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       "      <td>40</td>\n",
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       "      <td>70.175439</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.575709</td>\n",
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       "      <td>34</td>\n",
       "      <td>55</td>\n",
       "      <td>61.818182</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
       "      <td>True</td>\n",
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       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.571660</td>\n",
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       "    <tr>\n",
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       "      <td>1.6</td>\n",
       "      <td>22</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>89.090909</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.401619</td>\n",
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       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>67.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.8</td>\n",
       "      <td>134</td>\n",
       "      <td>17</td>\n",
       "      <td>55</td>\n",
       "      <td>30.909091</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.8</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>63.157895</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.403239</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>37</td>\n",
       "      <td>53</td>\n",
       "      <td>69.811321</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.454251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9.6</td>\n",
       "      <td>160</td>\n",
       "      <td>37</td>\n",
       "      <td>56</td>\n",
       "      <td>66.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7.2</td>\n",
       "      <td>162</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.634818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.4</td>\n",
       "      <td>134</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>76.785714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.393522</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.0</td>\n",
       "      <td>136</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>62.962963</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.271255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2.2</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.285020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>3.4</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>85.454545</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.434818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.6</td>\n",
       "      <td>132</td>\n",
       "      <td>13</td>\n",
       "      <td>54</td>\n",
       "      <td>24.074074</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.446154</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>38</td>\n",
       "      <td>55</td>\n",
       "      <td>69.090909</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.581377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1.8</td>\n",
       "      <td>132</td>\n",
       "      <td>19</td>\n",
       "      <td>54</td>\n",
       "      <td>35.185185</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.4</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>55</td>\n",
       "      <td>58.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.2</td>\n",
       "      <td>131</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.398381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2.2</td>\n",
       "      <td>135</td>\n",
       "      <td>35</td>\n",
       "      <td>54</td>\n",
       "      <td>64.814815</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.454251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2.4</td>\n",
       "      <td>133</td>\n",
       "      <td>16</td>\n",
       "      <td>54</td>\n",
       "      <td>29.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.485020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>3.0</td>\n",
       "      <td>133</td>\n",
       "      <td>30</td>\n",
       "      <td>54</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.525506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>3.4</td>\n",
       "      <td>130</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>70.370370</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.378947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>3.0</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>38.596491</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.451012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>3.0</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>70.370370</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2.8</td>\n",
       "      <td>21</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "      <td>69.642857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.479352</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2.8</td>\n",
       "      <td>135</td>\n",
       "      <td>40</td>\n",
       "      <td>56</td>\n",
       "      <td>71.428571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.472874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.4</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>54</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.2</td>\n",
       "      <td>26</td>\n",
       "      <td>48</td>\n",
       "      <td>55</td>\n",
       "      <td>87.272727</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.359514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.6</td>\n",
       "      <td>135</td>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>67.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.556275</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>77.358491</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.681781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1.8</td>\n",
       "      <td>133</td>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>5.660377</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1.8</td>\n",
       "      <td>133</td>\n",
       "      <td>19</td>\n",
       "      <td>55</td>\n",
       "      <td>34.545455</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>3.8</td>\n",
       "      <td>134</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.399190</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2.4</td>\n",
       "      <td>134</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>64.285714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.369231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2.2</td>\n",
       "      <td>130</td>\n",
       "      <td>9</td>\n",
       "      <td>56</td>\n",
       "      <td>16.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.454251</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1.2</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.266397</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>3.0</td>\n",
       "      <td>134</td>\n",
       "      <td>37</td>\n",
       "      <td>56</td>\n",
       "      <td>66.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.544130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>3.0</td>\n",
       "      <td>30</td>\n",
       "      <td>41</td>\n",
       "      <td>57</td>\n",
       "      <td>71.929825</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2.4</td>\n",
       "      <td>18</td>\n",
       "      <td>31</td>\n",
       "      <td>57</td>\n",
       "      <td>54.385965</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.442915</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.4</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "      <td>53</td>\n",
       "      <td>60.377358</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2.2</td>\n",
       "      <td>131</td>\n",
       "      <td>44</td>\n",
       "      <td>54</td>\n",
       "      <td>81.481481</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.442105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>43</td>\n",
       "      <td>54</td>\n",
       "      <td>79.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>3.4</td>\n",
       "      <td>132</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>80.357143</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.378947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1.4</td>\n",
       "      <td>17</td>\n",
       "      <td>51</td>\n",
       "      <td>56</td>\n",
       "      <td>91.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.406478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2.2</td>\n",
       "      <td>16</td>\n",
       "      <td>32</td>\n",
       "      <td>56</td>\n",
       "      <td>57.142857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.285020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>7.8</td>\n",
       "      <td>139</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>82.142857</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.604049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1.6</td>\n",
       "      <td>21</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>83.928571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.401619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2.0</td>\n",
       "      <td>146</td>\n",
       "      <td>24</td>\n",
       "      <td>54</td>\n",
       "      <td>44.444444</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.451822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.6</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "      <td>83.018868</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.401619</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.4</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.110931</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 126 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     info_scores  info_duration  virustotal_positives  virustotal_total  \\\n",
       "66           0.4             15                    31                54   \n",
       "133          1.0            135                   NaN               NaN   \n",
       "132          2.2            130                    24                53   \n",
       "131          2.2             26                    50                54   \n",
       "130          3.0             20                    46                55   \n",
       "137          1.8            130                    16                56   \n",
       "136          0.4             14                    32                57   \n",
       "135          2.6            131                    39                54   \n",
       "134          5.0             21                    40                57   \n",
       "139          3.6             21                    34                55   \n",
       "138          1.6             22                    49                55   \n",
       "93           9.6            161                    38                56   \n",
       "24           1.8            134                    17                55   \n",
       "25           1.8             17                    36                57   \n",
       "26           4.8            133                    37                53   \n",
       "27           9.6            160                    37                56   \n",
       "20           7.2            162                    41                56   \n",
       "21           4.4            134                    43                56   \n",
       "22           1.0            136                    34                54   \n",
       "23           2.2             15                    41                56   \n",
       "95           3.4             41                    47                55   \n",
       "28           1.6            132                    13                54   \n",
       "29           4.8            133                    38                55   \n",
       "94           1.8            132                    19                54   \n",
       "4            0.4             19                    32                55   \n",
       "8            1.2            131                    41                56   \n",
       "96           2.2            135                    35                54   \n",
       "68           2.4            133                    16                54   \n",
       "87           0.0             15                   NaN               NaN   \n",
       "120          3.0            133                    30                54   \n",
       "..           ...            ...                   ...               ...   \n",
       "44           3.4            130                    38                54   \n",
       "45           3.0             23                    22                57   \n",
       "42           3.0             33                    38                54   \n",
       "43           2.8             21                    39                56   \n",
       "40           2.8            135                    40                56   \n",
       "41           0.4             16                    27                54   \n",
       "5            2.2             26                    48                55   \n",
       "9            3.6            135                    38                56   \n",
       "146          9.6            161                    41                53   \n",
       "147          1.8            133                     3                53   \n",
       "144          1.8            133                    19                55   \n",
       "145          3.8            134                    44                55   \n",
       "142          2.4            134                    36                56   \n",
       "143          2.2            130                     9                56   \n",
       "140          1.2             18                   NaN               NaN   \n",
       "141          3.0            134                    37                56   \n",
       "148          3.0             30                    41                57   \n",
       "149          2.4             18                    31                57   \n",
       "77           0.4             15                    32                53   \n",
       "76           2.2            131                    44                54   \n",
       "75           9.6            161                    43                54   \n",
       "74           3.4            132                    45                56   \n",
       "73           0.0             19                   NaN               NaN   \n",
       "72           1.4             17                    51                56   \n",
       "71           2.2             16                    32                56   \n",
       "70           7.8            139                    46                56   \n",
       "79           1.6             21                    47                56   \n",
       "78           2.0            146                    24                54   \n",
       "2            1.6             19                    44                53   \n",
       "67           0.4             17                   NaN               NaN   \n",
       "\n",
       "     virus_ratio Harvests credentials from local email clients  \\\n",
       "66     57.407407                                         False   \n",
       "133          NaN                                         False   \n",
       "132    45.283019                                         False   \n",
       "131    92.592593                                         False   \n",
       "130    83.636364                                         False   \n",
       "137    28.571429                                         False   \n",
       "136    56.140351                                         False   \n",
       "135    72.222222                                         False   \n",
       "134    70.175439                                         False   \n",
       "139    61.818182                                         False   \n",
       "138    89.090909                                         False   \n",
       "93     67.857143                                         False   \n",
       "24     30.909091                                         False   \n",
       "25     63.157895                                         False   \n",
       "26     69.811321                                         False   \n",
       "27     66.071429                                         False   \n",
       "20     73.214286                                         False   \n",
       "21     76.785714                                         False   \n",
       "22     62.962963                                         False   \n",
       "23     73.214286                                         False   \n",
       "95     85.454545                                         False   \n",
       "28     24.074074                                         False   \n",
       "29     69.090909                                         False   \n",
       "94     35.185185                                         False   \n",
       "4      58.181818                                         False   \n",
       "8      73.214286                                         False   \n",
       "96     64.814815                                         False   \n",
       "68     29.629630                                         False   \n",
       "87           NaN                                         False   \n",
       "120    55.555556                                         False   \n",
       "..           ...                                           ...   \n",
       "44     70.370370                                         False   \n",
       "45     38.596491                                         False   \n",
       "42     70.370370                                         False   \n",
       "43     69.642857                                         False   \n",
       "40     71.428571                                         False   \n",
       "41     50.000000                                         False   \n",
       "5      87.272727                                         False   \n",
       "9      67.857143                                         False   \n",
       "146    77.358491                                         False   \n",
       "147     5.660377                                         False   \n",
       "144    34.545455                                         False   \n",
       "145    80.000000                                         False   \n",
       "142    64.285714                                         False   \n",
       "143    16.071429                                         False   \n",
       "140          NaN                                         False   \n",
       "141    66.071429                                         False   \n",
       "148    71.929825                                         False   \n",
       "149    54.385965                                         False   \n",
       "77     60.377358                                         False   \n",
       "76     81.481481                                         False   \n",
       "75     79.629630                                         False   \n",
       "74     80.357143                                         False   \n",
       "73           NaN                                         False   \n",
       "72     91.071429                                         False   \n",
       "71     57.142857                                         False   \n",
       "70     82.142857                                         False   \n",
       "79     83.928571                                         False   \n",
       "78     44.444444                                         False   \n",
       "2      83.018868                                         False   \n",
       "67           NaN                                         False   \n",
       "\n",
       "    Steals private information from local Internet browsers  \\\n",
       "66                                               False        \n",
       "133                                              False        \n",
       "132                                              False        \n",
       "131                                              False        \n",
       "130                                              False        \n",
       "137                                              False        \n",
       "136                                              False        \n",
       "135                                              False        \n",
       "134                                              False        \n",
       "139                                              False        \n",
       "138                                              False        \n",
       "93                                                True        \n",
       "24                                               False        \n",
       "25                                               False        \n",
       "26                                               False        \n",
       "27                                                True        \n",
       "20                                                True        \n",
       "21                                               False        \n",
       "22                                               False        \n",
       "23                                               False        \n",
       "95                                               False        \n",
       "28                                               False        \n",
       "29                                               False        \n",
       "94                                               False        \n",
       "4                                                False        \n",
       "8                                                False        \n",
       "96                                               False        \n",
       "68                                               False        \n",
       "87                                               False        \n",
       "120                                              False        \n",
       "..                                                 ...        \n",
       "44                                               False        \n",
       "45                                               False        \n",
       "42                                               False        \n",
       "43                                               False        \n",
       "40                                               False        \n",
       "41                                               False        \n",
       "5                                                False        \n",
       "9                                                False        \n",
       "146                                               True        \n",
       "147                                              False        \n",
       "144                                              False        \n",
       "145                                              False        \n",
       "142                                              False        \n",
       "143                                              False        \n",
       "140                                              False        \n",
       "141                                              False        \n",
       "148                                              False        \n",
       "149                                              False        \n",
       "77                                               False        \n",
       "76                                               False        \n",
       "75                                                True        \n",
       "74                                               False        \n",
       "73                                               False        \n",
       "72                                               False        \n",
       "71                                               False        \n",
       "70                                                True        \n",
       "79                                               False        \n",
       "78                                               False        \n",
       "2                                                False        \n",
       "67                                               False        \n",
       "\n",
       "    Runs bcdedit commands specific to ransomware  \\\n",
       "66                                         False   \n",
       "133                                        False   \n",
       "132                                        False   \n",
       "131                                        False   \n",
       "130                                        False   \n",
       "137                                        False   \n",
       "136                                        False   \n",
       "135                                        False   \n",
       "134                                        False   \n",
       "139                                        False   \n",
       "138                                        False   \n",
       "93                                          True   \n",
       "24                                         False   \n",
       "25                                         False   \n",
       "26                                         False   \n",
       "27                                          True   \n",
       "20                                         False   \n",
       "21                                         False   \n",
       "22                                         False   \n",
       "23                                         False   \n",
       "95                                         False   \n",
       "28                                         False   \n",
       "29                                         False   \n",
       "94                                         False   \n",
       "4                                          False   \n",
       "8                                          False   \n",
       "96                                         False   \n",
       "68                                         False   \n",
       "87                                         False   \n",
       "120                                        False   \n",
       "..                                           ...   \n",
       "44                                         False   \n",
       "45                                         False   \n",
       "42                                         False   \n",
       "43                                         False   \n",
       "40                                         False   \n",
       "41                                         False   \n",
       "5                                          False   \n",
       "9                                          False   \n",
       "146                                         True   \n",
       "147                                        False   \n",
       "144                                        False   \n",
       "145                                        False   \n",
       "142                                        False   \n",
       "143                                        False   \n",
       "140                                        False   \n",
       "141                                        False   \n",
       "148                                        False   \n",
       "149                                        False   \n",
       "77                                         False   \n",
       "76                                         False   \n",
       "75                                          True   \n",
       "74                                         False   \n",
       "73                                         False   \n",
       "72                                         False   \n",
       "71                                         False   \n",
       "70                                         False   \n",
       "79                                         False   \n",
       "78                                         False   \n",
       "2                                          False   \n",
       "67                                         False   \n",
       "\n",
       "    Executes one or more WMI queries One or more processes crashed    ...     \\\n",
       "66                             False                         False    ...      \n",
       "133                            False                          True    ...      \n",
       "132                            False                          True    ...      \n",
       "131                            False                         False    ...      \n",
       "130                            False                          True    ...      \n",
       "137                            False                          True    ...      \n",
       "136                            False                         False    ...      \n",
       "135                            False                          True    ...      \n",
       "134                            False                          True    ...      \n",
       "139                            False                          True    ...      \n",
       "138                            False                          True    ...      \n",
       "93                             False                          True    ...      \n",
       "24                             False                          True    ...      \n",
       "25                             False                          True    ...      \n",
       "26                             False                         False    ...      \n",
       "27                             False                          True    ...      \n",
       "20                             False                          True    ...      \n",
       "21                              True                          True    ...      \n",
       "22                             False                          True    ...      \n",
       "23                              True                          True    ...      \n",
       "95                             False                         False    ...      \n",
       "28                             False                          True    ...      \n",
       "29                             False                          True    ...      \n",
       "94                             False                          True    ...      \n",
       "4                              False                         False    ...      \n",
       "8                              False                          True    ...      \n",
       "96                             False                          True    ...      \n",
       "68                             False                          True    ...      \n",
       "87                             False                         False    ...      \n",
       "120                            False                          True    ...      \n",
       "..                               ...                           ...    ...      \n",
       "44                              True                          True    ...      \n",
       "45                             False                          True    ...      \n",
       "42                             False                          True    ...      \n",
       "43                             False                          True    ...      \n",
       "40                             False                          True    ...      \n",
       "41                             False                         False    ...      \n",
       "5                              False                         False    ...      \n",
       "9                              False                          True    ...      \n",
       "146                            False                          True    ...      \n",
       "147                            False                          True    ...      \n",
       "144                            False                          True    ...      \n",
       "145                             True                          True    ...      \n",
       "142                             True                         False    ...      \n",
       "143                            False                          True    ...      \n",
       "140                            False                          True    ...      \n",
       "141                            False                          True    ...      \n",
       "148                            False                          True    ...      \n",
       "149                            False                          True    ...      \n",
       "77                             False                         False    ...      \n",
       "76                             False                          True    ...      \n",
       "75                             False                          True    ...      \n",
       "74                              True                          True    ...      \n",
       "73                             False                         False    ...      \n",
       "72                             False                          True    ...      \n",
       "71                              True                          True    ...      \n",
       "70                             False                          True    ...      \n",
       "79                             False                          True    ...      \n",
       "78                             False                          True    ...      \n",
       "2                              False                          True    ...      \n",
       "67                             False                         False    ...      \n",
       "\n",
       "     VBA32  Panda  Zoner Tencent Ikarus Fortinet    AVG Baidu-International  \\\n",
       "66   False   True  False    True   True    False   True                True   \n",
       "133  False  False  False   False  False    False  False               False   \n",
       "132  False   True  False   False   True     True   True                True   \n",
       "131   True   True   True    True   True     True   True                True   \n",
       "130   True   True  False   False   True     True   True                True   \n",
       "137  False   True  False   False   True     True  False               False   \n",
       "136  False  False  False    True   True     True   True                True   \n",
       "135  False   True  False    True   True     True   True               False   \n",
       "134   True   True  False    True   True     True   True                True   \n",
       "139  False   True  False    True   True     True   True                True   \n",
       "138   True   True  False    True   True     True   True                True   \n",
       "93    True   True  False   False   True     True   True                True   \n",
       "24   False   True  False   False   True     True   True               False   \n",
       "25   False   True  False    True   True     True   True                True   \n",
       "26   False   True  False    True   True     True   True                True   \n",
       "27    True   True  False   False   True     True   True                True   \n",
       "20    True   True  False   False   True     True   True                True   \n",
       "21    True   True  False    True   True     True   True                True   \n",
       "22   False   True  False   False  False     True   True               False   \n",
       "23    True   True  False    True   True     True   True               False   \n",
       "95    True   True   True    True   True     True   True                True   \n",
       "28   False  False  False   False  False    False   True               False   \n",
       "29   False   True  False    True   True     True   True                True   \n",
       "94   False   True  False   False   True     True   True               False   \n",
       "4     True   True  False    True   True    False   True                True   \n",
       "8    False   True  False   False   True     True   True                True   \n",
       "96   False   True  False    True   True     True   True                True   \n",
       "68   False  False  False   False  False    False   True               False   \n",
       "87   False  False  False   False  False    False  False               False   \n",
       "120  False   True  False   False   True     True   True                True   \n",
       "..     ...    ...    ...     ...    ...      ...    ...                 ...   \n",
       "44    True   True  False   False   True     True   True               False   \n",
       "45   False   True  False    True  False     True   True               False   \n",
       "42   False   True  False   False   True     True   True                True   \n",
       "43   False   True  False    True   True     True   True                True   \n",
       "40   False   True  False    True   True     True   True               False   \n",
       "41   False  False  False    True   True    False   True               False   \n",
       "5     True   True   True    True   True     True   True                True   \n",
       "9    False   True  False    True   True     True   True               False   \n",
       "146   True   True  False   False   True     True   True                True   \n",
       "147  False  False  False   False  False     True  False               False   \n",
       "144   True   True  False    True   True     True   True               False   \n",
       "145   True   True  False   False   True     True   True                True   \n",
       "142  False  False  False    True   True     True   True               False   \n",
       "143  False   True  False   False   True     True   True               False   \n",
       "140  False  False  False   False  False    False  False               False   \n",
       "141  False   True  False    True   True     True   True               False   \n",
       "148   True   True  False   False   True     True   True               False   \n",
       "149  False   True  False    True   True    False   True               False   \n",
       "77   False   True  False    True   True    False   True                True   \n",
       "76   False   True  False    True   True     True   True                True   \n",
       "75    True   True  False    True   True     True   True                True   \n",
       "74    True   True  False    True   True     True   True                True   \n",
       "73   False  False  False   False  False    False  False               False   \n",
       "72    True   True   True    True   True     True   True                True   \n",
       "71    True   True  False    True   True     True   True               False   \n",
       "70    True   True  False   False   True     True   True               False   \n",
       "79    True   True  False    True   True     True   True                True   \n",
       "78   False   True  False   False  False     True   True               False   \n",
       "2     True   True  False   False   True     True   True                True   \n",
       "67   False  False  False   False  False    False  False               False   \n",
       "\n",
       "    Qihoo-360 sig_des_w  \n",
       "66       True  0.135223  \n",
       "133     False  0.248583  \n",
       "132     False  0.454251  \n",
       "131      True  0.359514  \n",
       "130      True  0.484211  \n",
       "137     False  0.438057  \n",
       "136      True  0.135223  \n",
       "135      True  0.497166  \n",
       "134      True  0.575709  \n",
       "139      True  0.571660  \n",
       "138      True  0.401619  \n",
       "93       True  0.681781  \n",
       "24      False  0.438057  \n",
       "25       True  0.403239  \n",
       "26       True  0.454251  \n",
       "27       True  0.681781  \n",
       "20       True  0.634818  \n",
       "21       True  0.393522  \n",
       "22       True  0.271255  \n",
       "23       True  0.285020  \n",
       "95       True  0.434818  \n",
       "28      False  0.446154  \n",
       "29       True  0.581377  \n",
       "94      False  0.438057  \n",
       "4       False  0.135223  \n",
       "8        True  0.398381  \n",
       "96       True  0.454251  \n",
       "68      False  0.485020  \n",
       "87      False  0.000000  \n",
       "120      True  0.525506  \n",
       "..        ...       ...  \n",
       "44       True  0.378947  \n",
       "45      False  0.451012  \n",
       "42       True  0.484211  \n",
       "43       True  0.479352  \n",
       "40       True  0.472874  \n",
       "41      False  0.135223  \n",
       "5        True  0.359514  \n",
       "9        True  0.556275  \n",
       "146     False  0.681781  \n",
       "147     False  0.438057  \n",
       "144     False  0.438057  \n",
       "145      True  0.399190  \n",
       "142      True  0.369231  \n",
       "143     False  0.454251  \n",
       "140     False  0.266397  \n",
       "141      True  0.544130  \n",
       "148      True  0.484211  \n",
       "149      True  0.442915  \n",
       "77      False  0.135223  \n",
       "76      False  0.442105  \n",
       "75       True  0.681781  \n",
       "74       True  0.378947  \n",
       "73      False  0.000000  \n",
       "72       True  0.406478  \n",
       "71       True  0.285020  \n",
       "70       True  0.604049  \n",
       "79       True  0.401619  \n",
       "78       True  0.451822  \n",
       "2       False  0.401619  \n",
       "67      False  0.110931  \n",
       "\n",
       "[199 rows x 126 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "signatures_description_weights = {}\n",
    "for i in signatures_description:\n",
    "    signatures_description_weights[i] = len(signatures_description[i])\n",
    "signatures_description_total = sum(signatures_description_weights.values()) * 1.0\n",
    "for i in signatures_description_weights:\n",
    "    signatures_description_weights[i] /=  signatures_description_total\n",
    "\n",
    "reports_df['sig_des_w'] = 0\n",
    "for c in signatures_description:\n",
    "    reports_df['sig_des_w'] += reports_df[c].astype(int) * signatures_description_weights[c]\n",
    "\n",
    "reports_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lets do similar feature construction for each anty-virus prediction; the weights will be based on pseudo-popularity of given anti-virus software."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>info_scores</th>\n",
       "      <th>info_duration</th>\n",
       "      <th>virustotal_positives</th>\n",
       "      <th>virustotal_total</th>\n",
       "      <th>virus_ratio</th>\n",
       "      <th>Harvests credentials from local email clients</th>\n",
       "      <th>Steals private information from local Internet browsers</th>\n",
       "      <th>Runs bcdedit commands specific to ransomware</th>\n",
       "      <th>Executes one or more WMI queries</th>\n",
       "      <th>One or more processes crashed</th>\n",
       "      <th>...</th>\n",
       "      <th>Panda</th>\n",
       "      <th>Zoner</th>\n",
       "      <th>Tencent</th>\n",
       "      <th>Ikarus</th>\n",
       "      <th>Fortinet</th>\n",
       "      <th>AVG</th>\n",
       "      <th>Baidu-International</th>\n",
       "      <th>Qihoo-360</th>\n",
       "      <th>sig_des_w</th>\n",
       "      <th>vir_scn_w</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>0.4</td>\n",
       "      <td>15</td>\n",
       "      <td>31</td>\n",
       "      <td>54</td>\n",
       "      <td>57.407407</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.657895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>1.0</td>\n",
       "      <td>135</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.248583</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2.2</td>\n",
       "      <td>130</td>\n",
       "      <td>24</td>\n",
       "      <td>53</td>\n",
       "      <td>45.283019</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.454251</td>\n",
       "      <td>0.473684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2.2</td>\n",
       "      <td>26</td>\n",
       "      <td>50</td>\n",
       "      <td>54</td>\n",
       "      <td>92.592593</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.359514</td>\n",
       "      <td>0.907895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>3.0</td>\n",
       "      <td>20</td>\n",
       "      <td>46</td>\n",
       "      <td>55</td>\n",
       "      <td>83.636364</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
       "      <td>0.855263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>1.8</td>\n",
       "      <td>130</td>\n",
       "      <td>16</td>\n",
       "      <td>56</td>\n",
       "      <td>28.571429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "      <td>0.289474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>0.4</td>\n",
       "      <td>14</td>\n",
       "      <td>32</td>\n",
       "      <td>57</td>\n",
       "      <td>56.140351</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.618421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2.6</td>\n",
       "      <td>131</td>\n",
       "      <td>39</td>\n",
       "      <td>54</td>\n",
       "      <td>72.222222</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.497166</td>\n",
       "      <td>0.763158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>5.0</td>\n",
       "      <td>21</td>\n",
       "      <td>40</td>\n",
       "      <td>57</td>\n",
       "      <td>70.175439</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.575709</td>\n",
       "      <td>0.776316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>3.6</td>\n",
       "      <td>21</td>\n",
       "      <td>34</td>\n",
       "      <td>55</td>\n",
       "      <td>61.818182</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.571660</td>\n",
       "      <td>0.671053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>1.6</td>\n",
       "      <td>22</td>\n",
       "      <td>49</td>\n",
       "      <td>55</td>\n",
       "      <td>89.090909</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.401619</td>\n",
       "      <td>0.894737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>67.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1.8</td>\n",
       "      <td>134</td>\n",
       "      <td>17</td>\n",
       "      <td>55</td>\n",
       "      <td>30.909091</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "      <td>0.368421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1.8</td>\n",
       "      <td>17</td>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>63.157895</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.403239</td>\n",
       "      <td>0.723684</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>37</td>\n",
       "      <td>53</td>\n",
       "      <td>69.811321</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.454251</td>\n",
       "      <td>0.710526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>9.6</td>\n",
       "      <td>160</td>\n",
       "      <td>37</td>\n",
       "      <td>56</td>\n",
       "      <td>66.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>7.2</td>\n",
       "      <td>162</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.634818</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>4.4</td>\n",
       "      <td>134</td>\n",
       "      <td>43</td>\n",
       "      <td>56</td>\n",
       "      <td>76.785714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.393522</td>\n",
       "      <td>0.763158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1.0</td>\n",
       "      <td>136</td>\n",
       "      <td>34</td>\n",
       "      <td>54</td>\n",
       "      <td>62.962963</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.271255</td>\n",
       "      <td>0.657895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2.2</td>\n",
       "      <td>15</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.285020</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>3.4</td>\n",
       "      <td>41</td>\n",
       "      <td>47</td>\n",
       "      <td>55</td>\n",
       "      <td>85.454545</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.434818</td>\n",
       "      <td>0.868421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1.6</td>\n",
       "      <td>132</td>\n",
       "      <td>13</td>\n",
       "      <td>54</td>\n",
       "      <td>24.074074</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.446154</td>\n",
       "      <td>0.315789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.8</td>\n",
       "      <td>133</td>\n",
       "      <td>38</td>\n",
       "      <td>55</td>\n",
       "      <td>69.090909</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.581377</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1.8</td>\n",
       "      <td>132</td>\n",
       "      <td>19</td>\n",
       "      <td>54</td>\n",
       "      <td>35.185185</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "      <td>0.394737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>0.4</td>\n",
       "      <td>19</td>\n",
       "      <td>32</td>\n",
       "      <td>55</td>\n",
       "      <td>58.181818</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.2</td>\n",
       "      <td>131</td>\n",
       "      <td>41</td>\n",
       "      <td>56</td>\n",
       "      <td>73.214286</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.398381</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2.2</td>\n",
       "      <td>135</td>\n",
       "      <td>35</td>\n",
       "      <td>54</td>\n",
       "      <td>64.814815</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.454251</td>\n",
       "      <td>0.671053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2.4</td>\n",
       "      <td>133</td>\n",
       "      <td>16</td>\n",
       "      <td>54</td>\n",
       "      <td>29.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.485020</td>\n",
       "      <td>0.381579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>0.0</td>\n",
       "      <td>15</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>3.0</td>\n",
       "      <td>133</td>\n",
       "      <td>30</td>\n",
       "      <td>54</td>\n",
       "      <td>55.555556</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.525506</td>\n",
       "      <td>0.644737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>3.4</td>\n",
       "      <td>130</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>70.370370</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.378947</td>\n",
       "      <td>0.697368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>3.0</td>\n",
       "      <td>23</td>\n",
       "      <td>22</td>\n",
       "      <td>57</td>\n",
       "      <td>38.596491</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.451012</td>\n",
       "      <td>0.526316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>3.0</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>54</td>\n",
       "      <td>70.370370</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
       "      <td>0.697368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2.8</td>\n",
       "      <td>21</td>\n",
       "      <td>39</td>\n",
       "      <td>56</td>\n",
       "      <td>69.642857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.479352</td>\n",
       "      <td>0.763158</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2.8</td>\n",
       "      <td>135</td>\n",
       "      <td>40</td>\n",
       "      <td>56</td>\n",
       "      <td>71.428571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.472874</td>\n",
       "      <td>0.776316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>0.4</td>\n",
       "      <td>16</td>\n",
       "      <td>27</td>\n",
       "      <td>54</td>\n",
       "      <td>50.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.592105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2.2</td>\n",
       "      <td>26</td>\n",
       "      <td>48</td>\n",
       "      <td>55</td>\n",
       "      <td>87.272727</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.359514</td>\n",
       "      <td>0.881579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.6</td>\n",
       "      <td>135</td>\n",
       "      <td>38</td>\n",
       "      <td>56</td>\n",
       "      <td>67.857143</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.556275</td>\n",
       "      <td>0.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>41</td>\n",
       "      <td>53</td>\n",
       "      <td>77.358491</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.681781</td>\n",
       "      <td>0.789474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>1.8</td>\n",
       "      <td>133</td>\n",
       "      <td>3</td>\n",
       "      <td>53</td>\n",
       "      <td>5.660377</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "      <td>0.092105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>1.8</td>\n",
       "      <td>133</td>\n",
       "      <td>19</td>\n",
       "      <td>55</td>\n",
       "      <td>34.545455</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.438057</td>\n",
       "      <td>0.394737</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>3.8</td>\n",
       "      <td>134</td>\n",
       "      <td>44</td>\n",
       "      <td>55</td>\n",
       "      <td>80.000000</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.399190</td>\n",
       "      <td>0.828947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2.4</td>\n",
       "      <td>134</td>\n",
       "      <td>36</td>\n",
       "      <td>56</td>\n",
       "      <td>64.285714</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.369231</td>\n",
       "      <td>0.710526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2.2</td>\n",
       "      <td>130</td>\n",
       "      <td>9</td>\n",
       "      <td>56</td>\n",
       "      <td>16.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.454251</td>\n",
       "      <td>0.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>1.2</td>\n",
       "      <td>18</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.266397</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>3.0</td>\n",
       "      <td>134</td>\n",
       "      <td>37</td>\n",
       "      <td>56</td>\n",
       "      <td>66.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.544130</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>3.0</td>\n",
       "      <td>30</td>\n",
       "      <td>41</td>\n",
       "      <td>57</td>\n",
       "      <td>71.929825</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.484211</td>\n",
       "      <td>0.736842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2.4</td>\n",
       "      <td>18</td>\n",
       "      <td>31</td>\n",
       "      <td>57</td>\n",
       "      <td>54.385965</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.442915</td>\n",
       "      <td>0.657895</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>0.4</td>\n",
       "      <td>15</td>\n",
       "      <td>32</td>\n",
       "      <td>53</td>\n",
       "      <td>60.377358</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.135223</td>\n",
       "      <td>0.631579</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2.2</td>\n",
       "      <td>131</td>\n",
       "      <td>44</td>\n",
       "      <td>54</td>\n",
       "      <td>81.481481</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.442105</td>\n",
       "      <td>0.828947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>9.6</td>\n",
       "      <td>161</td>\n",
       "      <td>43</td>\n",
       "      <td>54</td>\n",
       "      <td>79.629630</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.681781</td>\n",
       "      <td>0.815789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>3.4</td>\n",
       "      <td>132</td>\n",
       "      <td>45</td>\n",
       "      <td>56</td>\n",
       "      <td>80.357143</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.378947</td>\n",
       "      <td>0.842105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>0.0</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1.4</td>\n",
       "      <td>17</td>\n",
       "      <td>51</td>\n",
       "      <td>56</td>\n",
       "      <td>91.071429</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.406478</td>\n",
       "      <td>0.868421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2.2</td>\n",
       "      <td>16</td>\n",
       "      <td>32</td>\n",
       "      <td>56</td>\n",
       "      <td>57.142857</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.285020</td>\n",
       "      <td>0.618421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>7.8</td>\n",
       "      <td>139</td>\n",
       "      <td>46</td>\n",
       "      <td>56</td>\n",
       "      <td>82.142857</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.604049</td>\n",
       "      <td>0.855263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1.6</td>\n",
       "      <td>21</td>\n",
       "      <td>47</td>\n",
       "      <td>56</td>\n",
       "      <td>83.928571</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>0.401619</td>\n",
       "      <td>0.868421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2.0</td>\n",
       "      <td>146</td>\n",
       "      <td>24</td>\n",
       "      <td>54</td>\n",
       "      <td>44.444444</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>0.451822</td>\n",
       "      <td>0.565789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.6</td>\n",
       "      <td>19</td>\n",
       "      <td>44</td>\n",
       "      <td>53</td>\n",
       "      <td>83.018868</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "      <td>0.401619</td>\n",
       "      <td>0.828947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>0.4</td>\n",
       "      <td>17</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>0.110931</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>199 rows × 127 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     info_scores  info_duration  virustotal_positives  virustotal_total  \\\n",
       "66           0.4             15                    31                54   \n",
       "133          1.0            135                   NaN               NaN   \n",
       "132          2.2            130                    24                53   \n",
       "131          2.2             26                    50                54   \n",
       "130          3.0             20                    46                55   \n",
       "137          1.8            130                    16                56   \n",
       "136          0.4             14                    32                57   \n",
       "135          2.6            131                    39                54   \n",
       "134          5.0             21                    40                57   \n",
       "139          3.6             21                    34                55   \n",
       "138          1.6             22                    49                55   \n",
       "93           9.6            161                    38                56   \n",
       "24           1.8            134                    17                55   \n",
       "25           1.8             17                    36                57   \n",
       "26           4.8            133                    37                53   \n",
       "27           9.6            160                    37                56   \n",
       "20           7.2            162                    41                56   \n",
       "21           4.4            134                    43                56   \n",
       "22           1.0            136                    34                54   \n",
       "23           2.2             15                    41                56   \n",
       "95           3.4             41                    47                55   \n",
       "28           1.6            132                    13                54   \n",
       "29           4.8            133                    38                55   \n",
       "94           1.8            132                    19                54   \n",
       "4            0.4             19                    32                55   \n",
       "8            1.2            131                    41                56   \n",
       "96           2.2            135                    35                54   \n",
       "68           2.4            133                    16                54   \n",
       "87           0.0             15                   NaN               NaN   \n",
       "120          3.0            133                    30                54   \n",
       "..           ...            ...                   ...               ...   \n",
       "44           3.4            130                    38                54   \n",
       "45           3.0             23                    22                57   \n",
       "42           3.0             33                    38                54   \n",
       "43           2.8             21                    39                56   \n",
       "40           2.8            135                    40                56   \n",
       "41           0.4             16                    27                54   \n",
       "5            2.2             26                    48                55   \n",
       "9            3.6            135                    38                56   \n",
       "146          9.6            161                    41                53   \n",
       "147          1.8            133                     3                53   \n",
       "144          1.8            133                    19                55   \n",
       "145          3.8            134                    44                55   \n",
       "142          2.4            134                    36                56   \n",
       "143          2.2            130                     9                56   \n",
       "140          1.2             18                   NaN               NaN   \n",
       "141          3.0            134                    37                56   \n",
       "148          3.0             30                    41                57   \n",
       "149          2.4             18                    31                57   \n",
       "77           0.4             15                    32                53   \n",
       "76           2.2            131                    44                54   \n",
       "75           9.6            161                    43                54   \n",
       "74           3.4            132                    45                56   \n",
       "73           0.0             19                   NaN               NaN   \n",
       "72           1.4             17                    51                56   \n",
       "71           2.2             16                    32                56   \n",
       "70           7.8            139                    46                56   \n",
       "79           1.6             21                    47                56   \n",
       "78           2.0            146                    24                54   \n",
       "2            1.6             19                    44                53   \n",
       "67           0.4             17                   NaN               NaN   \n",
       "\n",
       "     virus_ratio Harvests credentials from local email clients  \\\n",
       "66     57.407407                                         False   \n",
       "133          NaN                                         False   \n",
       "132    45.283019                                         False   \n",
       "131    92.592593                                         False   \n",
       "130    83.636364                                         False   \n",
       "137    28.571429                                         False   \n",
       "136    56.140351                                         False   \n",
       "135    72.222222                                         False   \n",
       "134    70.175439                                         False   \n",
       "139    61.818182                                         False   \n",
       "138    89.090909                                         False   \n",
       "93     67.857143                                         False   \n",
       "24     30.909091                                         False   \n",
       "25     63.157895                                         False   \n",
       "26     69.811321                                         False   \n",
       "27     66.071429                                         False   \n",
       "20     73.214286                                         False   \n",
       "21     76.785714                                         False   \n",
       "22     62.962963                                         False   \n",
       "23     73.214286                                         False   \n",
       "95     85.454545                                         False   \n",
       "28     24.074074                                         False   \n",
       "29     69.090909                                         False   \n",
       "94     35.185185                                         False   \n",
       "4      58.181818                                         False   \n",
       "8      73.214286                                         False   \n",
       "96     64.814815                                         False   \n",
       "68     29.629630                                         False   \n",
       "87           NaN                                         False   \n",
       "120    55.555556                                         False   \n",
       "..           ...                                           ...   \n",
       "44     70.370370                                         False   \n",
       "45     38.596491                                         False   \n",
       "42     70.370370                                         False   \n",
       "43     69.642857                                         False   \n",
       "40     71.428571                                         False   \n",
       "41     50.000000                                         False   \n",
       "5      87.272727                                         False   \n",
       "9      67.857143                                         False   \n",
       "146    77.358491                                         False   \n",
       "147     5.660377                                         False   \n",
       "144    34.545455                                         False   \n",
       "145    80.000000                                         False   \n",
       "142    64.285714                                         False   \n",
       "143    16.071429                                         False   \n",
       "140          NaN                                         False   \n",
       "141    66.071429                                         False   \n",
       "148    71.929825                                         False   \n",
       "149    54.385965                                         False   \n",
       "77     60.377358                                         False   \n",
       "76     81.481481                                         False   \n",
       "75     79.629630                                         False   \n",
       "74     80.357143                                         False   \n",
       "73           NaN                                         False   \n",
       "72     91.071429                                         False   \n",
       "71     57.142857                                         False   \n",
       "70     82.142857                                         False   \n",
       "79     83.928571                                         False   \n",
       "78     44.444444                                         False   \n",
       "2      83.018868                                         False   \n",
       "67           NaN                                         False   \n",
       "\n",
       "    Steals private information from local Internet browsers  \\\n",
       "66                                               False        \n",
       "133                                              False        \n",
       "132                                              False        \n",
       "131                                              False        \n",
       "130                                              False        \n",
       "137                                              False        \n",
       "136                                              False        \n",
       "135                                              False        \n",
       "134                                              False        \n",
       "139                                              False        \n",
       "138                                              False        \n",
       "93                                                True        \n",
       "24                                               False        \n",
       "25                                               False        \n",
       "26                                               False        \n",
       "27                                                True        \n",
       "20                                                True        \n",
       "21                                               False        \n",
       "22                                               False        \n",
       "23                                               False        \n",
       "95                                               False        \n",
       "28                                               False        \n",
       "29                                               False        \n",
       "94                                               False        \n",
       "4                                                False        \n",
       "8                                                False        \n",
       "96                                               False        \n",
       "68                                               False        \n",
       "87                                               False        \n",
       "120                                              False        \n",
       "..                                                 ...        \n",
       "44                                               False        \n",
       "45                                               False        \n",
       "42                                               False        \n",
       "43                                               False        \n",
       "40                                               False        \n",
       "41                                               False        \n",
       "5                                                False        \n",
       "9                                                False        \n",
       "146                                               True        \n",
       "147                                              False        \n",
       "144                                              False        \n",
       "145                                              False        \n",
       "142                                              False        \n",
       "143                                              False        \n",
       "140                                              False        \n",
       "141                                              False        \n",
       "148                                              False        \n",
       "149                                              False        \n",
       "77                                               False        \n",
       "76                                               False        \n",
       "75                                                True        \n",
       "74                                               False        \n",
       "73                                               False        \n",
       "72                                               False        \n",
       "71                                               False        \n",
       "70                                                True        \n",
       "79                                               False        \n",
       "78                                               False        \n",
       "2                                                False        \n",
       "67                                               False        \n",
       "\n",
       "    Runs bcdedit commands specific to ransomware  \\\n",
       "66                                         False   \n",
       "133                                        False   \n",
       "132                                        False   \n",
       "131                                        False   \n",
       "130                                        False   \n",
       "137                                        False   \n",
       "136                                        False   \n",
       "135                                        False   \n",
       "134                                        False   \n",
       "139                                        False   \n",
       "138                                        False   \n",
       "93                                          True   \n",
       "24                                         False   \n",
       "25                                         False   \n",
       "26                                         False   \n",
       "27                                          True   \n",
       "20                                         False   \n",
       "21                                         False   \n",
       "22                                         False   \n",
       "23                                         False   \n",
       "95                                         False   \n",
       "28                                         False   \n",
       "29                                         False   \n",
       "94                                         False   \n",
       "4                                          False   \n",
       "8                                          False   \n",
       "96                                         False   \n",
       "68                                         False   \n",
       "87                                         False   \n",
       "120                                        False   \n",
       "..                                           ...   \n",
       "44                                         False   \n",
       "45                                         False   \n",
       "42                                         False   \n",
       "43                                         False   \n",
       "40                                         False   \n",
       "41                                         False   \n",
       "5                                          False   \n",
       "9                                          False   \n",
       "146                                         True   \n",
       "147                                        False   \n",
       "144                                        False   \n",
       "145                                        False   \n",
       "142                                        False   \n",
       "143                                        False   \n",
       "140                                        False   \n",
       "141                                        False   \n",
       "148                                        False   \n",
       "149                                        False   \n",
       "77                                         False   \n",
       "76                                         False   \n",
       "75                                          True   \n",
       "74                                         False   \n",
       "73                                         False   \n",
       "72                                         False   \n",
       "71                                         False   \n",
       "70                                         False   \n",
       "79                                         False   \n",
       "78                                         False   \n",
       "2                                          False   \n",
       "67                                         False   \n",
       "\n",
       "    Executes one or more WMI queries One or more processes crashed    ...     \\\n",
       "66                             False                         False    ...      \n",
       "133                            False                          True    ...      \n",
       "132                            False                          True    ...      \n",
       "131                            False                         False    ...      \n",
       "130                            False                          True    ...      \n",
       "137                            False                          True    ...      \n",
       "136                            False                         False    ...      \n",
       "135                            False                          True    ...      \n",
       "134                            False                          True    ...      \n",
       "139                            False                          True    ...      \n",
       "138                            False                          True    ...      \n",
       "93                             False                          True    ...      \n",
       "24                             False                          True    ...      \n",
       "25                             False                          True    ...      \n",
       "26                             False                         False    ...      \n",
       "27                             False                          True    ...      \n",
       "20                             False                          True    ...      \n",
       "21                              True                          True    ...      \n",
       "22                             False                          True    ...      \n",
       "23                              True                          True    ...      \n",
       "95                             False                         False    ...      \n",
       "28                             False                          True    ...      \n",
       "29                             False                          True    ...      \n",
       "94                             False                          True    ...      \n",
       "4                              False                         False    ...      \n",
       "8                              False                          True    ...      \n",
       "96                             False                          True    ...      \n",
       "68                             False                          True    ...      \n",
       "87                             False                         False    ...      \n",
       "120                            False                          True    ...      \n",
       "..                               ...                           ...    ...      \n",
       "44                              True                          True    ...      \n",
       "45                             False                          True    ...      \n",
       "42                             False                          True    ...      \n",
       "43                             False                          True    ...      \n",
       "40                             False                          True    ...      \n",
       "41                             False                         False    ...      \n",
       "5                              False                         False    ...      \n",
       "9                              False                          True    ...      \n",
       "146                            False                          True    ...      \n",
       "147                            False                          True    ...      \n",
       "144                            False                          True    ...      \n",
       "145                             True                          True    ...      \n",
       "142                             True                         False    ...      \n",
       "143                            False                          True    ...      \n",
       "140                            False                          True    ...      \n",
       "141                            False                          True    ...      \n",
       "148                            False                          True    ...      \n",
       "149                            False                          True    ...      \n",
       "77                             False                         False    ...      \n",
       "76                             False                          True    ...      \n",
       "75                             False                          True    ...      \n",
       "74                              True                          True    ...      \n",
       "73                             False                         False    ...      \n",
       "72                             False                          True    ...      \n",
       "71                              True                          True    ...      \n",
       "70                             False                          True    ...      \n",
       "79                             False                          True    ...      \n",
       "78                             False                          True    ...      \n",
       "2                              False                          True    ...      \n",
       "67                             False                         False    ...      \n",
       "\n",
       "     Panda  Zoner Tencent Ikarus Fortinet    AVG Baidu-International  \\\n",
       "66    True  False    True   True    False   True                True   \n",
       "133  False  False   False  False    False  False               False   \n",
       "132   True  False   False   True     True   True                True   \n",
       "131   True   True    True   True     True   True                True   \n",
       "130   True  False   False   True     True   True                True   \n",
       "137   True  False   False   True     True  False               False   \n",
       "136  False  False    True   True     True   True                True   \n",
       "135   True  False    True   True     True   True               False   \n",
       "134   True  False    True   True     True   True                True   \n",
       "139   True  False    True   True     True   True                True   \n",
       "138   True  False    True   True     True   True                True   \n",
       "93    True  False   False   True     True   True                True   \n",
       "24    True  False   False   True     True   True               False   \n",
       "25    True  False    True   True     True   True                True   \n",
       "26    True  False    True   True     True   True                True   \n",
       "27    True  False   False   True     True   True                True   \n",
       "20    True  False   False   True     True   True                True   \n",
       "21    True  False    True   True     True   True                True   \n",
       "22    True  False   False  False     True   True               False   \n",
       "23    True  False    True   True     True   True               False   \n",
       "95    True   True    True   True     True   True                True   \n",
       "28   False  False   False  False    False   True               False   \n",
       "29    True  False    True   True     True   True                True   \n",
       "94    True  False   False   True     True   True               False   \n",
       "4     True  False    True   True    False   True                True   \n",
       "8     True  False   False   True     True   True                True   \n",
       "96    True  False    True   True     True   True                True   \n",
       "68   False  False   False  False    False   True               False   \n",
       "87   False  False   False  False    False  False               False   \n",
       "120   True  False   False   True     True   True                True   \n",
       "..     ...    ...     ...    ...      ...    ...                 ...   \n",
       "44    True  False   False   True     True   True               False   \n",
       "45    True  False    True  False     True   True               False   \n",
       "42    True  False   False   True     True   True                True   \n",
       "43    True  False    True   True     True   True                True   \n",
       "40    True  False    True   True     True   True               False   \n",
       "41   False  False    True   True    False   True               False   \n",
       "5     True   True    True   True     True   True                True   \n",
       "9     True  False    True   True     True   True               False   \n",
       "146   True  False   False   True     True   True                True   \n",
       "147  False  False   False  False     True  False               False   \n",
       "144   True  False    True   True     True   True               False   \n",
       "145   True  False   False   True     True   True                True   \n",
       "142  False  False    True   True     True   True               False   \n",
       "143   True  False   False   True     True   True               False   \n",
       "140  False  False   False  False    False  False               False   \n",
       "141   True  False    True   True     True   True               False   \n",
       "148   True  False   False   True     True   True               False   \n",
       "149   True  False    True   True    False   True               False   \n",
       "77    True  False    True   True    False   True                True   \n",
       "76    True  False    True   True     True   True                True   \n",
       "75    True  False    True   True     True   True                True   \n",
       "74    True  False    True   True     True   True                True   \n",
       "73   False  False   False  False    False  False               False   \n",
       "72    True   True    True   True     True   True                True   \n",
       "71    True  False    True   True     True   True               False   \n",
       "70    True  False   False   True     True   True               False   \n",
       "79    True  False    True   True     True   True                True   \n",
       "78    True  False   False  False     True   True               False   \n",
       "2     True  False   False   True     True   True                True   \n",
       "67   False  False   False  False    False  False               False   \n",
       "\n",
       "    Qihoo-360 sig_des_w vir_scn_w  \n",
       "66       True  0.135223  0.657895  \n",
       "133     False  0.248583  0.000000  \n",
       "132     False  0.454251  0.473684  \n",
       "131      True  0.359514  0.907895  \n",
       "130      True  0.484211  0.855263  \n",
       "137     False  0.438057  0.289474  \n",
       "136      True  0.135223  0.618421  \n",
       "135      True  0.497166  0.763158  \n",
       "134      True  0.575709  0.776316  \n",
       "139      True  0.571660  0.671053  \n",
       "138      True  0.401619  0.894737  \n",
       "93       True  0.681781  0.750000  \n",
       "24      False  0.438057  0.368421  \n",
       "25       True  0.403239  0.723684  \n",
       "26       True  0.454251  0.710526  \n",
       "27       True  0.681781  0.736842  \n",
       "20       True  0.634818  0.789474  \n",
       "21       True  0.393522  0.763158  \n",
       "22       True  0.271255  0.657895  \n",
       "23       True  0.285020  0.736842  \n",
       "95       True  0.434818  0.868421  \n",
       "28      False  0.446154  0.315789  \n",
       "29       True  0.581377  0.750000  \n",
       "94      False  0.438057  0.394737  \n",
       "4       False  0.135223  0.631579  \n",
       "8        True  0.398381  0.789474  \n",
       "96       True  0.454251  0.671053  \n",
       "68      False  0.485020  0.381579  \n",
       "87      False  0.000000  0.000000  \n",
       "120      True  0.525506  0.644737  \n",
       "..        ...       ...       ...  \n",
       "44       True  0.378947  0.697368  \n",
       "45      False  0.451012  0.526316  \n",
       "42       True  0.484211  0.697368  \n",
       "43       True  0.479352  0.763158  \n",
       "40       True  0.472874  0.776316  \n",
       "41      False  0.135223  0.592105  \n",
       "5        True  0.359514  0.881579  \n",
       "9        True  0.556275  0.750000  \n",
       "146     False  0.681781  0.789474  \n",
       "147     False  0.438057  0.092105  \n",
       "144     False  0.438057  0.394737  \n",
       "145      True  0.399190  0.828947  \n",
       "142      True  0.369231  0.710526  \n",
       "143     False  0.454251  0.250000  \n",
       "140     False  0.266397  0.000000  \n",
       "141      True  0.544130  0.736842  \n",
       "148      True  0.484211  0.736842  \n",
       "149      True  0.442915  0.657895  \n",
       "77      False  0.135223  0.631579  \n",
       "76      False  0.442105  0.828947  \n",
       "75       True  0.681781  0.815789  \n",
       "74       True  0.378947  0.842105  \n",
       "73      False  0.000000  0.000000  \n",
       "72       True  0.406478  0.868421  \n",
       "71       True  0.285020  0.618421  \n",
       "70       True  0.604049  0.855263  \n",
       "79       True  0.401619  0.868421  \n",
       "78       True  0.451822  0.565789  \n",
       "2       False  0.401619  0.828947  \n",
       "67      False  0.110931  0.000000  \n",
       "\n",
       "[199 rows x 127 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "virustotal_scans_weights = {}\n",
    "for k in virustotal_scans:\n",
    "    virustotal_scans_weights[k] = 1\n",
    "virustotal_scans_weights['McAfee'] = 2\n",
    "virustotal_scans_weights['BitDefender'] = 2\n",
    "virustotal_scans_weights['Symantec'] = 5\n",
    "virustotal_scans_weights['ESET-NOD32'] = 5\n",
    "virustotal_scans_weights['Avast'] = 3\n",
    "virustotal_scans_weights['Kaspersky'] = 3\n",
    "virustotal_scans_weights['Microsoft'] = 4\n",
    "virustotal_scans_weights['Panda'] = 2\n",
    "virustotal_scans_weights['AVG'] = 2\n",
    "\n",
    "virustotal_scans_weights_total = sum(virustotal_scans_weights.values()) * 1.0\n",
    "for k in virustotal_scans:\n",
    "    virustotal_scans_weights[k] /= virustotal_scans_weights_total\n",
    "\n",
    "reports_df['vir_scn_w'] = 0\n",
    "for c in virustotal_scans:\n",
    "    reports_df['vir_scn_w'] += reports_df[c].astype(int) * virustotal_scans_weights[c]\n",
    "\n",
    "reports_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Summary #\n",
    "* file `1` seems to be invalid\n",
    "* 28 files were not scanned and report \"resource has not been scanned yet\": `['104', '117', '12', '121', '126', '133', '140', '17', '183', '184', '198', '199', '3', '34', '37', '50', '51', '52', '59', '61', '67', '7', '73', '87', '88', '89', '91', '98']`\n",
    "* please bear in mind that this is a prototype. Many things done here could be done prettier and faster way.\n",
    "* more work has to be done in the feature construction; presented here features and feature construction mechanism is very simple and its main purpose is to ilustrate the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/pandas/core/frame.py:2697: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  **kwargs)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x12bc0df90>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/matplotlib/collections.py:571: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if self._edgecolors == str('face'):\n"
     ]
    },
    {
     "data": {
      "image/png": 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VZbh81Ynff3AcAPDAkkLcNS+/t9XpVuyqNaz6D/AOyG2VUp4XQpQD+ARAtwfmAAwEcNX3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\nH8sl0uXMa4JEQ4LRUSCRZHiYvOO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J68vtc4XHU8fi1jH9v5Qys3GVcIqb6EvyhDKN5Sb7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mFKjRya2k8ce81avnKrEfAdQ6VDzsvucPJCe6QWwD6zlpKiHHYfPeupS9vcOFo8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\nFaD93T0DFuba392T72yJJNTTO3BBuXJfq6emurLftdnlc8ZRU3348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mwEzgS+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\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mDvBNnEr6JWA20ATcBLwNfAuoN8b8CPhH4H5gMtAH/Je19pcJ0h4FPAjUBT//RWvtX4wx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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12c8538d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "reports_df_nnan = reports_df[np.isfinite(reports_df['virus_ratio'])]\n",
    "reports_df_nnan.rename(columns = {'One or more processes crashed':'crashed',\\\n",
    "                                  'File has been identified by at least one AntiVirus on VirusTotal as malicious': 'malicious'}\\\n",
    "                       , inplace = True)\n",
    "#\n",
    "pearsonr(reports_df_nnan['info_scores'], reports_df_nnan['virus_ratio'])\n",
    "#\n",
    "sns.set_context(\"notebook\", font_scale=1)\n",
    "sns.pairplot(reports_df_nnan, vars=['info_scores', 'virus_ratio', 'info_duration',\\\n",
    "                                    'crashed', 'malicious', 'sig_des_w', 'vir_scn_w'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python2.7/site-packages/IPython/kernel/__main__.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x12efcded0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {