notebooks/HWP analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import sys\n",
    "if r'C:\\Anaconda3\\Lib\\site-packages\\Cyc' not in sys.path:\n",
    "    sys.path.append(r'C:\\Anaconda3\\Lib\\site-packages\\Cyc')\n",
    "import CycJupyter\n",
    "import pandas as pd\n",
    "from imp import reload\n",
    "reload(CycJupyter)\n",
    "import re\n",
    "from IPython.core.magic import (register_line_magic, register_cell_magic,\n",
    "                                register_line_cell_magic)\n",
    "@register_cell_magic\n",
    "def hash(line, cell=None):\n",
    "    results = []\n",
    "    for f in re.split('[\\[\\] ;\\n\\t|,xX\"\\']',cell):\n",
    "        p = re.compile('^[a-f0-9]{32}$'\n",
    "                       '|^[a-f0-9]{40}$'\n",
    "                       '|^[a-f0-9]{64}$'\n",
    "                       ,re.IGNORECASE)\n",
    "        if p.search(f) is not None:\n",
    "            if not f in results:\n",
    "                results.append(f)\n",
    "    return results\n",
    "\n",
    "# We delete these to avoid name conflicts for automagic to work\n",
    "del hash "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hashes of 80+ Malicious HWP files: https://pastebin.com/raw/ee8K4mBn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA',\n",
       " '4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154',\n",
       " '6506C9E239D5F886A9A725BB85F8A95D44DAD110F861DCF9481AECF8DE2D2AE0',\n",
       " '226B3E4F4F3C48AB33E4759DA1C025FC79D61AAD04C4F761C0C2107BD51FF703',\n",
       " 'F809287E23FBE52DFF63702477B7B67DCC877B7FE9DB5ABE9449CDA18644C9DE',\n",
       " 'F3EC8DB8B1F52EBA733478FBD28DEBDE40650B004B5881F31D6DEB3DCE6EEADA',\n",
       " '9F6D9673C3AE3E4A5C7F64F5FFDF36B5B5AB97FDC2EBDE6FE4EB37D44C1254F0',\n",
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       " '4BCC34489B45850D086DF86C6D12DB714A5E6719292D4C30B6C3E93EF0F505F9',\n",
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       " 'BA08B13577EEF393DB69A20D9B881BFD18E86EC37690C25CC2931A7B26DBDC6F',\n",
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       " 'A1C26CE6854B17A6D34D06A241B4A5086E2227C50006C579D65CCDFD7622C6E5',\n",
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       " 'BD8FA7793F2192D4FF3979526955D5D6C965218EB0C0FE579F8EF0602357D5A9',\n",
       " '281828D6F5BD377F91C6283C34896D0483B08AC2167D34E981FBEA871893C919',\n",
       " '625C65FCDBFEDB39A109767C415F8A9AC897F66A508BF03F1AF387CE209FD826',\n",
       " '62A2706B4669BA96EE5EB834AD5ED423442D76CBAB7DD5084CEC2248F4CD0585',\n",
       " '369E8DED9622B92FF153F5D5B073CF838FD3CB68B78ADDFD236602F34FC6A03E',\n",
       " '262261A77C4E1F1435D9E9E31207C4664D05645237ED6D17113F6EE38FD6178B',\n",
       " 'B7E5F9391B12475FDAE20C8AFD6C2A7AB8E8A4072618E3E1543549F098FFED5F',\n",
       " '6E531DEB2B3A7B54782D44A1EC2F49B9FF463E76E05D44EE85CC104E4A8FB380',\n",
       " 'DEEFE217500C1BB7E04C09037CF1D7D562927E31ABC830694B0F3F995220AE9D',\n",
       " '8DB746078B5FB6A363AE609870E69E1261D497417FB23B7170CB8EE81117D12F',\n",
       " '21E325C059429271D95CEFACED02A1A39801926FAB9DF64535AE13A25A501C01',\n",
       " 'C9E44073DF7CFA6321B08ACC8C3B7B80FD973D612C9D4274409F8FBCF0BF8D1D',\n",
       " '16A5126924E876B78449FF7ECA701FEE13105DFA9646DE92B4D13142C6F40735',\n",
       " 'A45C939B1554FB72C1AC10F8CFCDC5B340321DE8B06BD1CB6DE047F871A1CB9A',\n",
       " '751D2ED9E56ABF3B218DBFD5DE88576EE1BE4B02760EC6431C18BDF31031086C',\n",
       " 'B6F006FA93AC25C11DF839195E1B362DC0888F5E71AD726E78DE7D7851F1D613',\n",
       " '9A11B7F45F4F483349CBFEBB1B1AF512C8A4DD9EDA4D9B5154DCB6F22BB0D253',\n",
       " 'FAC550E331D6BB40EF2683E357B453CE0664EC4BEEC12E4E8AC71B5FA18F2381',\n",
       " '9A1320B650BD40B91513EC6555C99E1C164E17AB6B1EA2B66BE86658030256CB',\n",
       " 'BAB40474B0CFF1951E38D49673BB70945D7A7AAC7C6C00A28F8591E538AB8AE3',\n",
       " '5F2FFD7479763424624986241A8F4CBE1C723B24752A20AE3BC07004DA576F16',\n",
       " '21438BF7BB8FD6F06E990B758B2187272EC6C21E6B83193C7C0DCE2F60CE4701',\n",
       " '4F1DD7C10ADEE45F7FF13DBFFA328AFAE26448FF39BA6D9AE91DEC611705DEDE',\n",
       " 'A7B7E6F2CC76830A0ED90B50AF4F40ED10DB73D8A0C3025D0B9131D15C9346BC',\n",
       " '800D50E38EBD78C5F11A292A06C9D884FF50FD66D5903E352ED9843FB633DE71',\n",
       " '2C8F6FA1CBBF91676B361A2011B6F43D1F1E75B8208F40BE2C186FF0F586CA0B',\n",
       " 'E5E2C90C5F72A920363999B26557DDA3B5996E1D7729D769F43DDDB62BBB6588',\n",
       " '93CC473E7D3D0C4B018ED0C3CCCF2109F7DEA7FDD607CB8BB08EDE13E086596D',\n",
       " '032EDA4F49CE866ED23936B03626BC11DD8E1E5B106489220DBF4A9335E9B915',\n",
       " 'DCF863227DD5F191CBFD320E7EB142C264F1F5AA94C6D521C4EFB0EC17BE2385',\n",
       " '1A69A862A0FB66AF0CFC5DC131E435C3D4677525BF2F2DC3E42D35E68FF4B3A6',\n",
       " '6B15A7761443F6A9555C0A6CAC41DE78E71016D803B726ABBB4B0489E8CC323F',\n",
       " '83D647A2F846FB5456692D9DA24E6A89857785CBB273CCB5F7A16055B0C1A257',\n",
       " 'CD3F4905D02F9D2DB270440AE59BD36E4ABA1D750323078C2EA1CC85DA129BE6',\n",
       " '7E90786BA4EEF2B552C745A6B65110908A5EF5C89F68B337D66D75ACE020B91B',\n",
       " 'A0359A6054FF3B245CA661EF5C51DD605410B946E1F0EFF6F6898B2368B0EF7E',\n",
       " 'AE5C5F5D9D853231EB120AC66534557BB2DEC9CB69370DA40EEF5BBB026A3EC3',\n",
       " 'F9C8548E8E49DCE5304D5D60970519631F6231269AB8B1B04ACD87CA014CD54A',\n",
       " '3E9EAB029C52AC34B91F906C8F92AD9059531F825905260023764F8A069EDBBF',\n",
       " '982147E4BC64546487129F62205531FAA7A425907E383904625891B7F0C18547',\n",
       " '3BFC7BC7D08662EF572008BE94E4FA23607A1294C50D9CB610EE79BA61270D25',\n",
       " '929D7806AE63B5E23765CDDF7BA78C63FEE8A8E9CD191976ACABB96FEBE980FF',\n",
       " 'B831A8AFAFE9D32BB33432607EC88EF44EDF4D516C38B95B69B110D7965C9304',\n",
       " '0D2C05C0673B42BC934D85435199E1A852E7490F374871F6661C019ED62045F7',\n",
       " '2E4B8F1F08983C5E042236EF811C291EE55DC05CB69172FBEAFB9367AF075EBF',\n",
       " '3CFC7666C97C38F38A3B3EC1D132F2836ADE7E6E6E3CDDB30B0D7D81682DE0B2',\n",
       " '396A684949C96815B54C8E4C2FAFBE6324D8C4DDE2C9294411658FB5209CD70C',\n",
       " '1CC7AD407FC87ACB9C961105943C87A7BD77C4D4CC90B84B46FB5DCF779B50FD',\n",
       " '960596AD6DDCB8947E46EDB2B7E1C098F37456D932DD3D93516E8D4705D0E81B',\n",
       " '052ED5EC39C6C45FF42FBCA7290D7EDC8F3CA465B04211CEDCBEE66FB7547752',\n",
       " 'F068196D2C492B49E4AAE4312C140E9A6C8C61A33F61EA35D74F4A26EF263EAD',\n",
       " 'B2D8FA4E572663EC325BD467C148181186F734E0807E71195F59933A13D4DCD5',\n",
       " 'D9E440D78E9D6D656A52D7DC84F874163D0164DB87D350860E766CDDEC1F10F5',\n",
       " '19A3E1BF2D8C5410A71358E2A780D10CE705B5076F877703D7CA49801BDC8605',\n",
       " '41D3B14170F13DEF49100FA426CB2F9D3E27DD630ACDF78CDA8CA2504CA52A48',\n",
       " 'D30CB50641FF79FA059FBF1950047D2E34EB3E9EE7B5FF5CCED0912160D3EDB9',\n",
       " '3F19EB0D46BB0D3D250FBEF0EE5BC56C7DCA8AF179526996AEC34CC18AA087C3',\n",
       " 'C68E996FB9021BB7C316D9D5F9DAD9251EC91989152F8908A5CCF1F7E2F581DF',\n",
       " '485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F',\n",
       " '596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6',\n",
       " '171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824']"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%hash\n",
    "9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA\n",
    "4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154\n",
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    "485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F\n",
    "596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6\n",
    "171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df = pd.DataFrame(_)\n",
    "df.columns = ['sha256']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CycJupyter.cycldf = df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sha256</th>\n",
       "      <th>scans.Microsoft.result</th>\n",
       "      <th>scans.Microsoft.detected</th>\n",
       "      <th>scans.Microsoft.update</th>\n",
       "      <th>scans.Microsoft.version</th>\n",
       "      <th>scans.Kaspersky.result</th>\n",
       "      <th>scans.Symantec.result</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6506C9E239D5F886A9A725BB85F8A95D44DAD110F861DCF9481AECF8DE2D2AE0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>226B3E4F4F3C48AB33E4759DA1C025FC79D61AAD04C4F761C0C2107BD51FF703</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181017</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F809287E23FBE52DFF63702477B7B67DCC877B7FE9DB5ABE9449CDA18644C9DE</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181102</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F3EC8DB8B1F52EBA733478FBD28DEBDE40650B004B5881F31D6DEB3DCE6EEADA</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.o</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9F6D9673C3AE3E4A5C7F64F5FFDF36B5B5AB97FDC2EBDE6FE4EB37D44C1254F0</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.p</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A624F9653B005C2E71F1A65EBE4DE1F07B6441756CE6219F88ECA035948C4682</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.OLE2.Agent.p</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DB806D0EE7144E8E5EFF055CC6BD2C321DEF2740B11590821D507B6FD369142E</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Trojan-Dropper.Script.Generic</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>D0361ADB36E81B038C752EA1A7BDC5517B1E44F82909BC2BD27B77B2652667EE</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Trojan-Dropper.Script.Generic</td>\n",
       "      <td>Trojan.Dropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BA08B13577EEF393DB69A20D9B881BFD18E86EC37690C25CC2931A7B26DBDC6F</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181101</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.OLE2.Agent.p</td>\n",
       "      <td>Bloodhound.HWP.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8DC6E8ECCAAA9EBE77B60AB364E7A56BA81BB00664485D3090B58286DF0CA37C</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Trojan.Win32.Generic</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0D56C5F20B2DA3659F05D613D3FAEB41D9E82A45E9161C3B48805EBB7B2730B9</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>7875614ECD08474662A7AA2A1D8830B9EA7749A997B529C5501C35BE4DA9CCCD</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181024</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A1C26CE6854B17A6D34D06A241B4A5086E2227C50006C579D65CCDFD7622C6E5</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Gen.NPE.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9B7766B0F7E4B61DA87D7283CF65AA2614C2A468024DEE980A28EE52AD87CDAB</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.n</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BD8FA7793F2192D4FF3979526955D5D6C965218EB0C0FE579F8EF0602357D5A9</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>281828D6F5BD377F91C6283C34896D0483B08AC2167D34E981FBEA871893C919</td>\n",
       "      <td>TrojanDropper:W97M/Evnyca</td>\n",
       "      <td>True</td>\n",
       "      <td>20181029</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan.Win32.Inject.adrpt</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>625C65FCDBFEDB39A109767C415F8A9AC897F66A508BF03F1AF387CE209FD826</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62A2706B4669BA96EE5EB834AD5ED423442D76CBAB7DD5084CEC2248F4CD0585</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Trojan-Dropper.Script.Generic</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>369E8DED9622B92FF153F5D5B073CF838FD3CB68B78ADDFD236602F34FC6A03E</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181017</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>B7E5F9391B12475FDAE20C8AFD6C2A7AB8E8A4072618E3E1543549F098FFED5F</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181101</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.o</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6E531DEB2B3A7B54782D44A1EC2F49B9FF463E76E05D44EE85CC104E4A8FB380</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>JS.Downloader</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8DB746078B5FB6A363AE609870E69E1261D497417FB23B7170CB8EE81117D12F</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181024</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.HWP.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>21E325C059429271D95CEFACED02A1A39801926FAB9DF64535AE13A25A501C01</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>C9E44073DF7CFA6321B08ACC8C3B7B80FD973D612C9D4274409F8FBCF0BF8D1D</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.HWP.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>16A5126924E876B78449FF7ECA701FEE13105DFA9646DE92B4D13142C6F40735</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181017</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.HWP.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>A45C939B1554FB72C1AC10F8CFCDC5B340321DE8B06BD1CB6DE047F871A1CB9A</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.HWP.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>751D2ED9E56ABF3B218DBFD5DE88576EE1BE4B02760EC6431C18BDF31031086C</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B6F006FA93AC25C11DF839195E1B362DC0888F5E71AD726E78DE7D7851F1D613</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181031</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.o</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>BAB40474B0CFF1951E38D49673BB70945D7A7AAC7C6C00A28F8591E538AB8AE3</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181101</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.p</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>21438BF7BB8FD6F06E990B758B2187272EC6C21E6B83193C7C0DCE2F60CE4701</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.m</td>\n",
       "      <td>Trojan.Gen.NPE.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>4F1DD7C10ADEE45F7FF13DBFFA328AFAE26448FF39BA6D9AE91DEC611705DEDE</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181106</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.o</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2C8F6FA1CBBF91676B361A2011B6F43D1F1E75B8208F40BE2C186FF0F586CA0B</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181101</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>E5E2C90C5F72A920363999B26557DDA3B5996E1D7729D769F43DDDB62BBB6588</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>93CC473E7D3D0C4B018ED0C3CCCF2109F7DEA7FDD607CB8BB08EDE13E086596D</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1A69A862A0FB66AF0CFC5DC131E435C3D4677525BF2F2DC3E42D35E68FF4B3A6</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181029</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>6B15A7761443F6A9555C0A6CAC41DE78E71016D803B726ABBB4B0489E8CC323F</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>83D647A2F846FB5456692D9DA24E6A89857785CBB273CCB5F7A16055B0C1A257</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.a</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CD3F4905D02F9D2DB270440AE59BD36E4ABA1D750323078C2EA1CC85DA129BE6</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181024</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.a</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>7E90786BA4EEF2B552C745A6B65110908A5EF5C89F68B337D66D75ACE020B91B</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.a</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>A0359A6054FF3B245CA661EF5C51DD605410B946E1F0EFF6F6898B2368B0EF7E</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.a</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>AE5C5F5D9D853231EB120AC66534557BB2DEC9CB69370DA40EEF5BBB026A3EC3</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.a</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>3E9EAB029C52AC34B91F906C8F92AD9059531F825905260023764F8A069EDBBF</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181029</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>982147E4BC64546487129F62205531FAA7A425907E383904625891B7F0C18547</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181024</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>3BFC7BC7D08662EF572008BE94E4FA23607A1294C50D9CB610EE79BA61270D25</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.l</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>929D7806AE63B5E23765CDDF7BA78C63FEE8A8E9CD191976ACABB96FEBE980FF</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181024</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0D2C05C0673B42BC934D85435199E1A852E7490F374871F6661C019ED62045F7</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181004</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2E4B8F1F08983C5E042236EF811C291EE55DC05CB69172FBEAFB9367AF075EBF</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181017</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>3CFC7666C97C38F38A3B3EC1D132F2836ADE7E6E6E3CDDB30B0D7D81682DE0B2</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181018</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>396A684949C96815B54C8E4C2FAFBE6324D8C4DDE2C9294411658FB5209CD70C</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181029</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1CC7AD407FC87ACB9C961105943C87A7BD77C4D4CC90B84B46FB5DCF779B50FD</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PostScript.Agent.c</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>960596AD6DDCB8947E46EDB2B7E1C098F37456D932DD3D93516E8D4705D0E81B</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>052ED5EC39C6C45FF42FBCA7290D7EDC8F3CA465B04211CEDCBEE66FB7547752</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.PowerShell.Agent.e</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>F068196D2C492B49E4AAE4312C140E9A6C8C61A33F61EA35D74F4A26EF263EAD</td>\n",
       "      <td>Exploit:Win32/HWPnshell</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Exploit.Script.Generic</td>\n",
       "      <td>Trojan.Dropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>19A3E1BF2D8C5410A71358E2A780D10CE705B5076F877703D7CA49801BDC8605</td>\n",
       "      <td>None</td>\n",
       "      <td>False</td>\n",
       "      <td>20181012</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan.Script.Agent.k</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>41D3B14170F13DEF49100FA426CB2F9D3E27DD630ACDF78CDA8CA2504CA52A48</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan.Script.Agent.k</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>D30CB50641FF79FA059FBF1950047D2E34EB3E9EE7B5FF5CCED0912160D3EDB9</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan.Script.Agent.k</td>\n",
       "      <td>Trojan.Gen.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>3F19EB0D46BB0D3D250FBEF0EE5BC56C7DCA8AF179526996AEC34CC18AA087C3</td>\n",
       "      <td>Trojan:Win32/Casdet!rfn</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>HEUR:Exploit.MSWord.Generic</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>C68E996FB9021BB7C316D9D5F9DAD9251EC91989152F8908A5CCF1F7E2F581DF</td>\n",
       "      <td>Exploit:O97M/CVE-2017-8291.S!MTB</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan.Script.Agent.l</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F</td>\n",
       "      <td>Exploit:O97M/HWPDownLoader</td>\n",
       "      <td>True</td>\n",
       "      <td>20181027</td>\n",
       "      <td>1.1.15400.4</td>\n",
       "      <td>Exploit.HWP.Agent.c</td>\n",
       "      <td>Trojan Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6</td>\n",
       "      <td>Exploit:O97M/HWPDownLoader</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Exploit.HWP.Agent.c</td>\n",
       "      <td>Trojan Horse</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824</td>\n",
       "      <td>TrojanDownloader:Win32/Injector</td>\n",
       "      <td>True</td>\n",
       "      <td>20181016</td>\n",
       "      <td>1.1.15300.6</td>\n",
       "      <td>Trojan-Dropper.VBS.Agent.jv</td>\n",
       "      <td>Trojan.Mdropper</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              sha256            scans.Microsoft.result  scans.Microsoft.detected scans.Microsoft.update scans.Microsoft.version              scans.Kaspersky.result scans.Symantec.result\n",
       "0   9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.o      Bloodhound.HWP.5\n",
       "1   4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.o      Bloodhound.HWP.5\n",
       "2   6506C9E239D5F886A9A725BB85F8A95D44DAD110F861DCF9481AECF8DE2D2AE0                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.o          Trojan.Gen.2\n",
       "3   226B3E4F4F3C48AB33E4759DA1C025FC79D61AAD04C4F761C0C2107BD51FF703                              None                     False               20181017             1.1.15300.6                Exploit.OLE2.Agent.o          Trojan.Gen.2\n",
       "4   F809287E23FBE52DFF63702477B7B67DCC877B7FE9DB5ABE9449CDA18644C9DE                              None                     False               20181102             1.1.15400.4                Exploit.OLE2.Agent.o      Bloodhound.HWP.5\n",
       "5   F3EC8DB8B1F52EBA733478FBD28DEBDE40650B004B5881F31D6DEB3DCE6EEADA                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.o      Bloodhound.HWP.5\n",
       "6   9F6D9673C3AE3E4A5C7F64F5FFDF36B5B5AB97FDC2EBDE6FE4EB37D44C1254F0                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.p      Bloodhound.HWP.5\n",
       "7   A624F9653B005C2E71F1A65EBE4DE1F07B6441756CE6219F88ECA035948C4682                              None                     False               20181016             1.1.15300.6                Exploit.OLE2.Agent.p          Trojan.Gen.2\n",
       "8   DB806D0EE7144E8E5EFF055CC6BD2C321DEF2740B11590821D507B6FD369142E                              None                     False               20181016             1.1.15300.6  HEUR:Trojan-Dropper.Script.Generic       Trojan.Mdropper\n",
       "9   D0361ADB36E81B038C752EA1A7BDC5517B1E44F82909BC2BD27B77B2652667EE                              None                     False               20181004             1.1.15300.6  HEUR:Trojan-Dropper.Script.Generic        Trojan.Dropper\n",
       "10  BA08B13577EEF393DB69A20D9B881BFD18E86EC37690C25CC2931A7B26DBDC6F                              None                     False               20181101             1.1.15400.4                Exploit.OLE2.Agent.p      Bloodhound.HWP.5\n",
       "11  8DC6E8ECCAAA9EBE77B60AB364E7A56BA81BB00664485D3090B58286DF0CA37C           Trojan:Win32/Casdet!rfn                      True               20181016             1.1.15300.6           HEUR:Trojan.Win32.Generic       Trojan.Mdropper\n",
       "12  0D56C5F20B2DA3659F05D613D3FAEB41D9E82A45E9161C3B48805EBB7B2730B9                              None                     False               20181016             1.1.15300.6                 Exploit.HWP.Agent.m          Trojan Horse\n",
       "13  7875614ECD08474662A7AA2A1D8830B9EA7749A997B529C5501C35BE4DA9CCCD                              None                     False               20181024             1.1.15400.4                 Exploit.HWP.Agent.m          Trojan Horse\n",
       "14  A1C26CE6854B17A6D34D06A241B4A5086E2227C50006C579D65CCDFD7622C6E5           Exploit:Win32/HWPnshell                      True               20181004             1.1.15300.6                 Exploit.HWP.Agent.m      Trojan.Gen.NPE.2\n",
       "15  9B7766B0F7E4B61DA87D7283CF65AA2614C2A468024DEE980A28EE52AD87CDAB                              None                     False               20181016             1.1.15300.6                 Exploit.HWP.Agent.n       Trojan.Mdropper\n",
       "16  BD8FA7793F2192D4FF3979526955D5D6C965218EB0C0FE579F8EF0602357D5A9                              None                     False               20181016             1.1.15300.6                 Exploit.HWP.Agent.m       Trojan.Mdropper\n",
       "17  281828D6F5BD377F91C6283C34896D0483B08AC2167D34E981FBEA871893C919         TrojanDropper:W97M/Evnyca                      True               20181029             1.1.15400.4           Trojan.Win32.Inject.adrpt          Trojan.Gen.2\n",
       "18  625C65FCDBFEDB39A109767C415F8A9AC897F66A508BF03F1AF387CE209FD826                              None                     False               20181016             1.1.15300.6                 Exploit.HWP.Agent.m       Trojan.Mdropper\n",
       "19  62A2706B4669BA96EE5EB834AD5ED423442D76CBAB7DD5084CEC2248F4CD0585                              None                     False               20181016             1.1.15300.6  HEUR:Trojan-Dropper.Script.Generic       Trojan.Mdropper\n",
       "20  369E8DED9622B92FF153F5D5B073CF838FD3CB68B78ADDFD236602F34FC6A03E           Exploit:Win32/HWPnshell                      True               20181017             1.1.15300.6                 Exploit.HWP.Agent.m       Trojan.Mdropper\n",
       "21  B7E5F9391B12475FDAE20C8AFD6C2A7AB8E8A4072618E3E1543549F098FFED5F                              None                     False               20181101             1.1.15400.4                 Exploit.HWP.Agent.o       Trojan.Mdropper\n",
       "22  6E531DEB2B3A7B54782D44A1EC2F49B9FF463E76E05D44EE85CC104E4A8FB380                              None                     False               20181016             1.1.15300.6                 Exploit.HWP.Agent.m         JS.Downloader\n",
       "23  8DB746078B5FB6A363AE609870E69E1261D497417FB23B7170CB8EE81117D12F                              None                     False               20181024             1.1.15400.4          Trojan-Dropper.HWP.Agent.c          Trojan.Gen.2\n",
       "24  21E325C059429271D95CEFACED02A1A39801926FAB9DF64535AE13A25A501C01           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.m       Trojan.Mdropper\n",
       "25  C9E44073DF7CFA6321B08ACC8C3B7B80FD973D612C9D4274409F8FBCF0BF8D1D                              None                     False               20181016             1.1.15300.6          Trojan-Dropper.HWP.Agent.c       Trojan.Mdropper\n",
       "26  16A5126924E876B78449FF7ECA701FEE13105DFA9646DE92B4D13142C6F40735                              None                     False               20181017             1.1.15300.6          Trojan-Dropper.HWP.Agent.c       Trojan.Mdropper\n",
       "27  A45C939B1554FB72C1AC10F8CFCDC5B340321DE8B06BD1CB6DE047F871A1CB9A                              None                     False               20181016             1.1.15300.6          Trojan-Dropper.HWP.Agent.c       Trojan.Mdropper\n",
       "28  751D2ED9E56ABF3B218DBFD5DE88576EE1BE4B02760EC6431C18BDF31031086C           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.m       Trojan.Mdropper\n",
       "29  B6F006FA93AC25C11DF839195E1B362DC0888F5E71AD726E78DE7D7851F1D613                              None                     False               20181031             1.1.15400.4                 Exploit.HWP.Agent.o          Trojan.Gen.2\n",
       "30  BAB40474B0CFF1951E38D49673BB70945D7A7AAC7C6C00A28F8591E538AB8AE3                              None                     False               20181101             1.1.15400.4                 Exploit.HWP.Agent.p       Trojan.Mdropper\n",
       "31  21438BF7BB8FD6F06E990B758B2187272EC6C21E6B83193C7C0DCE2F60CE4701           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.m      Trojan.Gen.NPE.2\n",
       "32  4F1DD7C10ADEE45F7FF13DBFFA328AFAE26448FF39BA6D9AE91DEC611705DEDE                              None                     False               20181106             1.1.15400.4                 Exploit.HWP.Agent.o       Trojan.Mdropper\n",
       "33  2C8F6FA1CBBF91676B361A2011B6F43D1F1E75B8208F40BE2C186FF0F586CA0B                              None                     False               20181101             1.1.15400.4   Trojan-Dropper.PostScript.Agent.c          Trojan.Gen.2\n",
       "34  E5E2C90C5F72A920363999B26557DDA3B5996E1D7729D769F43DDDB62BBB6588                              None                     False               20181016             1.1.15300.6   Trojan-Dropper.PostScript.Agent.c                  None\n",
       "35  93CC473E7D3D0C4B018ED0C3CCCF2109F7DEA7FDD607CB8BB08EDE13E086596D                              None                     False               20181016             1.1.15300.6   Trojan-Dropper.PostScript.Agent.c          Trojan.Gen.2\n",
       "36  1A69A862A0FB66AF0CFC5DC131E435C3D4677525BF2F2DC3E42D35E68FF4B3A6                              None                     False               20181029             1.1.15400.4   Trojan-Dropper.PostScript.Agent.c       Trojan.Mdropper\n",
       "37  6B15A7761443F6A9555C0A6CAC41DE78E71016D803B726ABBB4B0489E8CC323F                              None                     False               20181016             1.1.15300.6   Trojan-Dropper.PostScript.Agent.c       Trojan.Mdropper\n",
       "38  83D647A2F846FB5456692D9DA24E6A89857785CBB273CCB5F7A16055B0C1A257           Trojan:Win32/Casdet!rfn                      True               20181004             1.1.15300.6   Trojan-Dropper.PostScript.Agent.a          Trojan.Gen.2\n",
       "39  CD3F4905D02F9D2DB270440AE59BD36E4ABA1D750323078C2EA1CC85DA129BE6                              None                     False               20181024             1.1.15400.4   Trojan-Dropper.PostScript.Agent.a          Trojan.Gen.2\n",
       "40  7E90786BA4EEF2B552C745A6B65110908A5EF5C89F68B337D66D75ACE020B91B           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.a       Trojan.Mdropper\n",
       "41  A0359A6054FF3B245CA661EF5C51DD605410B946E1F0EFF6F6898B2368B0EF7E           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.a       Trojan.Mdropper\n",
       "42  AE5C5F5D9D853231EB120AC66534557BB2DEC9CB69370DA40EEF5BBB026A3EC3           Trojan:Win32/Casdet!rfn                      True               20181004             1.1.15300.6   Trojan-Dropper.PostScript.Agent.a          Trojan.Gen.2\n",
       "43  3E9EAB029C52AC34B91F906C8F92AD9059531F825905260023764F8A069EDBBF                              None                     False               20181029             1.1.15400.4   Trojan-Dropper.PostScript.Agent.c       Trojan.Mdropper\n",
       "44  982147E4BC64546487129F62205531FAA7A425907E383904625891B7F0C18547                              None                     False               20181024             1.1.15400.4   Trojan-Dropper.PowerShell.Agent.e          Trojan.Gen.2\n",
       "45  3BFC7BC7D08662EF572008BE94E4FA23607A1294C50D9CB610EE79BA61270D25           Trojan:Win32/Casdet!rfn                      True               20181004             1.1.15300.6                 Exploit.HWP.Agent.l       Trojan.Mdropper\n",
       "46  929D7806AE63B5E23765CDDF7BA78C63FEE8A8E9CD191976ACABB96FEBE980FF                              None                     False               20181024             1.1.15400.4   Trojan-Dropper.PowerShell.Agent.e          Trojan.Gen.2\n",
       "47  0D2C05C0673B42BC934D85435199E1A852E7490F374871F6661C019ED62045F7           Trojan:Win32/Casdet!rfn                      True               20181004             1.1.15300.6   Trojan-Dropper.PowerShell.Agent.e                  None\n",
       "48  2E4B8F1F08983C5E042236EF811C291EE55DC05CB69172FBEAFB9367AF075EBF           Trojan:Win32/Casdet!rfn                      True               20181017             1.1.15300.6   Trojan-Dropper.PowerShell.Agent.e       Trojan.Mdropper\n",
       "49  3CFC7666C97C38F38A3B3EC1D132F2836ADE7E6E6E3CDDB30B0D7D81682DE0B2           Trojan:Win32/Casdet!rfn                      True               20181018             1.1.15400.4   Trojan-Dropper.PostScript.Agent.c          Trojan.Gen.2\n",
       "50  396A684949C96815B54C8E4C2FAFBE6324D8C4DDE2C9294411658FB5209CD70C           Trojan:Win32/Casdet!rfn                      True               20181029             1.1.15400.4   Trojan-Dropper.PostScript.Agent.c          Trojan.Gen.2\n",
       "51  1CC7AD407FC87ACB9C961105943C87A7BD77C4D4CC90B84B46FB5DCF779B50FD           Trojan:Win32/Casdet!rfn                      True               20181016             1.1.15300.6   Trojan-Dropper.PostScript.Agent.c          Trojan.Gen.2\n",
       "52  960596AD6DDCB8947E46EDB2B7E1C098F37456D932DD3D93516E8D4705D0E81B                              None                     False               20181016             1.1.15300.6   Trojan-Dropper.PowerShell.Agent.e       Trojan.Mdropper\n",
       "53  052ED5EC39C6C45FF42FBCA7290D7EDC8F3CA465B04211CEDCBEE66FB7547752                              None                     False               20181016             1.1.15300.6   Trojan-Dropper.PowerShell.Agent.e       Trojan.Mdropper\n",
       "54  F068196D2C492B49E4AAE4312C140E9A6C8C61A33F61EA35D74F4A26EF263EAD           Exploit:Win32/HWPnshell                      True               20181016             1.1.15300.6         HEUR:Exploit.Script.Generic        Trojan.Dropper\n",
       "55  19A3E1BF2D8C5410A71358E2A780D10CE705B5076F877703D7CA49801BDC8605                              None                     False               20181012             1.1.15300.6               Trojan.Script.Agent.k       Trojan.Mdropper\n",
       "56  41D3B14170F13DEF49100FA426CB2F9D3E27DD630ACDF78CDA8CA2504CA52A48           Trojan:Win32/Casdet!rfn                      True               20181016             1.1.15300.6               Trojan.Script.Agent.k          Trojan.Gen.2\n",
       "57  D30CB50641FF79FA059FBF1950047D2E34EB3E9EE7B5FF5CCED0912160D3EDB9           Trojan:Win32/Casdet!rfn                      True               20181016             1.1.15300.6               Trojan.Script.Agent.k          Trojan.Gen.2\n",
       "58  3F19EB0D46BB0D3D250FBEF0EE5BC56C7DCA8AF179526996AEC34CC18AA087C3           Trojan:Win32/Casdet!rfn                      True               20181016             1.1.15300.6         HEUR:Exploit.MSWord.Generic       Trojan.Mdropper\n",
       "59  C68E996FB9021BB7C316D9D5F9DAD9251EC91989152F8908A5CCF1F7E2F581DF  Exploit:O97M/CVE-2017-8291.S!MTB                      True               20181016             1.1.15300.6               Trojan.Script.Agent.l       Trojan.Mdropper\n",
       "60  485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F        Exploit:O97M/HWPDownLoader                      True               20181027             1.1.15400.4                 Exploit.HWP.Agent.c          Trojan Horse\n",
       "61  596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6        Exploit:O97M/HWPDownLoader                      True               20181016             1.1.15300.6                 Exploit.HWP.Agent.c          Trojan Horse\n",
       "62  171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824   TrojanDownloader:Win32/Injector                      True               20181016             1.1.15300.6         Trojan-Dropper.VBS.Agent.jv       Trojan.Mdropper"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%%cycl\n",
    "df | vtdetails | -cols sha256 scans.Microsoft.* scans.Kaspersky.result scans.Symantec.result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "df2 = _"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2150d9da908>"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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EhoiEHkIIDREJPYQQGiISegghNEQk9BBCaIhI6CGE0BCR0EMIoSGmRQu6ECrnjuWWH9Wv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\nrkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%pylab inline\n",
    "df2.fillna('None')['scans.Microsoft.result'].value_counts(dropna=False).plot(kind='bar', title='Microsoft')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>sha256</th>\n",
       "      <th>scans.Microsoft.update</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6506C9E239D5F886A9A725BB85F8A95D44DAD110F861DCF9481AECF8DE2D2AE0</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>226B3E4F4F3C48AB33E4759DA1C025FC79D61AAD04C4F761C0C2107BD51FF703</td>\n",
       "      <td>20181017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>F809287E23FBE52DFF63702477B7B67DCC877B7FE9DB5ABE9449CDA18644C9DE</td>\n",
       "      <td>20181102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>F3EC8DB8B1F52EBA733478FBD28DEBDE40650B004B5881F31D6DEB3DCE6EEADA</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9F6D9673C3AE3E4A5C7F64F5FFDF36B5B5AB97FDC2EBDE6FE4EB37D44C1254F0</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>A624F9653B005C2E71F1A65EBE4DE1F07B6441756CE6219F88ECA035948C4682</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>DB806D0EE7144E8E5EFF055CC6BD2C321DEF2740B11590821D507B6FD369142E</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>D0361ADB36E81B038C752EA1A7BDC5517B1E44F82909BC2BD27B77B2652667EE</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>BA08B13577EEF393DB69A20D9B881BFD18E86EC37690C25CC2931A7B26DBDC6F</td>\n",
       "      <td>20181101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8DC6E8ECCAAA9EBE77B60AB364E7A56BA81BB00664485D3090B58286DF0CA37C</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0D56C5F20B2DA3659F05D613D3FAEB41D9E82A45E9161C3B48805EBB7B2730B9</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>7875614ECD08474662A7AA2A1D8830B9EA7749A997B529C5501C35BE4DA9CCCD</td>\n",
       "      <td>20181024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>A1C26CE6854B17A6D34D06A241B4A5086E2227C50006C579D65CCDFD7622C6E5</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>9B7766B0F7E4B61DA87D7283CF65AA2614C2A468024DEE980A28EE52AD87CDAB</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>BD8FA7793F2192D4FF3979526955D5D6C965218EB0C0FE579F8EF0602357D5A9</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>281828D6F5BD377F91C6283C34896D0483B08AC2167D34E981FBEA871893C919</td>\n",
       "      <td>20181029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>625C65FCDBFEDB39A109767C415F8A9AC897F66A508BF03F1AF387CE209FD826</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>62A2706B4669BA96EE5EB834AD5ED423442D76CBAB7DD5084CEC2248F4CD0585</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>369E8DED9622B92FF153F5D5B073CF838FD3CB68B78ADDFD236602F34FC6A03E</td>\n",
       "      <td>20181017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>B7E5F9391B12475FDAE20C8AFD6C2A7AB8E8A4072618E3E1543549F098FFED5F</td>\n",
       "      <td>20181101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>6E531DEB2B3A7B54782D44A1EC2F49B9FF463E76E05D44EE85CC104E4A8FB380</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>8DB746078B5FB6A363AE609870E69E1261D497417FB23B7170CB8EE81117D12F</td>\n",
       "      <td>20181024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>21E325C059429271D95CEFACED02A1A39801926FAB9DF64535AE13A25A501C01</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>C9E44073DF7CFA6321B08ACC8C3B7B80FD973D612C9D4274409F8FBCF0BF8D1D</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>16A5126924E876B78449FF7ECA701FEE13105DFA9646DE92B4D13142C6F40735</td>\n",
       "      <td>20181017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>A45C939B1554FB72C1AC10F8CFCDC5B340321DE8B06BD1CB6DE047F871A1CB9A</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>751D2ED9E56ABF3B218DBFD5DE88576EE1BE4B02760EC6431C18BDF31031086C</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>B6F006FA93AC25C11DF839195E1B362DC0888F5E71AD726E78DE7D7851F1D613</td>\n",
       "      <td>20181031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>BAB40474B0CFF1951E38D49673BB70945D7A7AAC7C6C00A28F8591E538AB8AE3</td>\n",
       "      <td>20181101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>21438BF7BB8FD6F06E990B758B2187272EC6C21E6B83193C7C0DCE2F60CE4701</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>4F1DD7C10ADEE45F7FF13DBFFA328AFAE26448FF39BA6D9AE91DEC611705DEDE</td>\n",
       "      <td>20181106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2C8F6FA1CBBF91676B361A2011B6F43D1F1E75B8208F40BE2C186FF0F586CA0B</td>\n",
       "      <td>20181101</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>E5E2C90C5F72A920363999B26557DDA3B5996E1D7729D769F43DDDB62BBB6588</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>93CC473E7D3D0C4B018ED0C3CCCF2109F7DEA7FDD607CB8BB08EDE13E086596D</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>1A69A862A0FB66AF0CFC5DC131E435C3D4677525BF2F2DC3E42D35E68FF4B3A6</td>\n",
       "      <td>20181029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>6B15A7761443F6A9555C0A6CAC41DE78E71016D803B726ABBB4B0489E8CC323F</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>83D647A2F846FB5456692D9DA24E6A89857785CBB273CCB5F7A16055B0C1A257</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>CD3F4905D02F9D2DB270440AE59BD36E4ABA1D750323078C2EA1CC85DA129BE6</td>\n",
       "      <td>20181024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>7E90786BA4EEF2B552C745A6B65110908A5EF5C89F68B337D66D75ACE020B91B</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>A0359A6054FF3B245CA661EF5C51DD605410B946E1F0EFF6F6898B2368B0EF7E</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>AE5C5F5D9D853231EB120AC66534557BB2DEC9CB69370DA40EEF5BBB026A3EC3</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>3E9EAB029C52AC34B91F906C8F92AD9059531F825905260023764F8A069EDBBF</td>\n",
       "      <td>20181029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>982147E4BC64546487129F62205531FAA7A425907E383904625891B7F0C18547</td>\n",
       "      <td>20181024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>3BFC7BC7D08662EF572008BE94E4FA23607A1294C50D9CB610EE79BA61270D25</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>929D7806AE63B5E23765CDDF7BA78C63FEE8A8E9CD191976ACABB96FEBE980FF</td>\n",
       "      <td>20181024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>0D2C05C0673B42BC934D85435199E1A852E7490F374871F6661C019ED62045F7</td>\n",
       "      <td>20181004</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2E4B8F1F08983C5E042236EF811C291EE55DC05CB69172FBEAFB9367AF075EBF</td>\n",
       "      <td>20181017</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>3CFC7666C97C38F38A3B3EC1D132F2836ADE7E6E6E3CDDB30B0D7D81682DE0B2</td>\n",
       "      <td>20181018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>396A684949C96815B54C8E4C2FAFBE6324D8C4DDE2C9294411658FB5209CD70C</td>\n",
       "      <td>20181029</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>1CC7AD407FC87ACB9C961105943C87A7BD77C4D4CC90B84B46FB5DCF779B50FD</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>960596AD6DDCB8947E46EDB2B7E1C098F37456D932DD3D93516E8D4705D0E81B</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>052ED5EC39C6C45FF42FBCA7290D7EDC8F3CA465B04211CEDCBEE66FB7547752</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>F068196D2C492B49E4AAE4312C140E9A6C8C61A33F61EA35D74F4A26EF263EAD</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>19A3E1BF2D8C5410A71358E2A780D10CE705B5076F877703D7CA49801BDC8605</td>\n",
       "      <td>20181012</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>41D3B14170F13DEF49100FA426CB2F9D3E27DD630ACDF78CDA8CA2504CA52A48</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>D30CB50641FF79FA059FBF1950047D2E34EB3E9EE7B5FF5CCED0912160D3EDB9</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>3F19EB0D46BB0D3D250FBEF0EE5BC56C7DCA8AF179526996AEC34CC18AA087C3</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>C68E996FB9021BB7C316D9D5F9DAD9251EC91989152F8908A5CCF1F7E2F581DF</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F</td>\n",
       "      <td>20181027</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824</td>\n",
       "      <td>20181016</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                              sha256 scans.Microsoft.update\n",
       "0   9C907E254F1723B0A32E4FE1D1636CA1D38CB6B654F71D31330FD46292543ECA               20181016\n",
       "1   4EE3B3C45E3BD55613CF6727E000664DDF229A4F133954775E603C511FA3F154               20181016\n",
       "2   6506C9E239D5F886A9A725BB85F8A95D44DAD110F861DCF9481AECF8DE2D2AE0               20181016\n",
       "3   226B3E4F4F3C48AB33E4759DA1C025FC79D61AAD04C4F761C0C2107BD51FF703               20181017\n",
       "4   F809287E23FBE52DFF63702477B7B67DCC877B7FE9DB5ABE9449CDA18644C9DE               20181102\n",
       "5   F3EC8DB8B1F52EBA733478FBD28DEBDE40650B004B5881F31D6DEB3DCE6EEADA               20181016\n",
       "6   9F6D9673C3AE3E4A5C7F64F5FFDF36B5B5AB97FDC2EBDE6FE4EB37D44C1254F0               20181016\n",
       "7   A624F9653B005C2E71F1A65EBE4DE1F07B6441756CE6219F88ECA035948C4682               20181016\n",
       "8   DB806D0EE7144E8E5EFF055CC6BD2C321DEF2740B11590821D507B6FD369142E               20181016\n",
       "9   D0361ADB36E81B038C752EA1A7BDC5517B1E44F82909BC2BD27B77B2652667EE               20181004\n",
       "10  BA08B13577EEF393DB69A20D9B881BFD18E86EC37690C25CC2931A7B26DBDC6F               20181101\n",
       "11  8DC6E8ECCAAA9EBE77B60AB364E7A56BA81BB00664485D3090B58286DF0CA37C               20181016\n",
       "12  0D56C5F20B2DA3659F05D613D3FAEB41D9E82A45E9161C3B48805EBB7B2730B9               20181016\n",
       "13  7875614ECD08474662A7AA2A1D8830B9EA7749A997B529C5501C35BE4DA9CCCD               20181024\n",
       "14  A1C26CE6854B17A6D34D06A241B4A5086E2227C50006C579D65CCDFD7622C6E5               20181004\n",
       "15  9B7766B0F7E4B61DA87D7283CF65AA2614C2A468024DEE980A28EE52AD87CDAB               20181016\n",
       "16  BD8FA7793F2192D4FF3979526955D5D6C965218EB0C0FE579F8EF0602357D5A9               20181016\n",
       "17  281828D6F5BD377F91C6283C34896D0483B08AC2167D34E981FBEA871893C919               20181029\n",
       "18  625C65FCDBFEDB39A109767C415F8A9AC897F66A508BF03F1AF387CE209FD826               20181016\n",
       "19  62A2706B4669BA96EE5EB834AD5ED423442D76CBAB7DD5084CEC2248F4CD0585               20181016\n",
       "20  369E8DED9622B92FF153F5D5B073CF838FD3CB68B78ADDFD236602F34FC6A03E               20181017\n",
       "21  B7E5F9391B12475FDAE20C8AFD6C2A7AB8E8A4072618E3E1543549F098FFED5F               20181101\n",
       "22  6E531DEB2B3A7B54782D44A1EC2F49B9FF463E76E05D44EE85CC104E4A8FB380               20181016\n",
       "23  8DB746078B5FB6A363AE609870E69E1261D497417FB23B7170CB8EE81117D12F               20181024\n",
       "24  21E325C059429271D95CEFACED02A1A39801926FAB9DF64535AE13A25A501C01               20181016\n",
       "25  C9E44073DF7CFA6321B08ACC8C3B7B80FD973D612C9D4274409F8FBCF0BF8D1D               20181016\n",
       "26  16A5126924E876B78449FF7ECA701FEE13105DFA9646DE92B4D13142C6F40735               20181017\n",
       "27  A45C939B1554FB72C1AC10F8CFCDC5B340321DE8B06BD1CB6DE047F871A1CB9A               20181016\n",
       "28  751D2ED9E56ABF3B218DBFD5DE88576EE1BE4B02760EC6431C18BDF31031086C               20181016\n",
       "29  B6F006FA93AC25C11DF839195E1B362DC0888F5E71AD726E78DE7D7851F1D613               20181031\n",
       "30  BAB40474B0CFF1951E38D49673BB70945D7A7AAC7C6C00A28F8591E538AB8AE3               20181101\n",
       "31  21438BF7BB8FD6F06E990B758B2187272EC6C21E6B83193C7C0DCE2F60CE4701               20181016\n",
       "32  4F1DD7C10ADEE45F7FF13DBFFA328AFAE26448FF39BA6D9AE91DEC611705DEDE               20181106\n",
       "33  2C8F6FA1CBBF91676B361A2011B6F43D1F1E75B8208F40BE2C186FF0F586CA0B               20181101\n",
       "34  E5E2C90C5F72A920363999B26557DDA3B5996E1D7729D769F43DDDB62BBB6588               20181016\n",
       "35  93CC473E7D3D0C4B018ED0C3CCCF2109F7DEA7FDD607CB8BB08EDE13E086596D               20181016\n",
       "36  1A69A862A0FB66AF0CFC5DC131E435C3D4677525BF2F2DC3E42D35E68FF4B3A6               20181029\n",
       "37  6B15A7761443F6A9555C0A6CAC41DE78E71016D803B726ABBB4B0489E8CC323F               20181016\n",
       "38  83D647A2F846FB5456692D9DA24E6A89857785CBB273CCB5F7A16055B0C1A257               20181004\n",
       "39  CD3F4905D02F9D2DB270440AE59BD36E4ABA1D750323078C2EA1CC85DA129BE6               20181024\n",
       "40  7E90786BA4EEF2B552C745A6B65110908A5EF5C89F68B337D66D75ACE020B91B               20181016\n",
       "41  A0359A6054FF3B245CA661EF5C51DD605410B946E1F0EFF6F6898B2368B0EF7E               20181016\n",
       "42  AE5C5F5D9D853231EB120AC66534557BB2DEC9CB69370DA40EEF5BBB026A3EC3               20181004\n",
       "43  3E9EAB029C52AC34B91F906C8F92AD9059531F825905260023764F8A069EDBBF               20181029\n",
       "44  982147E4BC64546487129F62205531FAA7A425907E383904625891B7F0C18547               20181024\n",
       "45  3BFC7BC7D08662EF572008BE94E4FA23607A1294C50D9CB610EE79BA61270D25               20181004\n",
       "46  929D7806AE63B5E23765CDDF7BA78C63FEE8A8E9CD191976ACABB96FEBE980FF               20181024\n",
       "47  0D2C05C0673B42BC934D85435199E1A852E7490F374871F6661C019ED62045F7               20181004\n",
       "48  2E4B8F1F08983C5E042236EF811C291EE55DC05CB69172FBEAFB9367AF075EBF               20181017\n",
       "49  3CFC7666C97C38F38A3B3EC1D132F2836ADE7E6E6E3CDDB30B0D7D81682DE0B2               20181018\n",
       "50  396A684949C96815B54C8E4C2FAFBE6324D8C4DDE2C9294411658FB5209CD70C               20181029\n",
       "51  1CC7AD407FC87ACB9C961105943C87A7BD77C4D4CC90B84B46FB5DCF779B50FD               20181016\n",
       "52  960596AD6DDCB8947E46EDB2B7E1C098F37456D932DD3D93516E8D4705D0E81B               20181016\n",
       "53  052ED5EC39C6C45FF42FBCA7290D7EDC8F3CA465B04211CEDCBEE66FB7547752               20181016\n",
       "54  F068196D2C492B49E4AAE4312C140E9A6C8C61A33F61EA35D74F4A26EF263EAD               20181016\n",
       "55  19A3E1BF2D8C5410A71358E2A780D10CE705B5076F877703D7CA49801BDC8605               20181012\n",
       "56  41D3B14170F13DEF49100FA426CB2F9D3E27DD630ACDF78CDA8CA2504CA52A48               20181016\n",
       "57  D30CB50641FF79FA059FBF1950047D2E34EB3E9EE7B5FF5CCED0912160D3EDB9               20181016\n",
       "58  3F19EB0D46BB0D3D250FBEF0EE5BC56C7DCA8AF179526996AEC34CC18AA087C3               20181016\n",
       "59  C68E996FB9021BB7C316D9D5F9DAD9251EC91989152F8908A5CCF1F7E2F581DF               20181016\n",
       "60  485F77E5D32DE5DC05510743025A75AF5B6F714E930E22098490B7AFB71B737F               20181027\n",
       "61  596FBDF01557C3EC89B345C57AE5D9A0B7251DD8D5A707F7353DD733274C6EB6               20181016\n",
       "62  171E26822421F7ED2E34CC092EAEBA8A504B5D576C7FD54AA6975C2E2DB0F824               20181016"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "### The scan dates for Defender are pretty recent (mid-October)\n",
    "df2[['sha256','scans.Microsoft.update']]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2150c98a240>"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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CD4IgGBJCoQdBEAwJodCDIAiGhFDoQRAEQ0Io9CAIgiEhFHoQBMGQEAo9CIJgSChS6Gb2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\nRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's see Kaspersky detection rates\n",
    "df2.fillna('None')['scans.Kaspersky.result'].value_counts(dropna=False).plot(kind='bar', title='Kaspersky')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x2150dae5860>"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vkPSkuiWNZ/vnkm6iDKveAjwJ2LFWPV0K9EcBf0u5Cm8VcJzt71ataHqtDqEJ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\nSUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# let's see Symantec detection rates\n",
    "df2.fillna('None')['scans.Symantec.result'].value_counts(dropna=False).plot(kind='bar', title='Symantec')"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}