{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Title: msticpy - VirusTotal Lookup\n", "\n", "## Disclaimer and Acknowledgements:\n", "The code in this module is offered as a convenience wrapper for the VirusTotal API based on the [public documentation](https://www.virustotal.com/en/documentation/public-api/). The code does not originate from VirusTotal, nor is it endorsed by them. I'd like thank them for\n", "- Wonderfully clear documention and examples\n", "- Granting me extra querying capacity for my account for testing\n", "\n", "## Introduction\n", "This class allows you to submit Indicators of Compromise (IoC) to VirusTotal and receive and process the content of the response. You can submit a single item or a set of items in a column of a pandas DataFrame.\n", "\n", "VirusTotal supports the following IoC Types:\n", "- FileHash\n", "- URL\n", "- IP Address (v4)\n", "- DNS Domain\n", "\n", "The first two of these result in full reports of malicious content from scans. The IP Address and DNS items provide secondary lookup - e.g. if IP Address 111.222.3.5 or www.evil.net is linked to a positive (malicious) report for a URL, the latter report will be returned in the results. VT does not report directly on the reputation of IP addresses or DNS domains.\n", "\n", "## Virus Total Lookup\n", "To use this module need an API key from virus total, which you can obtain here: https://www.virustotal.com/.\n", "\n", "Note that VT throttles requests for free API keys to 4/minute. If you are unable to process the entire data set, try splitting it and submitting smaller chunks.\n", "\n", "**Things to note:**\n", "- Virus Total lookups include file hashes, domains, IP addresses and URLs.\n", "- The returned data is slightly different depending on the input type\n", "- The VTLookup class tries to screen input data to prevent pointless lookups. E.g.:\n", " - Only public IP Addresses will be submitted (no loopback, private address space, etc.)\n", " - URLs with only local (unqualified) host parts will not be submitted.\n", " - Domain names that are unqualified will not be submitted.\n", " - Hash-like strings (e.g 'AAAAAAAAAAAAAAAAAA') that do not appear to have enough entropy to be a hash will not be submitted.\n", " - If submitted in a batch (i.e. using a DataFrame as input) duplicate IoCs are not submitted. Duplicates will be given the results from the original lookip \n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Table of Contents\n", "- [VirusTotal API Key](#api_key)\n", "- [Looking up Single IoC](#single_ioc_lookup)\n", "- [Interpreting the Output](#interpreting_output)\n", "- [Using a DataFrame as input](#dataframe_input)\n", "\n" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/html": [ "\n", " \n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Imports\n", "import sys\n", "MIN_REQ_PYTHON = (3,6)\n", "if sys.version_info < MIN_REQ_PYTHON:\n", " print('Check the Kernel->Change Kernel menu and ensure that Python 3.6')\n", " print('or later is selected as the active kernel.')\n", " sys.exit(\"Python %s.%s or later is required.\\n\" % MIN_REQ_PYTHON)\n", "\n", "\n", "from IPython.display import display\n", "import pandas as pd\n", "\n", "import msticpy.sectools as sectools\n", "import msticpy.nbtools as mas\n", "from msticpy.sectools import VTLookup, IoCExtract" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Contents](#contents)\n", "## You will need a VirusTotal API key\n", "You will get more detailed results if you have a private API key but you can get a lot of good information using the public API and a free API key. You are however limited in the number of requests you can make." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "53d22ab2a3084f0aac5b491da3a6e466", "version_major": 2, "version_minor": 0 }, "text/plain": [ "HBox(children=(Text(value='***REMOVED***', description='Vir…" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Enter your VT Key here\n", "vt_key = mas.GetEnvironmentKey(env_var='VT_API_KEY',\n", " help_str='To obtain an API key sign up here https://www.virustotal.com/',\n", " prompt='Virus Total API key:')\n", "vt_key.display()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "# Create an instance of the class\n", "\n", "vt_lookup = sectools.VTLookup(vt_key.value, verbosity=2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Contents](#contents)\n", "## Looking up Single IoCs\n", "```\n", "Signature: vt_lookup.lookup_ioc(observable: str, ioc_type: str, output: str = 'dict')\n", "Docstring:\n", "Look up and single IoC observable.\n", "\n", " :param observable: The observable value\n", " :param ioc_type: The IoC Type (see 'supported_ioc_types' attribute)\n", " :param output='dict': Output results as a dictionary (or list of dicts)\n", " if output is any other value the result will be returned in a\n", " Pandas DataFrame\n", "\n", " Returns:\n", " list{dict}: if output == 'dict'\n", " pd.DataFrame: otherwise\n", "```" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "{'Observable': '90.156.201.97',\n", " 'IoCType': 'ipv4',\n", " 'Status': 'Success',\n", " 'ResponseCode': 1,\n", " 'RawResponse': '{\"undetected_downloaded_samples\": [{\"date\": \"2019-03-12 19:02:12\", \"positives\": 0, \"total\": 46, \"sha256\": \"5c51cf182781dbd3fdbe3fe8a6e01742ab02729cf9c4c2450f3699ab15fd7ba9\"}, {\"date\": \"2018-12-08 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http://lagarto.ru/components/com_datsogallery/img_pictures/med_feja3.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton45.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk29.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_urb.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_me_car.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk17.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton65.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk58.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_oz2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_city22.JPG, http://lagarto.ru/components/com_datsogallery/img_pictures/med_night_0808_2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_spluuuu.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton42.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk8.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_dvor_rose.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton55.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_train2.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_12.1.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_merose.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_shlyapa.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk64.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton12.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_kap.jpg, http://clubnr.ru/assets/js/jquery-2.1.1.min.js, http://clubnr.ru/assets/js/jquery.nicescroll.min.js, http://clubnr.ru/assets/js/jquery.fancybox.pack.js, http://srbija.ru/media/system/js/jquery.js?ver=1.6.1, http://busineslunch.ru/alibaba/index.php, http://sober.name/chooser/index.htm, http://muntzart.ru/htm/family/_2_2.htm, http://4pbi.com/, http://dobraja-trapeza.ru/wp-local/(.)/excel-login-1.html, http://karkas-dom-moscow.ru/erpose/sotpie/nn_c.exe, http://karkas-dom-moscow.ru/erpose/sotpie/, http://svadba-info.ru/traditions/271, http://raev.info/.sys.php, http://rsbremer.ru/, http://gazetaniva.ru/, http://provetom.ru/prep/prep.htm'}" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Default output type for single item is a dict\n", "vt_lookup.lookup_ioc(observable='90.156.201.97', ioc_type='ipv4')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### DataFrame output can be a cleaner than a dict\n", "Note that re-using the same class for multiple lookups accumulates the results in the the class results DataFrame" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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ObservableIoCTypeStatusResponseCodeRawResponseResourceSourceIndexVerboseMsgResourceScanIdPermalinkPositivesMD5SHA1SHA256ResolvedDomainsResolvedIPsDetectedUrls
090.156.201.97ipv4Success1{\"asn\": \"25532\", \"undetected_downloaded_sample...NaN0IP address in datasetNaNNaNNaN350NaNNaNNaN0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...NaNhttp://remont-iphone-spb.com/, http://www.prov...
\n", "
" ], "text/plain": [ " Observable IoCType Status ResponseCode \\\n", "0 90.156.201.97 ipv4 Success 1 \n", "\n", " RawResponse Resource SourceIndex \\\n", "0 {\"asn\": \"25532\", \"undetected_downloaded_sample... NaN 0 \n", "\n", " VerboseMsg Resource ScanId Permalink Positives MD5 SHA1 SHA256 \\\n", "0 IP address in dataset NaN NaN NaN 350 NaN NaN NaN \n", "\n", " ResolvedDomains ResolvedIPs \\\n", "0 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... NaN \n", "\n", " DetectedUrls \n", "0 http://remont-iphone-spb.com/, http://www.prov... " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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ObservableIoCTypeStatusResponseCodeRawResponseResourceSourceIndexVerboseMsgResourceScanIdPermalinkPositivesMD5SHA1SHA256ResolvedDomainsResolvedIPsDetectedUrls
090.156.201.97ipv4Success1{\"asn\": \"25532\", \"undetected_downloaded_sample...NaN0IP address in datasetNaNNaNNaN350NaNNaNNaN0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...NaNhttp://remont-iphone-spb.com/, http://www.prov...
17657fcb7d772448a6d8504e4b20168b8md5_hashSuccess1{\"scans\": {\"Bkav\": {\"detected\": true, \"version...7657fcb7d772448a6d8504e4b20168b80Scan finished, information embedded7657fcb7d772448a6d8504e4b20168b854bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...https://www.virustotal.com/file/54bc950d46a0d1...597657fcb7d772448a6d8504e4b20168b884c7201f7e59cb416280fd69a2e7f2e349ec824254bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...NaNNaNNaN
\n", "
" ], "text/plain": [ " Observable IoCType Status ResponseCode \\\n", "0 90.156.201.97 ipv4 Success 1 \n", "1 7657fcb7d772448a6d8504e4b20168b8 md5_hash Success 1 \n", "\n", " RawResponse \\\n", "0 {\"asn\": \"25532\", \"undetected_downloaded_sample... \n", "1 {\"scans\": {\"Bkav\": {\"detected\": true, \"version... \n", "\n", " Resource SourceIndex \\\n", "0 NaN 0 \n", "1 7657fcb7d772448a6d8504e4b20168b8 0 \n", "\n", " VerboseMsg Resource \\\n", "0 IP address in dataset NaN \n", "1 Scan finished, information embedded 7657fcb7d772448a6d8504e4b20168b8 \n", "\n", " ScanId \\\n", "0 NaN \n", "1 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... \n", "\n", " Permalink Positives \\\n", "0 NaN 350 \n", "1 https://www.virustotal.com/file/54bc950d46a0d1... 59 \n", "\n", " MD5 SHA1 \\\n", "0 NaN NaN \n", "1 7657fcb7d772448a6d8504e4b20168b8 84c7201f7e59cb416280fd69a2e7f2e349ec8242 \n", "\n", " SHA256 \\\n", "0 NaN \n", "1 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... \n", "\n", " ResolvedDomains ResolvedIPs \\\n", "0 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... NaN \n", "1 NaN NaN \n", "\n", " DetectedUrls \n", "0 http://remont-iphone-spb.com/, http://www.prov... \n", "1 NaN " ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "URL Lookup\n" ] }, { "data": { "text/html": [ "
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ObservableIoCTypeStatusResponseCodeRawResponseResourceSourceIndexVerboseMsgResourceScanIdPermalinkPositivesMD5SHA1SHA256ResolvedDomainsResolvedIPsDetectedUrls
090.156.201.97ipv4Success1{\"asn\": \"25532\", \"undetected_downloaded_sample...NaN0IP address in datasetNaNNaNNaN350NaNNaNNaN0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...NaNhttp://remont-iphone-spb.com/, http://www.prov...
17657fcb7d772448a6d8504e4b20168b8md5_hashSuccess1{\"scans\": {\"Bkav\": {\"detected\": true, \"version...7657fcb7d772448a6d8504e4b20168b80Scan finished, information embedded7657fcb7d772448a6d8504e4b20168b854bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...https://www.virustotal.com/file/54bc950d46a0d1...597657fcb7d772448a6d8504e4b20168b884c7201f7e59cb416280fd69a2e7f2e349ec824254bc950d46a0d1aa72048a17c8275743209e6c17bdacfc...NaNNaNNaN
2http://club-fox.ru/img/www.loginalibaba.com/al...urlSuccess1{\"scan_id\": \"700994c09c45224fd5d6cb938e043ce64...http://club-fox.ru/img/www.loginalibaba.com/al...0Scan finished, scan information embedded in th...http://club-fox.ru/img/www.loginalibaba.com/al...700994c09c45224fd5d6cb938e043ce648baa2231401e7...https://www.virustotal.com/url/700994c09c45224...12NaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Observable IoCType Status \\\n", "0 90.156.201.97 ipv4 Success \n", "1 7657fcb7d772448a6d8504e4b20168b8 md5_hash Success \n", "2 http://club-fox.ru/img/www.loginalibaba.com/al... url Success \n", "\n", " ResponseCode RawResponse \\\n", "0 1 {\"asn\": \"25532\", \"undetected_downloaded_sample... \n", "1 1 {\"scans\": {\"Bkav\": {\"detected\": true, \"version... \n", "2 1 {\"scan_id\": \"700994c09c45224fd5d6cb938e043ce64... \n", "\n", " Resource SourceIndex \\\n", "0 NaN 0 \n", "1 7657fcb7d772448a6d8504e4b20168b8 0 \n", "2 http://club-fox.ru/img/www.loginalibaba.com/al... 0 \n", "\n", " VerboseMsg \\\n", "0 IP address in dataset \n", "1 Scan finished, information embedded \n", "2 Scan finished, scan information embedded in th... \n", "\n", " Resource \\\n", "0 NaN \n", "1 7657fcb7d772448a6d8504e4b20168b8 \n", "2 http://club-fox.ru/img/www.loginalibaba.com/al... \n", "\n", " ScanId \\\n", "0 NaN \n", "1 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... \n", "2 700994c09c45224fd5d6cb938e043ce648baa2231401e7... \n", "\n", " Permalink Positives \\\n", "0 NaN 350 \n", "1 https://www.virustotal.com/file/54bc950d46a0d1... 59 \n", "2 https://www.virustotal.com/url/700994c09c45224... 12 \n", "\n", " MD5 SHA1 \\\n", "0 NaN NaN \n", "1 7657fcb7d772448a6d8504e4b20168b8 84c7201f7e59cb416280fd69a2e7f2e349ec8242 \n", "2 NaN NaN \n", "\n", " SHA256 \\\n", "0 NaN \n", "1 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... \n", "2 NaN \n", "\n", " ResolvedDomains ResolvedIPs \\\n", "0 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "\n", " DetectedUrls \n", "0 http://remont-iphone-spb.com/, http://www.prov... \n", "1 NaN \n", "2 NaN " ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# DataFrame output can be a cleaner\n", "vt_lookup = sectools.VTLookup(vt_key.value, verbosity=2)\n", "\n", "print('IP Lookup')\n", "display(vt_lookup.lookup_ioc(observable='90.156.201.97', \n", " ioc_type='ipv4', output='dataframe'))\n", "\n", "print('\\n+ MD5 Hash Lookup')\n", "display(vt_lookup.lookup_ioc(observable='7657fcb7d772448a6d8504e4b20168b8', \n", " ioc_type='md5_hash', output='dataframe'))\n", " \n", "print('\\n+ URL Lookup')\n", "\n", "url ='http://club-fox.ru/img/www.loginalibaba.com/alibaba/alibaba/login.alibaba.com.php?email=biuro'\n", "vt_lookup.lookup_ioc(observable=url, ioc_type='url', output='dataframe')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Contents](#contents)\n", "## Interpreting the Output\n", "Columns in the output dataframe are as follows:\n", " - Observable - The IoC observable submitted\n", " - IoCType - the IoC type\n", " - Status - the status of the submission request\n", " - ResponseCode - the VT response code\n", " - RawResponse - the entire raw json response\n", " - Resource - VT Resource\n", " - SourceIndex - The index of the Observable in the source DataFrame. You can use this to rejoin to your original data.\n", " - VerboseMsg - VT Verbose Message\n", " - ScanId - VT Scan ID if any\n", " - Permalink - VT Permanent URL describing the resource\n", " - Positives - If this is not zero, it indicates the number of malicious reports that VT holds for this observable.\n", " - MD5 - The MD5 hash, if any\n", " - SHA1 - The MD5 hash, if any\n", " - SHA256 - The MD5 hash, if any\n", " - ResolvedDomains - In the case of IP Addresses, this contains a list of all domains that resolve to this IP address\n", " - ResolvedIPs - In the case Domains, this contains a list of all IP addresses resolved from the domain.\n", " - DetectedUrls - Any malicious URLs associated with the observable." ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "scrolled": false }, "outputs": [ { "data": { "text/html": [ "
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0
Observable90.156.201.97
IoCTypeipv4
StatusSuccess
ResponseCode1
RawResponse{\"undetected_downloaded_samples\": [{\"date\": \"2...
ResourceNaN
SourceIndex0
VerboseMsgIP address in dataset
ResourceNaN
ScanIdNaN
PermalinkNaN
Positives350
MD5NaN
SHA1NaN
SHA256NaN
ResolvedDomains0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...
ResolvedIPsNaN
DetectedUrlshttp://remont-iphone-spb.com/, http://www.prov...
\n", "
" ], "text/plain": [ " 0\n", "Observable 90.156.201.97\n", "IoCType ipv4\n", "Status Success\n", "ResponseCode 1\n", "RawResponse {\"undetected_downloaded_samples\": [{\"date\": \"2...\n", "Resource NaN\n", "SourceIndex 0\n", "VerboseMsg IP address in dataset\n", "Resource NaN\n", "ScanId NaN\n", "Permalink NaN\n", "Positives 350\n", "MD5 NaN\n", "SHA1 NaN\n", "SHA256 NaN\n", "ResolvedDomains 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma...\n", "ResolvedIPs NaN\n", "DetectedUrls http://remont-iphone-spb.com/, http://www.prov..." ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "14456 resolved domains\n", "Showing first 10\n" ] }, { "data": { "text/plain": [ "['0-1000v.ru',\n", " ' 00004.ru',\n", " ' 01sasha.ru',\n", " ' 027.ru',\n", " ' 03magnet.com',\n", " ' 03magnet.ru',\n", " ' 04gaz.ru',\n", " ' 0525.ru',\n", " ' 0987654321.ru',\n", " ' 0notole.ru']" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "4870 detected urls\n", "Showing first 10 (Don't click on any of these!)\n" ] }, { "data": { "text/plain": [ "['http://remont-iphone-spb.com/',\n", " ' http://www.provetom.ru/art/art_2.htm',\n", " ' http://gubino.net/',\n", " ' http://thar.ru/',\n", " ' http://alliance-pravo.com/',\n", " ' http://ventkanal.ru/kwdl38g',\n", " ' http://autolombard.club/',\n", " ' http://moscowbmw.ru/',\n", " ' http://belowtheweb.ru/avia/300%C3%97500/images/pikz.zip',\n", " ' http://www.maxsev.ru/']" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "display(pd.DataFrame(vt_lookup.results.loc[0].T))\n", "print(f'{len(vt_lookup.results.loc[0].ResolvedDomains)} resolved domains')\n", "print('Showing first 10')\n", "display(vt_lookup.results.loc[0].ResolvedDomains.split(',')[0:10])\n", "\n", "print(f'{len(vt_lookup.results.loc[0].DetectedUrls)} detected urls')\n", "print('Showing first 10 (Don\\'t click on any of these!)')\n", "display(vt_lookup.results.loc[0].DetectedUrls.split(',')[0:10])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### IoC Types Available\n", "There are 4 basic IoC types used by Virus Total. Hashes of all types (include SHA256 Authenticode) are covered by the 'file' type." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['ipv4', 'dns', 'url', 'md5_hash', 'sha1_hash', 'sh256_hash']" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Types that you need to supply to the lookup calls\n", "VTLookup._SUPPORTED_INPUT_TYPES" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'ipv4': 'ip-address',\n", " 'ipv6': None,\n", " 'dns': 'domain',\n", " 'url': 'url',\n", " 'md5_hash': 'file',\n", " 'sha1_hash': 'file',\n", " 'sh256_hash': 'file'}" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# How these map to VT lookup types\n", "VTLookup._VT_TYPE_MAP" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Contents](#contents)\n", "## Input from a DataFrame\n", "\n", "**WARNING** The VirusTotal Public API allows a maximum of 4 requests a minute. If you start seeing HTTP Error 403, you've probably hit this limit\n", "\n", "API Signature\n", "```\n", "vt_lookup.lookup_iocs(\n", " ['data: pandas.core.frame.DataFrame', \"src_col: str = 'Observable'\", \"type_col: str = 'IoCType'\", \"src_index_col: str = 'SourceIndex'\", '**kwargs'],\n", ") -> pandas.core.frame.DataFrame\n", "Docstring:\n", "lookup_iocs: main lookup method.\n", "\n", "Tries to retrieve results for IoC observables in the source dataframe.\n", "\n", " :param data: dataframe containing the observables to search for\n", " :param src_col: the column name that contains the observable data\n", " (one item per row)\n", " :param type_col: the column name containing the observable type\n", " :param source_index: the name of the column to use as source index. If not\n", " specified this defaults to 'SourceIndex'. If this (or the supplied value)\n", " is not in the source dataframe the index of the source dataframe will\n", " be used. This is retained in the output so that you can join the results\n", " back to the original data.\n", " :param kwargs: key/value pairs of additional mappings to supported IoC type names\n", " e.g. ipv4='ipaddress', url='httprequest'. This allows you to specify custom\n", " mappings when the source data is tagged with different names.\n", "\n", "Returns:\n", " pd.DataFrame: VT Results\n", "\n", "See supported_ioc_types attribute for a list of valid target types.\n", "Not all of these types are supported by VirusTotal. See ioc_vt_type_mapping for\n", "current mappings. Types mapped to None will not be submitted to VT.\n", "\n", "For urls a full http request can be submitted, query string and fragments will be\n", "dropped before submitting. Other supported protocols are ftp, telnet, ldap, file\n", "For files MD5, SHA1 and SHA256 hashes are supported.\n", "For IP addresses only dotted IPv4 addresses are supported.\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Load test data and extract some IoCs from it" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CommandLine
0.\\ftp -s:C:\\RECYCLER\\xxppyy.exe
1.\\reg not /domain:everything that /sid:shines...
2cmd /c \"systeminfo && systeminfo\"
3.\\rundll32 /C 12345.exe
4.\\rundll32 /C c:\\users\\MSTICAdmin\\12345.exe
\n", "
" ], "text/plain": [ " CommandLine\n", "0 .\\ftp -s:C:\\RECYCLER\\xxppyy.exe\n", "1 .\\reg not /domain:everything that /sid:shines...\n", "2 cmd /c \"systeminfo && systeminfo\"\n", "3 .\\rundll32 /C 12345.exe\n", "4 .\\rundll32 /C c:\\users\\MSTICAdmin\\12345.exe" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load test data\n", "process_tree = pd.read_csv('data/process_tree.csv')\n", "process_tree[['CommandLine']].head()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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IoCTypeObservableSourceIndex
0dnstsetup.1.exe9
1dnstsetup.1.0.14.exe9
2dnstsetup.1.0.14.tmp9
3dnsdoubleextension.pdf.exe20
4urlhttp://server/file.sct31
5dnsserver31
6urlhttp://somedomain/best-kitten-names-1.jpg'37
7dnssomedomain37
8md5_hashaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa40
9md5_hashaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa41
10md5_hash81ed03caf6901e444c72ac67d192fb9c44
11urlhttp://badguyserver/pwnme\"46
12dnsbadguyserver46
13urlhttp://badguyserver/pwnme\"47
14dnsbadguyserver47
15dnssystem.management.automation.amsiutils').getfi...77
16dnssystem.management.automation.amsiutils77
17urlhttp://system.management.automation.amsiutils'...77
18ipv41.2.3.478
19ipv4127.0.0.1102
20urlhttp://127.0.0.1/102
\n", "
" ], "text/plain": [ " IoCType Observable SourceIndex\n", "0 dns tsetup.1.exe 9\n", "1 dns tsetup.1.0.14.exe 9\n", "2 dns tsetup.1.0.14.tmp 9\n", "3 dns doubleextension.pdf.exe 20\n", "4 url http://server/file.sct 31\n", "5 dns server 31\n", "6 url http://somedomain/best-kitten-names-1.jpg' 37\n", "7 dns somedomain 37\n", "8 md5_hash aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa 40\n", "9 md5_hash aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa 41\n", "10 md5_hash 81ed03caf6901e444c72ac67d192fb9c 44\n", "11 url http://badguyserver/pwnme\" 46\n", "12 dns badguyserver 46\n", "13 url http://badguyserver/pwnme\" 47\n", "14 dns badguyserver 47\n", "15 dns system.management.automation.amsiutils').getfi... 77\n", "16 dns system.management.automation.amsiutils 77\n", "17 url http://system.management.automation.amsiutils'... 77\n", "18 ipv4 1.2.3.4 78\n", "19 ipv4 127.0.0.1 102\n", "20 url http://127.0.0.1/ 102" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Use our Regex IoC extractor to pull out things that look like IoCs from the Commandline\n", "ioc_extractor = IoCExtract()\n", "vt_lookup = VTLookup(vt_key.value, verbosity=2)\n", "output_df = ioc_extractor.extract(data=process_tree, \n", " columns=['CommandLine'], \n", " ioc_types=vt_lookup.supported_ioc_types)\n", "output_df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Submit these to VirusTotal\n", "Note that most of these the IoC observables found by a simple regex extraction were rejected before submitting to VT. As well as checking for duplicates this module also filters out things like \n", "- loopback/private IPs\n", "- unqualified and unresolvable domain names\n", "- strings of hex characters that are probably not hashes " ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Submitting observables: \"1.2.3.4\", type \"ipv4\" to VT. (Source index 78)\n", "Invalid observable format: \"127.0.0.1\", type \"ipv4\", status: IP is private address - skipping. (Source index 102)\n", "Invalid observable format: \"tsetup.1.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n", "Invalid observable format: \"tsetup.1.0.14.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n", "Invalid observable format: \"tsetup.1.0.14.tmp\", type \"dns\", status: Domain not resolvable - skipping. (Source index 9)\n", "Invalid observable format: \"doubleextension.pdf.exe\", type \"dns\", status: Domain not resolvable - skipping. (Source index 20)\n", "Invalid observable format: \"server\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 31)\n", "Invalid observable format: \"somedomain\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 37)\n", "Invalid observable format: \"badguyserver\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 46)\n", "Invalid observable format: \"badguyserver\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 47)\n", "Invalid observable format: \"system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue($null,$true)\", type \"dns\", status: Observable does not match expected pattern for dns - skipping. (Source index 77)\n", "Invalid observable format: \"system.management.automation.amsiutils\", type \"dns\", status: Domain not resolvable - skipping. (Source index 77)\n", "Invalid observable format: \"http://server/file.sct\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 31)\n", "Invalid observable format: \"http://somedomain/best-kitten-names-1.jpg'\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 37)\n", "Invalid observable format: \"http://badguyserver/pwnme\"\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 46)\n", "Invalid observable format: \"http://badguyserver/pwnme\"\", type \"url\", status: Host is unqualified domain name - skipping. (Source index 47)\n", "Submitting observables: \"http://system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue($null,$true)\", type \"url\" to VT. (Source index 77)\n", "Invalid observable format: \"http://127.0.0.1/\", type \"url\", status: Host part of URL is a private IP address - skipping. (Source index 102)\n", "Invalid observable format: \" aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa \", type \"md5_hash\", status: String has too low an entropy to be a hash - skipping. (Source index 40)\n", "Invalid observable format: \" aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa \", type \"md5_hash\", status: String has too low an entropy to be a hash - skipping. (Source index 41)\n", "Submitting observables: \"81ed03caf6901e444c72ac67d192fb9c\", type \"md5_hash\" to VT. (Source index 44)\n", "Submission complete. 21 responses from 21 input rows\n" ] }, { "data": { "text/html": [ "
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ObservableIoCTypeStatusResponseCodeRawResponseResourceSourceIndexVerboseMsgResourceScanIdPermalinkPositivesMD5SHA1SHA256ResolvedDomainsResolvedIPsDetectedUrls
01.2.3.4ipv4Success1{\"asn\": \"15169\", \"undetected_referrer_samples\"...NaN78IP address in datasetNaNNaNNaN162NaNNaNNaN%2a.netaccess-india.com, 0-9.dgjtest030-pp-qm-...NaNhttp://1.2.3.4:8347/, http://1.2.3.4/, http://...
1127.0.0.1ipv4IP is private addressNaNNaNNaN102NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2tsetup.1.exednsDomain not resolvableNaNNaNNaN9NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
3tsetup.1.0.14.exednsDomain not resolvableNaNNaNNaN9NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
4tsetup.1.0.14.tmpdnsDomain not resolvableNaNNaNNaN9NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
5doubleextension.pdf.exednsDomain not resolvableNaNNaNNaN20NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
6serverdnsObservable does not match expected pattern for...NaNNaNNaN31NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
7somedomaindnsObservable does not match expected pattern for...NaNNaNNaN37NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
8badguyserverdnsObservable does not match expected pattern for...NaNNaNNaN46NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
9badguyserverdnsObservable does not match expected pattern for...NaNNaNNaN47NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
10system.management.automation.amsiutils').getfi...dnsObservable does not match expected pattern for...NaNNaNNaN77NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
11system.management.automation.amsiutilsdnsDomain not resolvableNaNNaNNaN77NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
12http://server/file.scturlHost is unqualified domain nameNaNNaNNaN31NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
13http://somedomain/best-kitten-names-1.jpg'urlHost is unqualified domain nameNaNNaNNaN37NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
14http://badguyserver/pwnme\"urlHost is unqualified domain nameNaNNaNNaN46NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
15http://badguyserver/pwnme\"urlHost is unqualified domain nameNaNNaNNaN47NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
16http://system.management.automation.amsiutils'...urlSuccess0{\"response_code\": 0, \"resource\": \"http://syste...http://system.management.automation.amsiutils'...77Resource does not exist in the datasethttp://system.management.automation.amsiutils'...NaNNaNNaNNaNNaNNaNNaNNaNNaN
17http://127.0.0.1/urlHost part of URL is a private IP addressNaNNaNNaN102NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
18aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaamd5_hashString has too low an entropy to be a hashNaNNaNNaN40NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
19aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaamd5_hashString has too low an entropy to be a hashNaNNaNNaN41NaNNaNNaNNaNNaNNaNNaNNaNNaNNaNNaN
2081ed03caf6901e444c72ac67d192fb9cmd5_hashSuccess0{\"response_code\": 0, \"resource\": \"81ed03caf690...81ed03caf6901e444c72ac67d192fb9c44The requested resource is not among the finish...81ed03caf6901e444c72ac67d192fb9cNaNNaNNaNNaNNaNNaNNaNNaNNaN
\n", "
" ], "text/plain": [ " Observable IoCType \\\n", "0 1.2.3.4 ipv4 \n", "1 127.0.0.1 ipv4 \n", "2 tsetup.1.exe dns \n", "3 tsetup.1.0.14.exe dns \n", "4 tsetup.1.0.14.tmp dns \n", "5 doubleextension.pdf.exe dns \n", "6 server dns \n", "7 somedomain dns \n", "8 badguyserver dns \n", "9 badguyserver dns \n", "10 system.management.automation.amsiutils').getfi... dns \n", "11 system.management.automation.amsiutils dns \n", "12 http://server/file.sct url \n", "13 http://somedomain/best-kitten-names-1.jpg' url \n", "14 http://badguyserver/pwnme\" url \n", "15 http://badguyserver/pwnme\" url \n", "16 http://system.management.automation.amsiutils'... url \n", "17 http://127.0.0.1/ url \n", "18 aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa md5_hash \n", "19 aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa md5_hash \n", "20 81ed03caf6901e444c72ac67d192fb9c md5_hash \n", "\n", " Status ResponseCode \\\n", "0 Success 1 \n", "1 IP is private address NaN \n", "2 Domain not resolvable NaN \n", "3 Domain not resolvable NaN \n", "4 Domain not resolvable NaN \n", "5 Domain not resolvable NaN \n", "6 Observable does not match expected pattern for... NaN \n", "7 Observable does not match expected pattern for... NaN \n", "8 Observable does not match expected pattern for... NaN \n", "9 Observable does not match expected pattern for... NaN \n", "10 Observable does not match expected pattern for... NaN \n", "11 Domain not resolvable NaN \n", "12 Host is unqualified domain name NaN \n", "13 Host is unqualified domain name NaN \n", "14 Host is unqualified domain name NaN \n", "15 Host is unqualified domain name NaN \n", "16 Success 0 \n", "17 Host part of URL is a private IP address NaN \n", "18 String has too low an entropy to be a hash NaN \n", "19 String has too low an entropy to be a hash NaN \n", "20 Success 0 \n", "\n", " RawResponse \\\n", "0 {\"asn\": \"15169\", \"undetected_referrer_samples\"... \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "12 NaN \n", "13 NaN \n", "14 NaN \n", "15 NaN \n", "16 {\"response_code\": 0, \"resource\": \"http://syste... \n", "17 NaN \n", "18 NaN \n", "19 NaN \n", "20 {\"response_code\": 0, \"resource\": \"81ed03caf690... \n", "\n", " Resource SourceIndex \\\n", "0 NaN 78 \n", "1 NaN 102 \n", "2 NaN 9 \n", "3 NaN 9 \n", "4 NaN 9 \n", "5 NaN 20 \n", "6 NaN 31 \n", "7 NaN 37 \n", "8 NaN 46 \n", "9 NaN 47 \n", "10 NaN 77 \n", "11 NaN 77 \n", "12 NaN 31 \n", "13 NaN 37 \n", "14 NaN 46 \n", "15 NaN 47 \n", "16 http://system.management.automation.amsiutils'... 77 \n", "17 NaN 102 \n", "18 NaN 40 \n", "19 NaN 41 \n", "20 81ed03caf6901e444c72ac67d192fb9c 44 \n", "\n", " VerboseMsg \\\n", "0 IP address in dataset \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "12 NaN \n", "13 NaN \n", "14 NaN \n", "15 NaN \n", "16 Resource does not exist in the dataset \n", "17 NaN \n", "18 NaN \n", "19 NaN \n", "20 The requested resource is not among the finish... \n", "\n", " Resource ScanId Permalink \\\n", "0 NaN NaN NaN \n", "1 NaN NaN NaN \n", "2 NaN NaN NaN \n", "3 NaN NaN NaN \n", "4 NaN NaN NaN \n", "5 NaN NaN NaN \n", "6 NaN NaN NaN \n", "7 NaN NaN NaN \n", "8 NaN NaN NaN \n", "9 NaN NaN NaN \n", "10 NaN NaN NaN \n", "11 NaN NaN NaN \n", "12 NaN NaN NaN \n", "13 NaN NaN NaN \n", "14 NaN NaN NaN \n", "15 NaN NaN NaN \n", "16 http://system.management.automation.amsiutils'... NaN NaN \n", "17 NaN NaN NaN \n", "18 NaN NaN NaN \n", "19 NaN NaN NaN \n", "20 81ed03caf6901e444c72ac67d192fb9c NaN NaN \n", "\n", " Positives MD5 SHA1 SHA256 \\\n", "0 162 NaN NaN NaN \n", "1 NaN NaN NaN NaN \n", "2 NaN NaN NaN NaN \n", "3 NaN NaN NaN NaN \n", "4 NaN NaN NaN NaN \n", "5 NaN NaN NaN NaN \n", "6 NaN NaN NaN NaN \n", "7 NaN NaN NaN NaN \n", "8 NaN NaN NaN NaN \n", "9 NaN NaN NaN NaN \n", "10 NaN NaN NaN NaN \n", "11 NaN NaN NaN NaN \n", "12 NaN NaN NaN NaN \n", "13 NaN NaN NaN NaN \n", "14 NaN NaN NaN NaN \n", "15 NaN NaN NaN NaN \n", "16 NaN NaN NaN NaN \n", "17 NaN NaN NaN NaN \n", "18 NaN NaN NaN NaN \n", "19 NaN NaN NaN NaN \n", "20 NaN NaN NaN NaN \n", "\n", " ResolvedDomains ResolvedIPs \\\n", "0 %2a.netaccess-india.com, 0-9.dgjtest030-pp-qm-... NaN \n", "1 NaN NaN \n", "2 NaN NaN \n", "3 NaN NaN \n", "4 NaN NaN \n", "5 NaN NaN \n", "6 NaN NaN \n", "7 NaN NaN \n", "8 NaN NaN \n", "9 NaN NaN \n", "10 NaN NaN \n", "11 NaN NaN \n", "12 NaN NaN \n", "13 NaN NaN \n", "14 NaN NaN \n", "15 NaN NaN \n", "16 NaN NaN \n", "17 NaN NaN \n", "18 NaN NaN \n", "19 NaN NaN \n", "20 NaN NaN \n", "\n", " DetectedUrls \n", "0 http://1.2.3.4:8347/, http://1.2.3.4/, http://... \n", "1 NaN \n", "2 NaN \n", "3 NaN \n", "4 NaN \n", "5 NaN \n", "6 NaN \n", "7 NaN \n", "8 NaN \n", "9 NaN \n", "10 NaN \n", "11 NaN \n", "12 NaN \n", "13 NaN \n", "14 NaN \n", "15 NaN \n", "16 NaN \n", "17 NaN \n", "18 NaN \n", "19 NaN \n", "20 NaN " ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "vt_lookup = VTLookup(vt_key.value, verbosity=2)\n", "\n", "# Submit a subset of the found IoCs (ignore dns since a lot of )\n", "vt_results = vt_lookup.lookup_iocs(data=output_df, \n", " type_col='IoCType', \n", " src_col='Observable')\n", "\n", "display(vt_results)" ] } ], "metadata": { "celltoolbar": "Tags", "hide_input": false, "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": "3.7.1" }, "toc": { "base_numbering": 1, "nav_menu": { "height": "318.996px", "width": "320.994px" }, "number_sections": false, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "165px" }, "toc_section_display": true, "toc_window_display": true }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "position": { "height": "406.193px", "left": "1468.4px", "right": "20px", "top": "120px", "width": "456.572px" }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }