The code in this module is offered as a convenience wrapper for the VirusTotal API based on the public documentation. The code does not originate from VirusTotal, nor is it endorsed by them. I'd like thank them for
You must have msticpy installed to run this notebook:
!pip install --upgrade msticpy
This is quite and old notebook and some developments largely supercede this component.
Virus Total queries have been integrated into the core TILookup functionality in MSTICPy See the TIProviders notebook and the TIProviders documentation for more details
VirusTotal V3 API - VT have release a new version of their API which allows graph traversal to get information about how malware and actors are linked. See the VT3Lookup notebook for more details
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.
VirusTotal supports the following IoC Types:
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.
To use this module need an API key from virus total, which you can obtain here: https://www.virustotal.com/.
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.
Things to note:
# Imports
import sys
MIN_REQ_PYTHON = (3,6)
if sys.version_info < MIN_REQ_PYTHON:
print('Check the Kernel->Change Kernel menu and ensure that Python 3.6')
print('or later is selected as the active kernel.')
sys.exit("Python %s.%s or later is required.\n" % MIN_REQ_PYTHON)
from IPython.display import display
import pandas as pd
import msticpy.sectools as sectools
import msticpy.nbtools as mas
from msticpy.sectools import VTLookup, IoCExtract
# Enter your VT Key here
vt_key = mas.GetEnvironmentKey(env_var='VT_API_KEY',
help_str='To obtain an API key sign up here https://www.virustotal.com/',
prompt='Virus Total API key:')
vt_key.display()
HBox(children=(Text(value='***REMOVED***', description='Vir…
# Create an instance of the class
vt_lookup = sectools.VTLookup(vt_key.value, verbosity=2)
Signature: vt_lookup.lookup_ioc(observable: str, ioc_type: str, output: str = 'dict')
Docstring:
Look up and single IoC observable.
:param observable: The observable value
:param ioc_type: The IoC Type (see 'supported_ioc_types' attribute)
:param output='dict': Output results as a dictionary (or list of dicts)
if output is any other value the result will be returned in a
Pandas DataFrame
Returns:
list{dict}: if output == 'dict'
pd.DataFrame: otherwise
# Default output type for single item is a dict
vt_lookup.lookup_ioc(observable='90.156.201.97', ioc_type='ipv4')
{'Observable': '90.156.201.97', 'IoCType': 'ipv4', 'Status': 'Success', 'ResponseCode': 1, 'RawResponse': '{"undetected_downloaded_samples": [{"date": "2019-03-12 19:02:12", "positives": 0, "total": 46, "sha256": "5c51cf182781dbd3fdbe3fe8a6e01742ab02729cf9c4c2450f3699ab15fd7ba9"}, {"date": "2018-12-08 12:29:43", "positives": 0, "total": 70, "sha256": "1c879f33fdfdad829682b3572652178b4d8344d6b1001fabafea2e6897cd7c5a"}, {"date": "2019-02-27 17:31:43", "positives": 0, "total": 57, "sha256": "78342a0905a72ce44da083dcb5d23b8ea0c16992ba2a82eece97e033d76ba3d3"}, {"date": "2019-02-11 13:06:10", "positives": 0, "total": 71, "sha256": "0f774764181a1d850141bf64393228b7acdb6261844f0165a78839f549d7bcce"}, {"date": "2019-02-13 19:22:34", "positives": 0, "total": 55, "sha256": "13e5f2a6c4bbed674eea0e0bff9a78fc9b38a5b1f83fb69552b4673fe796e8c0"}, {"date": "2019-02-13 06:12:51", "positives": 0, "total": 56, "sha256": "7aada93462e39cd1370151b2dfe6254328d2b8e16dc927cb56689fc1334ee86c"}, {"date": "2019-02-12 10:17:57", "positives": 0, "total": 47, "sha256": "0eef76a9583a6c7a1eb764d33fe376bfe1861df79fab82c2c3f5d16183e82016"}, {"date": "2019-02-07 15:51:46", "positives": 0, "total": 43, "sha256": "a283ade31ca47bcc13b6062ee025b2ccd8ec33d67c10749841ce4dc7f5c3562d"}, {"date": "2019-02-05 18:09:42", "positives": 0, "total": 56, "sha256": "65bfaed04c98c3a513e7aaef5a3da485b9b0a8cd36949fc44a4d73d107f8fc98"}, {"date": "2019-02-05 18:09:26", "positives": 0, "total": 59, "sha256": "36fe54090569bd3c9f81bbce5f4a52de185735f1de8376e6d4ac15c68dc56161"}, {"date": "2017-03-21 05:05:01", "positives": 0, "total": 64, "sha256": "928f363f91c87838f8fa8613abbf1ce17e12234d094af1a17b5c873d8f12754b"}, {"date": "2019-01-23 22:14:19", "positives": 0, "total": 69, "sha256": "9b98dbd4070a8ad3c8cdb08f70b305c68a147d37d7ac90f783e2baa8f0a38a91"}, {"date": "2019-01-23 21:32:11", "positives": 0, "total": 70, "sha256": "2368aab964018b4221282180133e186ba84167aa5dfdbb7d2759a2fbfdb41e86"}, {"date": "2019-01-13 18:37:40", "positives": 0, "total": 60, "sha256": "e11f67d94ac42f6550f86c86a304bb7e9737c268257498f6b3f23fae13d0a0b7"}, {"date": "2019-01-10 13:35:02", "positives": 0, "total": 58, "sha256": "ff6d14f77e27f7b90cb2f20bce408189f5f388961f3fcd13fe2df2cc0a002dc3"}, {"date": "2019-01-02 16:18:06", "positives": 0, "total": 56, "sha256": "603bc8d59899c0e3c54da4892eb5ee9a43f6df0e252150b9601de49b5ecc2a16"}, {"date": "2018-12-27 13:56:02", "positives": 0, "total": 54, "sha256": "c496580702d2e62f1bd1e9fda3d0872c3995f4f44ee34f85f3dc09ac449cd402"}, {"date": "2018-09-12 20:23:51", "positives": 0, "total": 71, "sha256": "9ecdf64c96e3c913936ab8edf8af595d6316488bbb8851745c2d2d005fecc037"}, {"date": "2018-12-22 09:32:20", "positives": 0, "total": 57, "sha256": "7b55ce8653fc86a046f32d67386a1b78a574a1aa6446f2cd3d62d505efe6781e"}, {"date": "2018-02-20 02:05:13", "positives": 0, "total": 71, "sha256": "7af969549caa9e23235f5d8b50c9c554dfc0181e8ed2a879c42c6af507759d24"}, {"date": "2018-02-17 19:02:24", "positives": 0, "total": 70, "sha256": "4fc4b9d4730c44b6b525b1eb1a75a4bcda889e007d274c817d53b095cfec66f4"}, {"date": "2018-12-21 05:53:15", "positives": 0, "total": 59, "sha256": "58bf01ed4796b86da22eff0190b26b09d84a359a9129ebb8fc916c9d5b926a4c"}, {"date": "2018-11-03 14:24:10", "positives": 0, "total": 69, "sha256": "dc545edf152d5546bac52edfb9c69054cdee49a874270b3aebf76f3e1dbcd3af"}, {"date": "2018-12-13 13:07:43", "positives": 0, "total": 56, "sha256": "2e19034dccc07af64d40c147d76284f42c877e86d1a0527b847a03d1f45fb488"}, {"date": "2018-12-04 10:48:33", "positives": 0, "total": 70, "sha256": "799aeb25cc0373fdee0e1b1db7ad6c2f6a0e058dfadaa3379689f583213190bd"}, {"date": "2018-08-23 13:35:51", "positives": 0, "total": 71, "sha256": "446c53263851409a30dffc2ac5006dd1298be2856a74016d23f7c3169d66fc0a"}, {"date": "2018-12-11 10:15:59", "positives": 0, "total": 57, "sha256": "b69bfcf8345160db31a61bacd1cf5f36184e2f2b999913c9dfcf0064e24ce5c7"}, {"date": "2018-12-07 02:46:36", "positives": 0, "total": 58, "sha256": "fc48d1d80ece71a79a7b39877f4104d49d3da6c3665cf6dc203000fb7df4447e"}, {"date": "2017-04-30 17:26:10", "positives": 0, "total": 65, "sha256": "87b34f2c1c4c30f70478efc10c6c026f9311019f028157314717e6ddfa4c1f4b"}, {"date": "2018-11-14 15:30:40", "positives": 0, "total": 45, "sha256": "3998aaff4acf90f989daafb381b2137ead238ec5156806e31f8e9f89121f3eba"}, {"date": "2018-11-12 20:44:29", "positives": 0, "total": 60, "sha256": "101f5f3e7de72a8c83a7a979cff65378ad007cd208f3eb4766a62ab4f5cbfadb"}, {"date": "2018-10-23 07:23:26", "positives": 0, "total": 56, "sha256": "918f8590c1168556a9bb39ade45db989de55ef66ec75765fe5975d426febf9d2"}, {"date": "2018-10-11 11:39:24", "positives": 0, "total": 58, "sha256": "b5318ac100f7dc6756f712e319e37178338d0a63a4c1eff3ed41ef5c3c599138"}, {"date": "2018-10-11 02:09:17", "positives": 0, "total": 57, "sha256": "6f71d6b966d58885e3f39cf01a1264b13097840ec770805be551c5f920de0aac"}, {"date": "2018-10-06 17:28:00", "positives": 0, "total": 57, 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armavir.fabrika-chehlov.ru, armeltoma.ru, armenianlaw.com, armenianlaw.ru, armopol.ru, armstrade.org, arnorilsk.ru, arnorilsk.ru.mastertest.ru, aromapiling.ru, arrisp.ru, arrowmed.ru, arsenev-kremlin.ru, arsentev.ru, arsenteva.ru, arsoid.ru, art-ann.ru, art-car.pro, art-clr.ru, art-deko.ru, art-fasad.su, art-kitchen.ru, art-master.su, art-pari.ru, art-paysage.ru, art-praktika.ru, art-propaganda.ru, art-sochi.ru, art-stolovaya.ru, artandwine.ru, artbabyroom.ru, artbirthday.ru, artbr.club, artbytik.ru, artcar-pro.ru.mastertest.ru, artcar-vinyl.ru, artclimat.ru, artdegustation.ru, artdynasty.ru, artekforum.ru, artelm.ru, artem-husainov.ru, artemida-hunter.ru, artemida-hunter.ru.mastertest.ru, artemidamagazin.ru, artfit.ru, artgeo.ru, artibus.ru, artist-zakaz.ru, artisticweb.ru, artistone.ru, artjom.toys-house.ru, artkogan.com, artland.ru, artlanita.ru, artnicolby.co.uk, arto.kg, artos.gallery, artos.name, artos.org, artpon.ru, artproservice.ru, artprotom.ru, artpub.ru, artstroybyuro.ru, arttech.school, artum-hr.ru, artvulmarket.ru, artwoodmaster.com, arwin.ru, as-alp.ru, as-avtoservis.transteh.net, asa.noncommerce.ru, asat.ru, asbem.ru, asc-skoda.ru, ascort.ru, ascskoda.ru, asiahit.ru, asianfashionroom.ru, asiaturizm.ru, aska-el.ru, askarbin.ru, askold-servis.transteh.net, asmik.info, asse.ru, assigroup.ru, assorg.ru, assower.ru, astra-tort.ru, astra.fabrika-chehlov.ru, astrahan.fabrika-chehlov.ru, astramos.ru, astro-master.ru, astroi.org, astrontex.ru, astwork.ru, asu78.ru, asvp.lv, asvplv.ru, asx-market.ru, asx.fabrika-chehlov.ru, at-dream.ru, atamanoff.ru, atasmusic.ru, atlant-complex.ru, atlant-kr.ru, atlant-system.ru, atlantida64.ru, atlas-geely.ru, atmx.ru, atomtes.ru, atorrent.biz, atorrent.dmdevelopment.ru, atp-lesnoy.ru, atribut-s.ru, atriuminterio.ru, ats-avaya.ru, attackfootball.ru, attitudecreative.co.uk, attitudecreative.ru, audi-arenda.ru, audiomolitvoslov.ru, audiotest.su, audiovox.ru, audit.grundfos.ru, auen.ru, aukz.ru, auping-royal.ru, aura39.com, aurus.ru, autn.ru, auto-legion.ru, auto-liga.su, auto-obzory.ru, auto-souvenirs.ru, auto-stamos.ru, auto-th.ru, auto-vip.ru, auto.dvorec.ru, auto.kamelot36.ru, auto.megatula.ru, auto.rema-tiptop.ru, auto78.com, autoanswer.ru, autoboks.ru, autoboxy.ru, autobun.ru, autocenter-neva.ru, autodiamond-avtoservis-dlya-kitaiskih-avto.transteh.net, autogirl.net, autograf71.ru, autogy.ru, autoinfo59.ru, autojourney.ru, autolawyer.ru, autolive.pro, autolombard.club, autolombard.credit, automationhouse.ru, automustang.ru, autonat.ru, autonut.ru, autook.org, autoopen.ru, autorazborki.ru, autorazdel.com, autorg.ru, autorynok76.ru, autoskoda.ru, autosprinter.ru, autoterria.ru, autsor.ru, avangardhleb.com, avangardm.ru, avangardmm.ru, avanproekt.ru, avarkomm.ru, avataris-flor.ru, avelife.ru, avelifesystems.com, avemeandr.ru, avensis.fabrika-chehlov.ru, aventador40.ru, aventin.info, avenue77.net, aveo.fabrika-chehlov.ru, avesvarka.ru, avia-bileti.online, avia-motors.com, avia-prom.com, aviakompaniya-kolva.arh24.ru, aviamarka.com, aviamarka.ru, avianormal.ru, aviatver.ru, avicenna-rostov.ru, avis.moscow, avism.ru, avivo.ru, avmair.ru, avroracinema.com, avto-1s.ru, avto-legion.ru, avto-luxe.com, avto-set.ru, avto-tonirovka.ru, avto-tourizm.ru, avto112.ru, avtoarenda24.com, avtoarenda24.ru, avtobattery.ru, avtoboxi.ru, avtoboxy.ru, avtocon.ru, avtogrand-spb.ru, avtogrev-servisnaya-sluzhba.transteh.net, avtomilor.ru, avtorent.su, avtorizovannii-servisnii-centr.kirov7.ru, avtoservis-balabanovo.ru, avtoskoda.ru, avtospek.ru, avtoteplitsa.ru, avtotoday.ru, avtotovary33.ru, avtotransit.ru, avtovikup174.ru, avtovishki.ru, avtroof.ru, awerin.ru, awillon.ru, awmgroup.ru, axilla.ru, axioma-club.ru, aym.ru, ayprint.ru, aznar.az, azovlib.ru, azrsm.ru, b-f.ru, b-face.ru, b-parfum.ru, babor.su, baburino.ru, babushka-doll.com, baby-boom37.ru, baby-luxe.ru, baby-obuv.ru, baby-shop-tn.ru, baby.bvdent.ru, babyeshop.ru, babylonvape.com, babymassage.ru, badmintonblog.ru, bagatelle.ru, bagaturia.com, bagaturia.ru, baget-novogireevo.ru, bagira.kr.ua, bagsbunny.ru, bahama.ru, baikov.ru, bair.ru, baitekmachinery-torgovo-servisnaya-kompaniya.transteh.net, balakovo.fabrika-chehlov.ru, balalaika-bs.com, balchug.wide-color.ru, balestrini.ru, ballmasquerade.ru, balloon.goodtimes.ru, balteau.ru, baltica-auto.ru, balticstar.spb.ru, baltika-auto.ru, baltika21.ru, baltikaauto.ru, baltkon.ru, baltlib.ru, bank59.ru, banket16.ru, banketing.com, bankmoney.su, banya-iz-brevna.ru, bar-street.ru, bar-street.su, bar.perm.ru, baranienbaum.ru, barawki.ru, bardjango.ru, barnaul.fabrika-chehlov.ru, barrierfree.ru, bars-logistics.ru, bars-pilot.ru, bars.perm.ru, barstreetshow.com, base4beauty.ru, base4web.ru, bashstroytek.ru, bass-line.ru, bassacademy.ru, bath-bloom.ru, bathbloom.ru, batterymart.ru, battlefront3.ru, battlekids.ru, bau-home.ru, bauteh.ru, bayzshop.com, bazaar.guerrilla.ru, bazalt-filtr.ru, bazi-coaching.ru, bcons.su, bcparkpobedy.ru, bd-live.ru, bdfilms.ru, bdlive.ru, bds-stanki.ru, be-print.ru, bean-bag.ru, bearpower.store, beauty-salon-monroe.ru, beauty-shop.me, beautyelements.ru, bebloks.ru', 'ResolvedIPs': nan, 'DetectedUrls': 'http://remont-iphone-spb.com/, http://www.provetom.ru/art/art_2.htm, http://gubino.net/, http://thar.ru/, http://alliance-pravo.com/, http://ventkanal.ru/kwdl38g, http://autolombard.club/, http://moscowbmw.ru/, http://belowtheweb.ru/avia/300%C3%97500/images/pikz.zip, http://www.maxsev.ru/, http://www.udvolga.ru/ext/logon.htm, http://provetom.ru/prep/zimun.htm, http://provetom.ru/prep/med/vetomgin.htm, http://lagarto.ru/shok/shok.exe, http://lagarto.ru/syst/od.exe, http://lagarto.ru/vk/vk.exe, http://aqarium.ru/screen/simaquarium2.06.exe, http://schetkin.ru/vats.php, http://dendiet.ru/, http://serafima.su/, http://krovly.ru/, http://www.dobraja-trapeza.ru/wp-local/(.)/excel-login-1.html, http://yandex-taxi-podklyuchenie.ru/, http://mosrybolov.ru/, http://eyco.ru/catalog/view/disciplining.php, http://xn----8sbcckyobxgc0e9f.xn--p1ai/?page_id=365, http://okna-trust.ru/assets/images/fp.exe, http://secur.ru.mastertest.ru/enter.php, http://smartspirit.ru/pikz.zip, http://autogirl.net/4c18a2f403135d64e8633f1cf29c9f67/pikz.zip, http://nikogda.ru/1st/css/pikz.zip, http://xn----8sbcckyobxgc0e9f.xn--p1ai/, http://ooo.instergod.ru/, http://dvorec.ru/, http://animals-msk.ru/, http://www.ctkspb.ru/, https://svadba-info.ru/, http://lomond.cc/, http://infaforms.com.mastertest.ru/oootpu/script.js, http://www.srbija.ru/media/system/js/, http://old.repost.uz.mastertest.ru/wp-content/themes/2/css/bootstrap.min.css, http://busineslunch.ru/, http://provetom.ru/prep/med/vetom3.htm, http://sibirskyles.ru/, http://interior.sudacov.com/:js_compile33, http://metal-volga.ru/price-list.html, http://bip2.ru/, http://tornadod.ru/, http://legprominfo.ru/, https://fotoizdato.ru/, http://luxuryfair.ru/, http://downloads.acsys.ru/downloads/%CF%F0%EE%E3%F0%E0%EC%EC%FB/%C0%F0%F5%E8%E2%20%CF%CE/%C01212_A1214_ADM3/ADM3_Russian_3_0_57.exe, http://lagarto.ru/components/com_datsogallery/img_pictures/med_cat.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton58.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_anton56.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_17.05_1.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_moon.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_190242.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_mosk38.jpg, http://lagarto.ru/components/com_datsogallery/img_pictures/med_city5.JPG, 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'}
Note that re-using the same class for multiple lookups accumulates the results in the the class results DataFrame
# DataFrame output can be a cleaner
vt_lookup = sectools.VTLookup(vt_key.value, verbosity=2)
print('IP Lookup')
display(vt_lookup.lookup_ioc(observable='90.156.201.97',
ioc_type='ipv4', output='dataframe'))
print('\n+ MD5 Hash Lookup')
display(vt_lookup.lookup_ioc(observable='7657fcb7d772448a6d8504e4b20168b8',
ioc_type='md5_hash', output='dataframe'))
print('\n+ URL Lookup')
url ='http://club-fox.ru/img/www.loginalibaba.com/alibaba/alibaba/login.alibaba.com.php?email=biuro'
vt_lookup.lookup_ioc(observable=url, ioc_type='url', output='dataframe')
Observable | IoCType | Status | ResponseCode | RawResponse | Resource | SourceIndex | VerboseMsg | Resource | ScanId | Permalink | Positives | MD5 | SHA1 | SHA256 | ResolvedDomains | ResolvedIPs | DetectedUrls | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 90.156.201.97 | ipv4 | Success | 1 | {"asn": "25532", "undetected_downloaded_sample... | NaN | 0 | IP address in dataset | NaN | NaN | NaN | 350 | NaN | NaN | NaN | 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... | NaN | http://remont-iphone-spb.com/, http://www.prov... |
Observable | IoCType | Status | ResponseCode | RawResponse | Resource | SourceIndex | VerboseMsg | Resource | ScanId | Permalink | Positives | MD5 | SHA1 | SHA256 | ResolvedDomains | ResolvedIPs | DetectedUrls | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 90.156.201.97 | ipv4 | Success | 1 | {"asn": "25532", "undetected_downloaded_sample... | NaN | 0 | IP address in dataset | NaN | NaN | NaN | 350 | NaN | NaN | NaN | 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... | NaN | http://remont-iphone-spb.com/, http://www.prov... |
1 | 7657fcb7d772448a6d8504e4b20168b8 | md5_hash | Success | 1 | {"scans": {"Bkav": {"detected": true, "version... | 7657fcb7d772448a6d8504e4b20168b8 | 0 | Scan finished, information embedded | 7657fcb7d772448a6d8504e4b20168b8 | 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... | https://www.virustotal.com/file/54bc950d46a0d1... | 59 | 7657fcb7d772448a6d8504e4b20168b8 | 84c7201f7e59cb416280fd69a2e7f2e349ec8242 | 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... | NaN | NaN | NaN |
URL Lookup
Observable | IoCType | Status | ResponseCode | RawResponse | Resource | SourceIndex | VerboseMsg | Resource | ScanId | Permalink | Positives | MD5 | SHA1 | SHA256 | ResolvedDomains | ResolvedIPs | DetectedUrls | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 90.156.201.97 | ipv4 | Success | 1 | {"asn": "25532", "undetected_downloaded_sample... | NaN | 0 | IP address in dataset | NaN | NaN | NaN | 350 | NaN | NaN | NaN | 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... | NaN | http://remont-iphone-spb.com/, http://www.prov... |
1 | 7657fcb7d772448a6d8504e4b20168b8 | md5_hash | Success | 1 | {"scans": {"Bkav": {"detected": true, "version... | 7657fcb7d772448a6d8504e4b20168b8 | 0 | Scan finished, information embedded | 7657fcb7d772448a6d8504e4b20168b8 | 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... | https://www.virustotal.com/file/54bc950d46a0d1... | 59 | 7657fcb7d772448a6d8504e4b20168b8 | 84c7201f7e59cb416280fd69a2e7f2e349ec8242 | 54bc950d46a0d1aa72048a17c8275743209e6c17bdacfc... | NaN | NaN | NaN |
2 | http://club-fox.ru/img/www.loginalibaba.com/al... | url | Success | 1 | {"scan_id": "700994c09c45224fd5d6cb938e043ce64... | http://club-fox.ru/img/www.loginalibaba.com/al... | 0 | Scan finished, scan information embedded in th... | http://club-fox.ru/img/www.loginalibaba.com/al... | 700994c09c45224fd5d6cb938e043ce648baa2231401e7... | https://www.virustotal.com/url/700994c09c45224... | 12 | NaN | NaN | NaN | NaN | NaN | NaN |
Columns in the output dataframe are as follows:
display(pd.DataFrame(vt_lookup.results.loc[0].T))
print(f'{len(vt_lookup.results.loc[0].ResolvedDomains)} resolved domains')
print('Showing first 10')
display(vt_lookup.results.loc[0].ResolvedDomains.split(',')[0:10])
print(f'{len(vt_lookup.results.loc[0].DetectedUrls)} detected urls')
print('Showing first 10 (Don\'t click on any of these!)')
display(vt_lookup.results.loc[0].DetectedUrls.split(',')[0:10])
0 | |
---|---|
Observable | 90.156.201.97 |
IoCType | ipv4 |
Status | Success |
ResponseCode | 1 |
RawResponse | {"undetected_downloaded_samples": [{"date": "2... |
Resource | NaN |
SourceIndex | 0 |
VerboseMsg | IP address in dataset |
Resource | NaN |
ScanId | NaN |
Permalink | NaN |
Positives | 350 |
MD5 | NaN |
SHA1 | NaN |
SHA256 | NaN |
ResolvedDomains | 0-1000v.ru, 00004.ru, 01sasha.ru, 027.ru, 03ma... |
ResolvedIPs | NaN |
DetectedUrls | http://remont-iphone-spb.com/, http://www.prov... |
14456 resolved domains Showing first 10
['0-1000v.ru', ' 00004.ru', ' 01sasha.ru', ' 027.ru', ' 03magnet.com', ' 03magnet.ru', ' 04gaz.ru', ' 0525.ru', ' 0987654321.ru', ' 0notole.ru']
4870 detected urls Showing first 10 (Don't click on any of these!)
['http://remont-iphone-spb.com/', ' http://www.provetom.ru/art/art_2.htm', ' http://gubino.net/', ' http://thar.ru/', ' http://alliance-pravo.com/', ' http://ventkanal.ru/kwdl38g', ' http://autolombard.club/', ' http://moscowbmw.ru/', ' http://belowtheweb.ru/avia/300%C3%97500/images/pikz.zip', ' http://www.maxsev.ru/']
There are 4 basic IoC types used by Virus Total. Hashes of all types (include SHA256 Authenticode) are covered by the 'file' type.
# Types that you need to supply to the lookup calls
VTLookup._SUPPORTED_INPUT_TYPES
['ipv4', 'dns', 'url', 'md5_hash', 'sha1_hash', 'sh256_hash']
# How these map to VT lookup types
VTLookup._VT_TYPE_MAP
{'ipv4': 'ip-address', 'ipv6': None, 'dns': 'domain', 'url': 'url', 'md5_hash': 'file', 'sha1_hash': 'file', 'sh256_hash': 'file'}
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
API Signature
vt_lookup.lookup_iocs(
['data: pandas.core.frame.DataFrame', "src_col: str = 'Observable'", "type_col: str = 'IoCType'", "src_index_col: str = 'SourceIndex'", '**kwargs'],
) -> pandas.core.frame.DataFrame
Docstring:
lookup_iocs: main lookup method.
Tries to retrieve results for IoC observables in the source dataframe.
:param data: dataframe containing the observables to search for
:param src_col: the column name that contains the observable data
(one item per row)
:param type_col: the column name containing the observable type
:param source_index: the name of the column to use as source index. If not
specified this defaults to 'SourceIndex'. If this (or the supplied value)
is not in the source dataframe the index of the source dataframe will
be used. This is retained in the output so that you can join the results
back to the original data.
:param kwargs: key/value pairs of additional mappings to supported IoC type names
e.g. ipv4='ipaddress', url='httprequest'. This allows you to specify custom
mappings when the source data is tagged with different names.
Returns:
pd.DataFrame: VT Results
See supported_ioc_types attribute for a list of valid target types.
Not all of these types are supported by VirusTotal. See ioc_vt_type_mapping for
current mappings. Types mapped to None will not be submitted to VT.
For urls a full http request can be submitted, query string and fragments will be
dropped before submitting. Other supported protocols are ftp, telnet, ldap, file
For files MD5, SHA1 and SHA256 hashes are supported.
For IP addresses only dotted IPv4 addresses are supported.
# Load test data
process_tree = pd.read_csv('data/process_tree.csv')
process_tree[['CommandLine']].head()
CommandLine | |
---|---|
0 | .\ftp -s:C:\RECYCLER\xxppyy.exe |
1 | .\reg not /domain:everything that /sid:shines... |
2 | cmd /c "systeminfo && systeminfo" |
3 | .\rundll32 /C 42424.exe |
4 | .\rundll32 /C c:\users\MSTICAdmin\42424.exe |
# Use our Regex IoC extractor to pull out things that look like IoCs from the Commandline
ioc_extractor = IoCExtract()
vt_lookup = VTLookup(vt_key.value, verbosity=2)
output_df = ioc_extractor.extract(data=process_tree,
columns=['CommandLine'],
ioc_types=vt_lookup.supported_ioc_types)
output_df
IoCType | Observable | SourceIndex | |
---|---|---|---|
0 | dns | tsetup.1.exe | 9 |
1 | dns | tsetup.1.0.14.exe | 9 |
2 | dns | tsetup.1.0.14.tmp | 9 |
3 | dns | doubleextension.pdf.exe | 20 |
4 | url | http://server/file.sct | 31 |
5 | dns | server | 31 |
6 | url | http://somedomain/best-kitten-names-1.jpg' | 37 |
7 | dns | somedomain | 37 |
8 | md5_hash | aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa | 40 |
9 | md5_hash | aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa | 41 |
10 | md5_hash | 81ed03caf6901e444c72ac67d192fb9c | 44 |
11 | url | http://badguyserver/pwnme" | 46 |
12 | dns | badguyserver | 46 |
13 | url | http://badguyserver/pwnme" | 47 |
14 | dns | badguyserver | 47 |
15 | dns | system.management.automation.amsiutils').getfi... | 77 |
16 | dns | system.management.automation.amsiutils | 77 |
17 | url | http://system.management.automation.amsiutils'... | 77 |
18 | ipv4 | 1.2.3.4 | 78 |
19 | ipv4 | 127.0.0.1 | 102 |
20 | url | http://127.0.0.1/ | 102 |
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
vt_lookup = VTLookup(vt_key.value, verbosity=2)
# Submit a subset of the found IoCs (ignore dns since a lot of )
vt_results = vt_lookup.lookup_iocs(data=output_df,
type_col='IoCType',
src_col='Observable')
display(vt_results)
Submitting observables: "1.2.3.4", type "ipv4" to VT. (Source index 78) Invalid observable format: "127.0.0.1", type "ipv4", status: IP is private address - skipping. (Source index 102) Invalid observable format: "tsetup.1.exe", type "dns", status: Domain not resolvable - skipping. (Source index 9) Invalid observable format: "tsetup.1.0.14.exe", type "dns", status: Domain not resolvable - skipping. (Source index 9) Invalid observable format: "tsetup.1.0.14.tmp", type "dns", status: Domain not resolvable - skipping. (Source index 9) Invalid observable format: "doubleextension.pdf.exe", type "dns", status: Domain not resolvable - skipping. (Source index 20) Invalid observable format: "server", type "dns", status: Observable does not match expected pattern for dns - skipping. (Source index 31) Invalid observable format: "somedomain", type "dns", status: Observable does not match expected pattern for dns - skipping. (Source index 37) Invalid observable format: "badguyserver", type "dns", status: Observable does not match expected pattern for dns - skipping. (Source index 46) Invalid observable format: "badguyserver", type "dns", status: Observable does not match expected pattern for dns - skipping. (Source index 47) 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) Invalid observable format: "system.management.automation.amsiutils", type "dns", status: Domain not resolvable - skipping. (Source index 77) Invalid observable format: "http://server/file.sct", type "url", status: Host is unqualified domain name - skipping. (Source index 31) Invalid observable format: "http://somedomain/best-kitten-names-1.jpg'", type "url", status: Host is unqualified domain name - skipping. (Source index 37) Invalid observable format: "http://badguyserver/pwnme"", type "url", status: Host is unqualified domain name - skipping. (Source index 46) Invalid observable format: "http://badguyserver/pwnme"", type "url", status: Host is unqualified domain name - skipping. (Source index 47) Submitting observables: "http://system.management.automation.amsiutils').getfield('amsiinitfailed','nonpublic,static').setvalue($null,$true)", type "url" to VT. (Source index 77) Invalid observable format: "http://127.0.0.1/", type "url", status: Host part of URL is a private IP address - skipping. (Source index 102) Invalid observable format: " aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa ", type "md5_hash", status: String has too low an entropy to be a hash - skipping. (Source index 40) Invalid observable format: " aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa ", type "md5_hash", status: String has too low an entropy to be a hash - skipping. (Source index 41) Submitting observables: "81ed03caf6901e444c72ac67d192fb9c", type "md5_hash" to VT. (Source index 44) Submission complete. 21 responses from 21 input rows
Observable | IoCType | Status | ResponseCode | RawResponse | Resource | SourceIndex | VerboseMsg | Resource | ScanId | Permalink | Positives | MD5 | SHA1 | SHA256 | ResolvedDomains | ResolvedIPs | DetectedUrls | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | 1.2.3.4 | ipv4 | Success | 1 | {"asn": "15169", "undetected_referrer_samples"... | NaN | 78 | IP address in dataset | NaN | NaN | NaN | 162 | NaN | NaN | NaN | %2a.netaccess-india.com, 0-9.dgjtest030-pp-qm-... | NaN | http://1.2.3.4:8347/, http://1.2.3.4/, http://... |
1 | 127.0.0.1 | ipv4 | IP is private address | NaN | NaN | NaN | 102 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
2 | tsetup.1.exe | dns | Domain not resolvable | NaN | NaN | NaN | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
3 | tsetup.1.0.14.exe | dns | Domain not resolvable | NaN | NaN | NaN | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
4 | tsetup.1.0.14.tmp | dns | Domain not resolvable | NaN | NaN | NaN | 9 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
5 | doubleextension.pdf.exe | dns | Domain not resolvable | NaN | NaN | NaN | 20 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
6 | server | dns | Observable does not match expected pattern for... | NaN | NaN | NaN | 31 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
7 | somedomain | dns | Observable does not match expected pattern for... | NaN | NaN | NaN | 37 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
8 | badguyserver | dns | Observable does not match expected pattern for... | NaN | NaN | NaN | 46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
9 | badguyserver | dns | Observable does not match expected pattern for... | NaN | NaN | NaN | 47 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
10 | system.management.automation.amsiutils').getfi... | dns | Observable does not match expected pattern for... | NaN | NaN | NaN | 77 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
11 | system.management.automation.amsiutils | dns | Domain not resolvable | NaN | NaN | NaN | 77 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
12 | http://server/file.sct | url | Host is unqualified domain name | NaN | NaN | NaN | 31 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
13 | http://somedomain/best-kitten-names-1.jpg' | url | Host is unqualified domain name | NaN | NaN | NaN | 37 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
14 | http://badguyserver/pwnme" | url | Host is unqualified domain name | NaN | NaN | NaN | 46 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
15 | http://badguyserver/pwnme" | url | Host is unqualified domain name | NaN | NaN | NaN | 47 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
16 | http://system.management.automation.amsiutils'... | url | Success | 0 | {"response_code": 0, "resource": "http://syste... | http://system.management.automation.amsiutils'... | 77 | Resource does not exist in the dataset | http://system.management.automation.amsiutils'... | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
17 | http://127.0.0.1/ | url | Host part of URL is a private IP address | NaN | NaN | NaN | 102 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
18 | aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa | md5_hash | String has too low an entropy to be a hash | NaN | NaN | NaN | 40 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
19 | aaaaaaaaaaaaaaaaaaaaaaaaaaaaaaaa | md5_hash | String has too low an entropy to be a hash | NaN | NaN | NaN | 41 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
20 | 81ed03caf6901e444c72ac67d192fb9c | md5_hash | Success | 0 | {"response_code": 0, "resource": "81ed03caf690... | 81ed03caf6901e444c72ac67d192fb9c | 44 | The requested resource is not among the finish... | 81ed03caf6901e444c72ac67d192fb9c | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |