diff --git a/requirements.txt b/requirements.txt index 5951b4e7..4ee24e59 100644 --- a/requirements.txt +++ b/requirements.txt @@ -30,4 +30,6 @@ certauth~=1.3.0 pandas~=1.3.0 numpy~=1.21.0 scikit-learn~=0.24.2 -botocore~=1.20.82 \ No newline at end of file +botocore~=1.20.82 +textblob +html2text \ No newline at end of file diff --git a/securetea/lib/web_deface/config/data.csv b/securetea/lib/web_deface/config/data.csv new file mode 100644 index 00000000..71161d4e --- /dev/null +++ b/securetea/lib/web_deface/config/data.csv @@ -0,0 +1,99 @@ +status,content +true,"# Hacked by ./Mr.Xoexarno + +## **Sundacrack ft. Hacktivist Of Garuda** + +Now you can browse privately, and other people who use this device won’t see +your activity. However, downloads, bookmarks and reading list items will be +saved. Learn more + +Chrome _won’t save_ the following information: + + * Your browsing history + * Cookies and site data + * Information entered in forms + +Your activity _might still be visible_ to: + + * Websites you visit + * Your employer or school + * Your internet service provider + +_Block third-party cookies_ When on, sites can't use cookies that track you +across the web. Features on some sites may break. + +Learn more + +" +true," + +## ![](./Noilesha__files/75338-gaya-lisa-blackpink-di-paris.jpg) + +# Website Owned by @Noilesha + + +# Your system has been Hacked + +# Ah dude, they're stupid and you're more of a fool + + + +# BLACKPINK IN YOUR AREA + +" +true," + +![TGVMDDEW](https://g.top4top.io/p_1901dzahn0.jpg) + +# TOUCHED BY LEFT-10 + +## Simple Aja... Jangan lupain ""Hello World !"" + +### XPLOITER CYBERSECURITY - BanjarnegaraXploit + +" +true," + +404 + +Not Found + +" +true," + +" +true," + +# + +![](https://h.top4top.io/p_2008yo80j0.png) + +HACKED BY TN.MDK + +PLAY MUSIC PAUSE MUSIC + +[ + ] GREETZ [ + ] + +| BALI BLACKHAT | KoR3X-T3MEN TEAM | Cowok Tersakiti Team | + +[ - ]My Friends[ - ] +| +| MR.ARD1K4 | MR.CRS | MR.tregear | MR.Ngebug KLUYUT: 3 | JawolganteX | Mr. +Quixter | MR.Z | And You :) | + + +" +true," + +\- Hacked By TN.MDK - + +message: +Selama masalah tidak dipermasalahkan, masalah tidak akan menjadi masalah. + +Greets: +Bali Blackhat | K0R3X T3MEN~TEAM | Cowok Tersakiti Team + +" +true," + +" diff --git a/securetea/lib/web_deface/config/data1.csv b/securetea/lib/web_deface/config/data1.csv new file mode 100644 index 00000000..47062b73 --- /dev/null +++ b/securetea/lib/web_deface/config/data1.csv @@ -0,0 +1,1646 @@ +status,content +true,"Skip to main content + + * English + * हिन्दी + + * ![Twitter](./IIT Bombay _ IIT Bombay_files/Twitter.png) + * ![Facebook](./IIT Bombay _ IIT Bombay_files/Facebook.png) + * ![Google+](./IIT Bombay _ IIT Bombay_files/Google.png) + * ![LinkedIn](./IIT Bombay _ IIT Bombay_files/LinkedIn.png) + +![IITB](./IIT Bombay _ IIT Bombay_files/logo.png) + +##### Indian Institute of Technology Bombay + +# IIT Bombay + +![Diamond Jubilee Logo](./IIT Bombay _ IIT Bombay_files/iitb-dj.png) + +Menu _▼_ _▼_ + + * Home + * About IITB + * Contact us + * Students + * Academic Divisions + * Current Students + * Academic Time table + * Academic Calendar + * Academic Rulebook + * Student Affairs Office + * Gymkhana + * Hostels + * Exchange Opportunities for IITB Students + * Prospective Students + * Why IITB ? + * Women Students + * Entrance Exams + * Admission Notice for PG/PhD programmes 2018-19 + * Research at IIT Bombay + * B.Tech Programe + * M.Tech./M.Tech.+Ph.D. (Dual Degree) + * M.Sc. + * M.Mgmt. + * Executive MBA + * M.Des. + * M. 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Kumar gifts IIT Bombay with an Endowment...** + +Mumbai: IIT Bombay’s alumnus Nivesh Kumar has come forward to make a generous +endowment of Rs. 1.25 crores to the ‘Industrial Engineering and Operations +Research (IEOR) ...more + +![](./IIT Bombay _ IIT Bombay_files/Anys.jpg) + +**Ansys Announces MTech Fellowship Awards at IIT...** + +Mumbai: Ansys, (NASDAQ: ANSS), the global leader and innovator of engineering +simulation software, today announced its partnership with the Indian Institute +of Technology ...more + +![](./IIT Bombay _ IIT Bombay_files/H5 group photo_0.JPG) + +**IIT Bombay commences enhancement of one of its...** + +Mumbai: The Indian Institute of Technology Bombay (IIT Bombay) which is +consistently ranked as one of India’s leading universities is pleased to +announce the groundbreaking ...more + + * + * 1 of 67 + * next › + +### Graduate Aptitude Test in Engineering 2021 + + * Graduate Aptitude Test in Engineering (GATE) 2021 + +### Cybercrimes Security + +National 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+**New fortified foods to combat malnutrition in India** + +Palatable supplementary foods designed wit... + +### New fortified foods to combat malnutrition in India + +Palatable supplementary foods designed with variety in mind could be the +cure for urban malnutrition + +Malnutrition occurs when a... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1_0.jpg) + +**Hybrid Treatment Systems— A solution to India’s dying waters** + +Study proposes a systematic change to India’s wa... + +### Hybrid Treatment Systems— A solution to India’s dying waters + +Study proposes a systematic change to India’s wastewater treatment +infrastructure to improve the quality of water and minimise environmental +impact. + +... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic2.jpg) + +**Producing low-cost hydrogen fuel with the help of magnets** + +Researchers have demonstrated how a magnetised catalyst can speed u... + +### Producing low-cost hydrogen fuel with the help of magnets + +Researchers have demonstrated how a magnetised catalyst can speed up hydrogen +production while bringing down the energy cost. + +Hydrogen gas is an environment-friendly fuel, as it produces wate... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1.jpg) + +**How fast you cool molten iron determines its properties** + +A new cooling model gave better predictions of the strength and duc... + +### How fast you cool molten iron determines its properties + +A new cooling model gave better predictions of the strength and ductility of +cast iron + +Cast iron, an alloy of iron with carbon, is widely used for making machine and +automobile parts. In its... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1_0\(1\).jpg) + +**Improved Model for High-sensitivity Gallium Nitride Biosensors** + +Researchers propose a biosensor model that captures the effect of t... + +### Improved Model for High-sensitivity Gallium Nitride Biosensors + +Researchers propose a biosensor model that captures the effect of the fluid- +sensor interface charge. + +Electrochemical biosensors are measuring systems that produce electric current +proportiona... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1\(1\).jpg) + +**IIT Bombay researchers propose a novel piezoelectric material** + +Researchers probe properties of the new material, say better for mi... + +### IIT Bombay researchers propose a novel piezoelectric material + +Researchers probe properties of the new material, say better for micro- and +nanodevices. + +Air travel these days has become pretty smooth, with passengers feeling very +little vibrations while s... + + + + * ![](./IIT Bombay _ IIT Bombay_files/mimivirus.jpg) + +**History of Giants in the Gene: Scientists Use DNA to Trace the Origins of +Giant Viruses** + +Scientists investigate the evolution of Mimivirus, one of the world... + +### History of Giants in the Gene: Scientists Use DNA to Trace the Origins of +Giant Viruses + +Scientists investigate the evolution of Mimivirus, one of the world’s largest +viruses, through how they replicate DNA + +Researchers from the Indian Institute of Technology Bombay shed light on... + + + + * ![](./IIT Bombay _ IIT Bombay_files/image2.jpeg) + +**Towards Safer Roads** + +Researchers recognise risky driving situations by identifying impor... + +### Towards Safer Roads + +Researchers recognise risky driving situations by identifying important +factors leading to road crashes. + +India witnesses the most road crash-related fatalities in the world. 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+**New fortified foods to combat malnutrition in India** + +Palatable supplementary foods designed wit... + +### New fortified foods to combat malnutrition in India + +Palatable supplementary foods designed with variety in mind could be the +cure for urban malnutrition + +Malnutrition occurs when a... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1_0.jpg) + +**Hybrid Treatment Systems— A solution to India’s dying waters** + +Study proposes a systematic change to India’s wa... + +### Hybrid Treatment Systems— A solution to India’s dying waters + +Study proposes a systematic change to India’s wastewater treatment +infrastructure to improve the quality of water and minimise environmental +impact. + +... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic2.jpg) + +**Producing low-cost hydrogen fuel with the help of magnets** + +Researchers have demonstrated how a magnetised catalyst can speed u... + +### Producing low-cost hydrogen fuel with the help of magnets + +Researchers have demonstrated how a magnetised catalyst can speed up hydrogen +production while bringing down the energy cost. + +Hydrogen gas is an environment-friendly fuel, as it produces wate... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1.jpg) + +**How fast you cool molten iron determines its properties** + +A new cooling model gave better predictions of the strength and duc... + +### How fast you cool molten iron determines its properties + +A new cooling model gave better predictions of the strength and ductility of +cast iron + +Cast iron, an alloy of iron with carbon, is widely used for making machine and +automobile parts. In its... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1_0\(1\).jpg) + +**Improved Model for High-sensitivity Gallium Nitride Biosensors** + +Researchers propose a biosensor model that captures the effect of t... + +### Improved Model for High-sensitivity Gallium Nitride Biosensors + +Researchers propose a biosensor model that captures the effect of the fluid- +sensor interface charge. + +Electrochemical biosensors are measuring systems that produce electric current +proportiona... + + + + * ![](./IIT Bombay _ IIT Bombay_files/pic1\(1\).jpg) + +**IIT Bombay researchers propose a novel piezoelectric material** + +Researchers probe properties of the new material, say better for mi... + +### IIT Bombay researchers propose a novel piezoelectric material + +Researchers probe properties of the new material, say better for micro- and +nanodevices. + +Air travel these days has become pretty smooth, with passengers feeling very +little vibrations while s... + + + + * ![](./IIT Bombay _ IIT Bombay_files/mimivirus.jpg) + +**History of Giants in the Gene: Scientists Use DNA to Trace the Origins of +Giant Viruses** + +Scientists investigate the evolution of Mimivirus, one of the world... + +### History of Giants in the Gene: Scientists Use DNA to Trace the Origins of +Giant Viruses + +Scientists investigate the evolution of Mimivirus, one of the world’s largest +viruses, through how they replicate DNA + +Researchers from the Indian Institute of Technology Bombay shed light on... + + + + * ![](./IIT Bombay _ IIT Bombay_files/image2.jpeg) + +**Towards Safer Roads** + +Researchers recognise risky driving situations by identifying impor... + +### Towards Safer Roads + +Researchers recognise risky driving situations by identifying important +factors leading to road crashes. + +India witnesses the most road crash-related fatalities in the world. 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diff --git a/securetea/lib/web_deface/config/finalized_model.sav b/securetea/lib/web_deface/config/finalized_model.sav new file mode 100644 index 00000000..a5e1412e Binary files /dev/null and b/securetea/lib/web_deface/config/finalized_model.sav differ diff --git a/securetea/lib/web_deface/config/signatures.txt b/securetea/lib/web_deface/config/signatures.txt index dc120608..f1d9001d 100644 --- a/securetea/lib/web_deface/config/signatures.txt +++ b/securetea/lib/web_deface/config/signatures.txt @@ -1,25 +1,8861 @@ -By Cyberpunks -XrillZed004 -Mr.Plug1n -MrMoonz -ABD3LOS -GO1B 1D1OT -./LoliSecID -IND CYBER ARMY -Mr.Joker366 -ManiAc_BD -./sT0ry_mB3m -HACKED By STUDENT’S -Cyb3rCl4y -xNot_RespondinGx -DB999ZeCs -AnonymousFox -GX40 -Dead Haxor +????? +|/| /| |-| |/| 00 |) +007_el_turco +007-HACKeR-TeaM +0hero0 +0Lq@X +0mohsen0 +0nset +0nset Group +0o_zeus_o0 +0px4H +[^0z0n3^] +12_v0lt5 +1337MiR +134-Dz +13VNzM Thanks a lot for the article.Really thank you! +1453osmanli.org +1923Truk 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Mustapha Root +HACKED BY N0- +hacked by n2n +HaCKeD By NeCoLaS +hackedbyottoma +Hacked by Rofi +Hacked by Rofilitrix el +HaCkEd By SnDeEd ShAmMaR JBU(at)HOTMAIL(dot)COM +Hacked By SquiCk Hacker +Hacked by sT1QuX.ZuF!N +Hacked By sTz +hacked by susk +Hacked By TeRoO_Tn +HACKED BY TeRRen.Jr Feat budi-spielberg +HACKED BY WORMS LIBYAN HACKERS (WLH) +hacked by XMIND +Hacked by XMiND +hacked by x-x4 +Hacked By Y4c1n3 +Hacked By Yassin Dexter +hacked by zux +Hacked.cl +Hacked ; Sul6an +hacken +hacker +Hacker +hacker1 +Hacker1 +hacker_20 +hacker32_burak +hacker_38 +hacker 7rb +hacker AjjA +HaCKeR AlKiNg +HACKER AMAZIGH +HaCker bl3nd +Hacker Bob +HaCkEr*BoYs ! +Hacker.br +Hacker.BR +HACKER.BR +HackerClaus +HaCKeR CoDe +HackerCrackerTracker | G.J.theDJ +hacker hacker +HacKeR HeBroN +HackerHorse +Hackeri-AL +Hacker Indonesia +hackeri.org +hacker__isi +Hacker iSyaN +HaCkEr-KinG +HacKeR-KS +Hacker Lands +HaCKeR-MaN +HaCkEr_MoUkA +hacker-newbie gt_portnoy +hacker nkov +hacker-noir +HACKER_ONUR 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+http://www.utilisoft.co.uk/portals/0/data.txt +http://www.vax-d.com/portals/0/data.txt +HuaCHo +H.U.c +H.U.C +HueHueHue +HumbleOne +HUNT3R +Hunter Gujjar +hunter rim +Hunteruk +HUNTERUK +HuPeR +hurrican3 +HuSSaM +huykeD +HVTeam +HxRofo +hyann +HyleCell +Hyp3r-D4rk +Hyper-Attack.Org +hypn0sis +hyrax +i3r_cod3 +I4dex +IadySon +icebreaker +ice-cream +Ice-Crime +icefist +Icefist +IceGod +IceStorm +IchalCastello +icy-efx +Id0 Group +ID10T +Idahc +ID & Walze +IDH Security T +ID-IM +iDiots +idoLaTrous +idoLaTRous +IeDb.Ir +ifactoryx +ifactroyx +ifclub +igivehelp +Igivehelp +I-h4k4 +#ihc and #cracxer +#ihC and #cracxer +#ihC and #CracxeR +#ihC and #CracXer +IHG Project +IHS IRAN HACKE +ik0 & maxx +Ikis and PaPi +ikus4 +iLLeGaL +Illegal Corpz +Illegal Crew +illegal operation team +illegalteam.co +ILLEGALWorld +iLLuminati +illusion +illusion101 +illusionist2512 +illusions team +IlusionGroup +IlYass007 +imadoxhunter +iman_oss +imhatimi +IMHATIMI +imhatimi.org +IMHOT3B +imm0rtal +ImM0RtAl BrAiN 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C0rp +Inc. C0rp. +Inc.C0rp. +Independent Hackers +Index Php +Indian +indi-coder +Indig00 +Indi lamers +indishell +Indishell +IndoGank +INDONESIANCODER TEAM +Indonesian Cyb +Indonesian Defacer Newbie +IndonesianHaxo +indonymous +INDONYMOUS +indosniffing +Indosniffing +IndoSniffing +INDOSNIFFING +Indra Aperal +Indramayu Cyber +INFastructure +INFASTRUCTURE +infazci +Infected +Infected Hax Team +infectious +inFecTor +Infector +Infektion group +Infektion Group +in.feQted +inferno.br +Infernoz +InfernoZ +infexible +infidelz +Infidelz +infinityl33ts +Infra Red +inj3ct0r +Inj3cti0n P4ck3t +Inj3cTionHackTeam +InjeCtion MasT +InjeCtion MasTer +injection oveckock +Injection Oveckock +Injector +Inkubus +innocent boys +innocent-boys +Innocent boys +Innocent Boys +Innocent Buoy +iNnOcEnTs b0ys +iNnOcEnTs b0yS +Innocents boys +Ins0lenth +ins3cto +InS4N0 +InS4No +InSaNe +InsaneHackers +InsaneSec +Insanity Crew +Insanity_Invaders +insanity zine c0rp. +InSaNiTy Zine c0rp. +InSaNiTy ZiNe c0rp +InSaNiTy ZiNe c0rp. +InSaNo +[IN]SecInjecti +[IN]SecInjection +INSECURE +iNsecureIL +Insecure Team +inside +Insomniac and ITRUN +Insomniac And King420 +INSTITORIS +InSt|nCt +int3l +int3rc3pt0r +interactive +Interactive +INTERACTIVE +Internet Pirates Leader +Interzoid +intikam.us +INT-KM +Intruder +Intruder Team +INvasaO OwnZ CreW +Invectus +invisbl3 +invisibl3 +Invisibl3 +Inyetrol +IODAS KLAN +I.O.N +IP HACKER +Ipk4.00 +IP-Master +IpMazter +I-proVn +I-ProVN +Ir0nDisk +Ir0nX +ir4dex +Ir4dex +Ir4Dex +Ir4DeX +IR4DEX +Iran-Babol-Hac +Iran Black Hat +iranboys +IranBoys +iranhack---Lammer +iranhack secur +iranhack security team +IRANIAN BOYS B +Iranian Cyber Army +Iranian_Dark_C +iranian_dark_coders_team +Iranian_dark_coders_team +Iranian_Dark_Coders_Team +Iranian DataCo +iranian hacker +Iran Security +iran security team +Iran Security Team +IRaN UnderGrou +IRAQ Cyber Arm +IrAq-GhOsT +iRaQi H4ck +Ir. Elenice +irfanirap +IrFi H@XOR +Irod Security Team +Iron Guards +IronY +IronY and Adoni +IR-Security +ischat +ISD_andreas +ISKAcrew +iskeltan +iskorpitx +iskorpitx-tr +Islam4ever +iSlaMDeS +Islam Hacker T +islamic ghosts +IslamiC GhOsTs +islamic ghosts team +Islamic Ghosts Team +ISLAMIC GHOSTS TEAM +islamicihad +islamiteam +Ismail Attacker +isotk +ISOTK +ISOTK & Cyb3r Attack +ISOTK - In Searth of the Knowlege - INTRUD3RM4N +ISRAELIAN HACKERS +Isthe_Rap +ISYAN +ITaLy HaCkeR +iThinkyTeam +IT NewTon +itzthead +iZenReal +izleyici +izmirLee +Izsiz Akinci +Izza009 +$$_J_$$ +J0rd4n14n r0x +j0rd4n14n.r1z +j0shu4 +J0shua +j0t4Net +J2H45 +J2TeaM +J4K4K0 +J4mbi H4ck3r +jaafar Hacker +j.a.c12 +JaCKaL +Jack Daniels +jackemate +Jack E Mate +Jackh4xor +Jacko Nexus +Jack Riderr +Jagad dot Id +Jagad Dot ID +jago-dz +jaguars +JAH4x0rs +Jaing +JaLi- +Jaluxs +JaMaYcKa +Jamb0 +JanCox +jangene_cakep +Janizary +JANUS +japanesefucker +Jappan +jarjar +JarJar +jas0n.bourne +Jas0nz666 +JASON +Javaphile 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& idm +NeonFX +NeonKnights +Neon-Lenz +NeoN-LenZ +Neophyte +NeorinG-Dz +Ne[r0 +NeR0n-X +nerdcore and kan +NerDDude +NerF gr0up +nesta +netah +NeT-Bug" +NetCat-Dz +Netcore +Net-Core +NET--CORE +Netcrazy +NetCrazy +NeT Decrypter" +NeT.Defacer +NetDemon +nEt^DeViL +NeT-DeViL +NeT-DeViL" +Net Ferrets +NETFORCE +NETFORCE e PeRvErS +NETGEKER +Netim +netJoy +net mafia +net-mafia +Net-Mafia +Net-Mafia Crew +NetOperat +Net Pirates +Net poison :: network parasites +NetPolice" +Net Ranger +Netric +netroot +netRoot +Netsaw.org +NetSaw.Org +netsec +NETSEC +netsec1 +Netter" +>>>>NETTOXIC +NetWalker +Net Walker +Network Criminals +Network-Dmar +Networkz +Neuromancer" +Neutr0ns +Neutr0nS +Newbie Defacer Crew +Newbies +New KilleR +New-[world]-bie TeaM +#new-x and #hapus dal.net +Nexonic.Turk +Nexus-6 +nexzus +Nezumi404 +!nf3rN.4lL +nfseh +ngsst +Niceb +NiceDevil & CONORAS +NICHOLAS POULIOT +Nick McLaury +Nicomedian" +Nienke +nightfuRy +nightfusion +Nightfusion +NiGhTm4rE" +Nightmare +Nightmare® +nighto 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+Zarence +Zarolho +ZasieuN +zCachorro +Zcompany Hacki +ZCompany Hacki +ZCompany Hacking Crew +zcools +?zмαη37?? +ZD-oFF +ZeberuS +ZeColmeia +zee haxor +Zeesmartoo +ZeLoSKiL +Zengi Khalid +zepcode +Ze pik3n0 +Zer0Attack Team +Zer0 crew +Zer0 Crew +Zer0 Thunder +Zer0-X7 +ZeroByt +zerobyte +zero code +zeroeffect +zerosignal crew +Zero-X +Zerox Dot ID +ZeS|-|OoO +ZETHA TEAM [Z] +zettai901 +ZeynnymouZ +ZH4RK +Zhuzhu +ziion2000 +zikou-16 +Ziko'w +zillion +zirkon +Zishan Rider +Zixin +ZiyaretCi +Zo0mer +ZOB3H +zobugtel +ZOIAH +ZolerHack +Zombie +ZombiE_KsA +zombiel33t +Zombie-Root +Zone_41_DZ +Zone-H +ZoneLeS +ZoneX +Zonis +ZONIS +ZonTa +ZoOMGuy +ZoOMGuY +Zorbey +ZoRLu +ZorrakiN +ZoRRaKiN +ZoRRoKÄ°N +zorrokin +ZorroKiN +ZoRRoKin +ZoRRoKiN +ZR007 +ZrKaWe-HaCkEr +zunk3r +Zyklon +ZyXeL \ No newline at end of file diff --git a/securetea/lib/web_deface/defacement_detector.py b/securetea/lib/web_deface/defacement_detector.py index b318944d..b9e56416 100644 --- a/securetea/lib/web_deface/defacement_detector.py +++ b/securetea/lib/web_deface/defacement_detector.py @@ -14,11 +14,21 @@ from securetea.lib.web_deface.deface_logger import DefaceLogger from securetea.lib.web_deface.utils import * from securetea.lib.web_deface.file_handler import * +from pathlib import Path +import os import pandas as pd -import numpy as np import pickle +import html2text +import csv + +from sklearn.model_selection import train_test_split +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.feature_selection import VarianceThreshold +from nltk.stem.snowball import SnowballStemmer +from nltk.corpus import stopwords -class DefaceDetect: +class DefaceDetect(object): """ML based defacement Detector""" def __init__(self, debug=False, path=None): """ @@ -40,5 +50,60 @@ def __init__(self, debug=False, path=None): # Initialize path of directory to look for self._PATH = path - - def ml_based_scan(self, ) + self._DATASET = str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/dataset.csv" + + def ml_based_scan(self, files_list): + """ + Scan the files in the directory to detect any traces of Defacement attempts + + Args: + file_list (dict): list of files in the directory to scan + """ + filename = str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/finalized_model.sav" + with open(filename, "rb") as f: + loaded_model = pickle.load(f) + + #Preparing User Webpage Dataset for Prediction + h = html2text.HTML2Text() + h.ignore_links = True + fields = ["status", "content"] + with open(self._DATASET, 'w') as csvfile: + csvwriter = csv.writer(csvfile) + csvwriter.writerow(fields) + for file in files_list: + code = open(file, 'r').read() + code = h.handle(code) + ' '.join(code.split('\n')) + row = ['true', code] + csvwriter.writerow(row) + + df = pd.read_csv( + self._DATASET, + usecols = fields, nrows=5000 + ) + stemmer = SnowballStemmer('english') + + df['content'] = df['content'].apply( + lambda x: ' '.join(stemmer.stem(y) for y in x.split()) + ) + + df['content'] = df['content'].apply( + lambda x: ' '.join(word for word in x.split() if word not in (stopwords.words())) + ) + df = df['content'].copy() + df = df.str.replace('\d+', '') + + tfidf = TfidfVectorizer(min_df=2,max_df=0.5, ngram_range=(1,3)) + features = tfidf.fit_transform(df) + df = pd.DataFrame( + features.todense(), + columns=tfidf.get_feature_names() + ) + df_model = pd.read_csv(str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/df.csv", index_col=0) + df = df.reindex(labels=df_model.columns,axis=1) + df['Target'] = '1' + df = df.fillna(0) + x = df.drop('Target',axis=1) + pred = loaded_model.predict(x) + + return { files_list[i] : pred[i]=='1' for i in range(len(pred))} \ No newline at end of file diff --git a/securetea/lib/web_deface/model.py b/securetea/lib/web_deface/model.py new file mode 100644 index 00000000..119d00d1 --- /dev/null +++ b/securetea/lib/web_deface/model.py @@ -0,0 +1,188 @@ +# -*- coding: utf-8 -*- +u"""Machine Learning module for SecureTea Web Deface Detection. + +Project: + ╔═╗┌─┐┌─┐┬ ┬┬─┐┌─┐╔╦╗┌─┐┌─┐ + ╚═╗├┤ │ │ │├┬┘├┤ ║ ├┤ ├─┤ + ╚═╝└─┘└─┘└─┘┴└─└─┘ ╩ └─┘┴ ┴ + Author: Aman Singh , Aug 1 2021 + Version: 1.4 + Module: SecureTea + +""" +from securetea.lib.web_deface.deface_logger import DefaceLogger +import pandas as pd +from pathlib import Path +import os +import pandas as pd +from sklearn.feature_extraction.text import TfidfVectorizer +from sklearn.model_selection import train_test_split +from sklearn.ensemble import RandomForestClassifier +from sklearn.feature_selection import VarianceThreshold +from sklearn.metrics import accuracy_score +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis as LDA +from nltk.stem.snowball import SnowballStemmer +from string import punctuation +from nltk.corpus import stopwords +import pickle + +class MLModel(object): + """ + ML Model class to train and test for RandomForest Classifier for + Defacement prediction + """ + def __init__(self, debug=False): + """ + Dataset file have texts from defaced webpages and Text from Normal webpages + """ + + self.logger = DefaceLogger( + __name__, + debug=debug + ) + #initialize path of datasets + self.NORMAL_DATA_PATH = str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/data1.csv" + self.DEFACED_DATA_PATH = str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/data.csv" + + self.prediction() + + def prepare_dataset(self): + """ + Preparing Dataset + + We are going to work just on two categories, positives and negatives. + Therefore, we select 5,000 rows for each category and copy them into the Pandas Dataframe + """ + + fields = ['status', 'content'] + + #Defacement Text Vectorization + df = pd.read_csv( + self.DEFACED_DATA_PATH, + usecols= fields, nrows=5000) + stemmer = SnowballStemmer('english') + df['content'] = df['content'].apply( + lambda x: ' '.join(stemmer.stem(y) for y in x.split()) + ) + df['content'] = df['content'].apply( + lambda x: ' '.join(word for word in x.split() if word not in (stopwords.words())) + ) + df_Positive = df['content'].copy() + df_Positive = df_Positive.str.replace('\d+', '') + + #Normal Text vectorization + + df = pd.read_csv( + self.NORMAL_DATA_PATH, + usecols= fields, nrows=5000) + stemmer = SnowballStemmer('english') + df['content'] = df['content'].apply( + lambda x: ' '.join(stemmer.stem(y) for y in x.split()) + ) + + df['content'] = df['content'].apply( + lambda x: ' '.join(word for word in x.split() if word not in (stopwords.words())) + ) + + df_Negative = df['content'].copy() + df_Negative = df_Negative.str.replace('\d+', '') + + + self.NEG_DF = df_Negative + self.POS_DF = df_Positive + + def Vectorization(self): + """ + Transforms text to feature vectors + + Using TF-IDF, word scores are used instead of word count, therefore we can say TF-IDF measures relevance, not frequency. + we have used Scikit-Learn TfidfVectorizer for each column and building an N-gram model for vectorization that can be used as input to the estimator. + """ + df_Positive = self.POS_DF + df_Negative = self.NEG_DF + + tfidf = TfidfVectorizer(min_df=2,max_df=0.5, ngram_range=(1,3)) + features = tfidf.fit_transform(df_Positive) + df_Positive = pd.DataFrame( + features.todense(), + columns=tfidf.get_feature_names() + ) + df_Positive['Target'] = '1' + + tfidf = TfidfVectorizer(min_df=2,max_df=0.5, ngram_range=(1,3)) + features = tfidf.fit_transform(df_Negative) + df_Negative = pd.DataFrame( + features.todense(), + columns=tfidf.get_feature_names() + ) + df_Negative['Target'] = '0' + + df = df_Positive.append(df_Negative) + df = df.fillna(0) + + self.DATA_FRAME = df + + def get_correlation(self, data, threshold): + corr_col = set() + cormat = data.corr() + for i in range(len(cormat.columns)): + for j in range(i): + if abs(cormat.iloc[i,j]) > threshold: + colname = cormat.columns[i] + corr_col.add(colname) + return corr_col + + def train_test_model(self): + df = self.DATA_FRAME + + df.to_csv(str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/df.csv") + x = df.drop('Target',axis=1) + y = df['Target'] + + x_train, x_test, y_train, y_test = train_test_split( + x, y, test_size = 0.4, random_state = 0, stratify = y) + + constant_filter = VarianceThreshold(threshold = 0.0002) + constant_filter.fit(x_train) + + # Export the features + feature_list = x_train[x_train.columns[ + constant_filter.get_support(indices=True)]] + + + x_train_filter = constant_filter.transform(x_train) + x_test_filter = constant_filter.transform(x_test) + + x_train_filter = pd.DataFrame(x_train_filter) + x_test_filter = pd.DataFrame(x_test_filter) + + corr_features = self.get_correlation(x_train_filter, 0.70) + + x_train_uncorr = x_train_filter.drop(labels= corr_features, axis = 1) + x_test_uncorr = x_test_filter.drop(labels= corr_features, axis = 1) + x_train_uncorr = pd.DataFrame(x_train_uncorr) + x_test_uncorr = pd.DataFrame(x_test_uncorr) + lda = LDA(n_components=1) + x_train_lda = lda.fit_transform(x_train_uncorr, y_train) + x_test_lda = lda.fit_transform(x_test_uncorr, y_test) + self.runRandomForest(x_train, x_test, y_train, y_test) + + def runRandomForest(self,x_train, x_test, y_train, y_test): + model = RandomForestClassifier(n_estimators=100, random_state=0, n_jobs=-1) + model.fit(x_train, y_train) + self.model = model + y_pred = model.predict(x_test) + + msg = 'Model accuracy is: ' + str(accuracy_score(y_test, y_pred)) + self.logger.log( + msg, + logtype="info" + ) + + def prediction(self): + self.prepare_dataset() + self.Vectorization() + self.train_test_model() + filename = str(Path(os.path.dirname(__file__)).parent) + "/web_deface/config/finalized_model.sav" + pickle.dump(self.model, open(filename, 'wb')) + return diff --git a/securetea/lib/web_deface/monitor.py b/securetea/lib/web_deface/monitor.py index da24591a..5c777f67 100644 --- a/securetea/lib/web_deface/monitor.py +++ b/securetea/lib/web_deface/monitor.py @@ -52,7 +52,9 @@ def __init__(self, debug=False, path=None, hash_path=None, set_path=None, backup # Create GatherFile object to gather list of files self.gather_file_obj = GatherFile(debug=self.debug, path=path) # Create SigDetect object to scan files for attack signatures - self.sig_detect_obj = SigDetect(debug=debug, path=path) + self.sig_detect_obj = SigDetect(debug=self.debug, path=path) + # Create DefaceDetect object to scan files for defacement attack using ML + self.ml_deface_obj = DefaceDetect(debug=self.debug, path=path) # Create Hash object to get hashes of the files self.hash_gen_obj = Hash(debug=self.debug) # Load original hash config of files @@ -103,6 +105,8 @@ def monitor(self): set_dict = self.hash_gen_obj.get_sets(file_list) # Get the defacement status of the files deface_status_dict = self.sig_detect_obj.scan_files(file_list) + # Get the defacement predictions of the files + ml_deface_prediction = self.ml_deface_obj.ml_based_scan(file_list) # Iterate through the hash values for path, hash_val in hash_dict.items(): diff --git a/securetea/lib/web_deface/web_deface_engine.py b/securetea/lib/web_deface/web_deface_engine.py index d848e541..7d035e64 100644 --- a/securetea/lib/web_deface/web_deface_engine.py +++ b/securetea/lib/web_deface/web_deface_engine.py @@ -16,6 +16,7 @@ from securetea.lib.web_deface.backup import BackUp from securetea.lib.web_deface.monitor import Monitor from securetea.lib.web_deface.deface_logger import DefaceLogger +from securetea.lib.web_deface import model from securetea.lib.web_deface.file_handler import * from securetea.lib.web_deface.utils import * import sys @@ -137,6 +138,9 @@ def start(self): # Dump hash mapping dict to JSON dump_dict_to_json(path=self._SET_MAP, py_dict=set_dict) + #Defacment Prediction Model + self.model = model.MLModel(debug=self.debug) + # Create monitor object self.monitor = Monitor(debug=self.debug, path=self._PATH,