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Cyber Analytics Project. By: Geethu Babu Rajesh Gill Shayan Parhite Jaiteerth Patil. MIS 510 Section 001 2/26/24. Agenda. Research Topic – Zeus Trojan. Research Questions. Zeus – King of banking Trojans. Source: Hacker Web. Zeus Command & Control Servers Across The Globe.

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cyber analytics project

Cyber Analytics Project

By:

GeethuBabu

Rajesh Gill

Shayan Parhite

Jaiteerth Patil

MIS 510 Section 001

2/26/24

dominance of zeus variants of zeus spyeye and gameover zeus
Dominance of Zeus Variants of Zeus - SpyEye and Gameover Zeus

Figure 3: Number of posts on Gameover and SpyEye

Source: Hacker Web

botnets self replicating programs to money making business
Botnets: self-replicating programs to money making business

Figure 6: Word Frequency occurrence in Tweets

Source: Hacker Web

ftp and zeus clustering around us and ru
FTP and Zeus – Clustering around US and RU

Source: Shodan Data with Latitude and Longitude

sentimental analysis of tweets of zeus
Sentimental Analysis of Tweets of Zeus

Source: Twitter.com and Semantria

number of active zeus files last 60 days
Number of active ZeuS files (Last 60 Days)

Source: zeustracker.abuse.ch

collection methods hackerweb
Collection Methods: HackerWeb

Java code used in Eclipse to get data from HackerWeb

collection methods hackerweb1
Collection Methods: HackerWeb

SQL Query to read data from HackerWeb

select * from (

select v.threadID,v.title,v.numOfView,v.numOfPosts,p.postID,p.flatContent,CONCAT(mid(replace(replace(replace(p.postDate,'(',''),')',''),' ','-'),2,20),' ',rtrim(p.postTime)) postTimeStamp, p.postrank,p.subforum, va.authorName, va.reputationscorefrom vctoolthread v, vctoolposts p, vctoolauthorva where v.threadid= p.threadidand va.authorID= p.authorIDand (lower(p.flatContent) like '%spyeye%' or lower(p.flatContent) like '%zues%' or lower(p.flatContent) like '%zeus%' or lower(p.flatContent) like '%zbot%' or lower(p.flatContent) like '%botnet%' or lower(p.flatContent) like '%bot%')

) x where lower(x.flatContent) like '%purchase%' or lower(x.flatContent) like '%buy%' or lower(x.flatContent) like '%sell%' or lower(x.flatContent) like '%money%' or lower(x.flatContent) like '%cost%';

collection methods shodan
Collection Methods: Shodan

PHP code to read data from Shodan

collection methods twitter api
Collection Methods: Twitter API

Java code to collect Tweets on research topic

slide18

Analytical Methods

  • The data collected over Shodan and Hacker Web had to be cleansed first through manual ETL processing
  • Various analytical tools such as Microsoft Excel, Tableau and RapidMiner were used to perform data visualization, data analysis and text mining.
  • Semantriawas used to perform Sentimental analysis on twitter feeds.
references
References

"Hackers Use Virus to Create Fake 'likes' and Followers on Social Media Sites - RT News." Hackers Use Virus to Create Fake 'likes' and Followers on Social Media Sites - RT News. N.p., 18 Aug. 2013. Web. 23 Feb. 2014.

Hall, Gray. "On Your Side Alert: Zeus Virus - NBC12.com - Richmond, VA News." On Your Side Alert: Zeus Virus - NBC12.com - Richmond, VA News. N.p., 5 Aug. 2013. Web. 23 Feb. 2014.

Kirk, Jeremy. "SpyEye Trojan Defeating Online Banking Defenses." Computerworld. N.p., 26 July 2011. Web. 24 Feb. 2014.

Macdonald, Doug. "FortiGuard Center - Threat Research & Response." FortiGuard.com. Ed. Derek Manky. N.p., n.d. Web. 19 Feb. 2014.

Nahorney, Ben, and Nicolas Falliere. "Trojan.Zbot." Endpoint, Cloud, Mobile & Virtual Security Solutions. N.p., 11 Feb. 2014. Web. 23 Feb. 2014.

PERLROTH, NICOLE. "Malware That Drains Your Bank Account Thriving on Facebook." Bits Malware That Drains Your Bank Account Thriving on Facebook Comments. N.p., 3 June 2013. Web. 15 Feb. 2014.

"Welcome to the ZeuS Tracker." ZeuS Tracker. N.p., n.d. Web. 22 Feb. 2014.

Woollaston, Victoria. "Computer Virus Found on Facebook Steals Bank Details and Money from Accounts When Users Click on Links." Mail Online. Associated Newspapers, 06 June 2013. Web. 20 Feb. 2014.

"'Zeus Banking Trojan' Virus Hits Facebook, Steals Bank Details And Money." Fox News Latino. N.p., 6 June 2013. Web. 21 Feb. 2014.

"Zeus Banking Virus Is Back Warns Security Firm." BBC News. BBC, 26 Apr. 2010. Web. 18 Feb. 2014.

"ZeuS on the Hunt." Securelist.com. N.p., n.d. Web. 16 Feb. 2014.

"Zeus (Trojan Horse)." Wikipedia. Wikimedia Foundation, 19 Feb. 2014. Web. 17 Feb. 2014.

"Spyware." Wikipedia. Wikimedia Foundation, 20 Feb. 2014. Web. 21 Feb. 2014.

"Syrian Electronic Army." Wikipedia. Wikimedia Foundation, 21 Feb. 2014. Web. 22 Feb. 2014.

Trent, Warren. "Zeus Computer Virus Draining Bank Accounts." KTVK Azfamily.com. N.p., 5 June 2013. Web. 24 Feb. 2014.

"SpyEye Bot versus Zeus Bot." Endpoint, Cloud, Mobile & Virtual Security Solutions. N.p., n.d. Web. 23 Feb. 2014.