diff --git a/README.md b/README.md new file mode 100644 index 0000000..050f672 --- /dev/null +++ b/README.md @@ -0,0 +1 @@ +# reverseCentaur diff --git a/fasterPlz.py b/fasterPlz.py new file mode 100644 index 0000000..557d4e4 --- /dev/null +++ b/fasterPlz.py @@ -0,0 +1,541 @@ +import argparse +import csv +import glob +import math +import pandas as pd +import time +from collections import Counter +from collections import defaultdict +from scipy import stats +from tqdm import tqdm +import itertools +import warnings + + +from subprocess import Popen, PIPE, STDOUT + +def stringMagic(s): + + + if not s: + # print("strMagic not S ERROR: " + str(s)) + + return([0,0,0, 0]) + + + countTotal = len(s) + ss = tuple(tuple(x) for x in s) + countUnique = len(set(ss)) + percentageUnique = countUnique/countTotal + + + #print(s) + #mode = stats.mode(s)[0][0] + + modeCount = stats.mode(s)[1][0] + if str(type(modeCount)) == "": + modeCount = modeCount[0] + percentageMode = modeCount/countTotal + + + #print("strMagic ERROR: " + str(s)) + #modeCount = stats.mode([s])[1][0] + #modeCount = 0 + #percentageMode = 0 + + return([countUnique, percentageUnique, modeCount, percentageMode]) + + + +def mathMagic(k): + if k: + countTotal = len(k) + countUnique = len(set(k)) + percentageUnique = countUnique/countTotal + average = float(sum(k) / float(len(k))) # Average + minimum = min(k) # min + maximum = max(k) # max + entStat = stats.entropy(k) # entropy + if math.isnan(entStat): # if is not a number + entStat = 0 # set = 0 + varStat = stats.variation(k) # variation + if math.isnan(varStat): # if is not a number + varStat = 0 # set = 0 + skewStat = stats.skew(k) # skew + kurtStat = stats.kurtosis(k) # kurtosis + + else: + + return([0]*9) # Why does this fuck up for time so bad? + + + return([countUnique, percentageUnique, average, minimum, maximum, entStat, varStat, skewStat,kurtStat]) + +def is_number(s): + try: + float(s) + return True + except ValueError: + return False + + +def is_good(row): + + if len(row) < 8: + return False + elif len(row[0]) != 17: + return False + else: + s = str('.'.join(row[8].split(".")[-2:])) + + if "#" in s or "/" in s or "=" in s or "/" in s: + return False + else: + return True + + + +def dictionaryToArrays(magicDictionary): + + supahArray = [] + badArray = [] + #print("Converting Dictionary to Arrays") + for i in magicDictionary: + + + outted = enrichHTTP(magicDictionary[i],i) + if outted == False: + break + else: + supahArray.append(outted) + + + + flatList = [item for sublist in supahArray for item in sublist] + return(flatList) + +def domainEnrich(domainNameFull): + + + domainName = '.'.join(domainNameFull.split(".")[-2:]).lower() + + try: + tld = domainName.split(".")[1] + except: + tld = domainName + + domainEntropy = entropy(domainName) + return [ domainName, tld, domainEntropy] + +def subdomainEnrich(subdomainName): + + + if subdomainName == []: + subdomainName = ["-"] + subdomainDepth = 0 + subdomainLength = 0 + subdomainEntropy = 0 + if subdomainName[0] == "www": + del subdomainName[0] + + if subdomainName == []: + subdomainName = ["-"] + subdomainDepth = 0 + subdomainLength = 0 + subdomainEntropy = 0 + + subdomainNameJoined = (''.join(subdomainName)).lower() + subdomainNameP = ('.'.join(subdomainName)).lower() + + subdomainDepth = len(subdomainName) + subdomainLength = len(subdomainNameJoined) + subdomainEntropy = entropy(subdomainNameJoined) + + return [subdomainNameP, subdomainDepth, subdomainLength, subdomainEntropy] + +def entropy(s): + p, lns = Counter(s), float(len(s)) + return -sum(count / lns * math.log(count / lns, 2) for count in p.values()) + +def timeEnrich(time): + time = float(time) + return(time) + + +def connLogEnrich(uid): + pathToConnLog = '2017-cdx-logs/bro_conn_log' + cmd = "grep " + uid + " " + pathToConnLog + #print(uid) + + p = Popen(cmd, shell=True, stdin=PIPE, stdout=PIPE, stderr=STDOUT, close_fds=True) + #output = p.stdout.readlines() + temp = str(p.stdout.readlines()) + + a = temp.strip().split('\\t') + + if not a: + return(False) + + + + + + + return(a) +""" +def connLogEnrich(uid): + pathToConnLog = '2017-cdx-logs/bro_conn_log' + cmd = "grep " + uid + " " + pathToConnLog + #print(uid) + p = Popen(cmd, shell=True, stdin=PIPE, stdout=PIPE, stderr=STDOUT, close_fds=True) + #output = p.stdout.readlines() + try: + temp = (str(p.stdout.readlines()[0]).strip().split('\\t') ) + + return(temp) + except: + print(str(p.stdout.readlines())) + return(False) +""" + + + + +def uriEnrich(domainName, uri): + + #filetype? + # php? + # symbol + + #x one hot + #x length + #x depth + #x entropy + # last chars + # filetype + # percentage of alphanum + # distance between the things + httpsFlag = 0 + if domainName in uri: + w = uri.split(domainName)[1] + if w == ":443": + httpsFlag = 1 + + lengthTemp = len(w) + x = w.split("/") + depthTemp = len(x)-1 + entropyTemp = entropy(''.join(x)) + + else: + + w = uri + lengthTemp = len(w) + x = w.split("/") + depthTemp = len(x)-1 + entropyTemp = entropy(''.join(x)) + + return(w, lengthTemp, depthTemp, entropyTemp, httpsFlag) + + +def agentEnrich(agent): + w = agent + lengthTemp = len(w) + x = w.split(" ") + depthTemp = len(x)-1 + entropyTemp = entropy(''.join(x)) + + return(lengthTemp, depthTemp, entropyTemp) + +def enrichHTTP(dictEntry, domainName): + + subdomainArray = [] + subdomainBigramAvgList = [] + subdomainEntropyAvgList = [] + subdomainLengthAvgList = [] + subdomainDepthAvgList = [] + timeList = [] + + connLogList = [] + timeArray = [] + protoArray = [] + serviceArray = [] + durationArray = [] + origBytesArray = [] + respBytesArray = [] + origPacketsArray = [] + origIpBytesArray = [] + respPacketsArray = [] + respIpBytesArray = [] + + transList = [] + methodList = [] + + uriList = [] + ### + uriLenList = [] + uriDepList = [] + uriEntList = [] + uriHttpsList = [] + #### + agentList = [] + agentLenList = [] + agentDepList = [] + agentEntList = [] + + + requestLenList = [] + responseLenList = [] + + + tempArray = [] + finalArray = [] + flatArray = [] + + if domainName == "-": + #print("ERROR") + #print(dictEntry) + # Fail softly, you loser. + domainName = "fucked.com" + + + # Domain Name + domainName, tld, domainEntropy = domainEnrich(domainName) + + + print("Enriching " + str(domainName)) + for j in dictEntry: + + connLogList = connLogEnrich(j[1]) + #connLogList = connLogEnrichDomain(domainName) + + try: + + protoArray.append([connLogList[6]]) # string/option + serviceArray.append([connLogList[7]]) # string/option + durationArray.append(float(connLogList[8])) # num + origBytesArray.append(int(connLogList[9])) # num + respBytesArray.append(int(connLogList[10])) # num + origPacketsArray.append(int(connLogList[16])) # num + origIpBytesArray.append(int(connLogList[17])) # num + respPacketsArray.append(int(connLogList[18])) # num + respIpBytesArray.append(int(connLogList[19])) # num + + except IndexError or ValueError: + + connLogList = [0]*20 + ####### [0] + + timeArray.append(float(j[0])) + + ###### [6] trans_depth: Represents the pipelined depth into the connection of this request/response transaction. + transList.append(int(j[6])) + + ###### [7] method: Verb used in the HTTP request (GET, POST, HEAD, etc.). + methodList.append([j[7]]) + + ##### [8] host header + # Subdomain + subdomainName = (j[8].split(".")[:-2]) + subdomainName, subdomainDepth, subdomainLength, subdomainEntropy = subdomainEnrich(subdomainName) + + subdomainArray.append(subdomainName) + """subdomainEntropyAvgList.append(subdomainEntropy) + subdomainLengthAvgList.append(subdomainLength) + subdomainDepthAvgList.append(subdomainDepth) """ + + # Domain + #hostDomainArray.append(j[8]) + + ###### [9] uri: URI used in the request + ### Decompose URI into as many features as possible + uriEnriched = uriEnrich(j[8], j[9]) + + if uriEnriched[4] == False: + uriList.append([uriEnriched[0]]) + uriLenList.append(uriEnriched[1]) + uriDepList.append(uriEnriched[2]) + uriEntList.append(uriEnriched[3]) + + uriHttpsList.append(uriEnriched[4]) #bool + + + ###### [10] referer + # Domain + #referrerDomainList.append(j[10]) + + ##### [12] UserAgent + ### Decompose the user agent into a ton of features + agentEnriched = agentEnrich(j[11]) + + agentList.append([j[11]]) + agentLenList.append(agentEnriched[0]) + agentDepList.append(agentEnriched[1]) + agentEntList.append(agentEnriched[2]) + + #### Aggregation Features #### + # Time + + + + deltaTimeList = [j - i for i, j in zip(timeArray[:-1], timeArray[1:])] + count = len(methodList) + magicDurationArray = mathMagic(durationArray) + magicOrigBytesArray = mathMagic(origBytesArray) + magicRespBytesArray = mathMagic(respBytesArray) + magicOrigPacketsArray = mathMagic(origPacketsArray) + magicOrigIpBytesArray = mathMagic(origIpBytesArray) + magicRespPacketsArray = mathMagic(respPacketsArray) + magicRespIpBytesArray = mathMagic(respIpBytesArray) + + + #### Convert To Features #### + + # Bool Math + + + + + # String Math + temp0 = stringMagic(subdomainArray) # this is broken. + temp1 = stringMagic(agentList) + temp2 = stringMagic(uriList) + temp3 = stringMagic(methodList) + + # Math Math + temp_0 = mathMagic(deltaTimeList) + temp_1 = mathMagic(transList) + temp_2 = mathMagic(uriLenList) + temp_3 = mathMagic(uriDepList) + temp_4 = mathMagic(uriEntList) + temp_5 = mathMagic(agentLenList) + temp_6 = mathMagic(agentDepList) + temp_7 = mathMagic(agentEntList) + + tempArray.extend(( + temp0, + temp1, + temp2, + temp3, + temp_0, + temp_1, + temp_2, + temp_3, + temp_4, + temp_5, + temp_6, + temp_7, + magicDurationArray, + magicOrigBytesArray, + magicRespBytesArray, + magicOrigPacketsArray, + magicOrigIpBytesArray, + magicRespPacketsArray, + magicRespIpBytesArray, + )) + + tempArray = list(itertools.chain.from_iterable(tempArray)) + + finalArray.extend(( + [domainName], + [count], + tempArray, + )) + + finalArray = list(itertools.chain.from_iterable(finalArray)) + + return(finalArray) + +def listMaker(csvOne): + + f = open(csvOne) + csv_f = csv.reader(f) + + + listOfNames = [] + print("Making List") + for row in csv_f: + try: + + if is_good(row): + dictKey = str('.'.join(row[8].split(".")[-2:])) + + if is_number(dictKey[-1]): + b = "0" + else: + if dictKey in listOfNames: + b = "0" + + else: + + listOfNames.append(dictKey) + + + except: + print("ERROR: " + str(row)) + + + + + return(listOfNames) + + + +def dictionaryMaker(csvOne, targetDomain): + + magicDictionary = defaultdict(dict) + f = open(csvOne) + csv_f = csv.reader(f) + + + + print("Making Dictionary " + targetDomain) + for row in csv_f: + + try: + + if is_good(row): + dictKey = str('.'.join(row[8].split(".")[-2:])) + + + if is_number(dictKey[-1]): + x = 0 + if dictKey != targetDomain: + x = 0 + else: + if dictKey in magicDictionary: + magicDictionary[dictKey].append(row) + + + else: + + magicDictionary[dictKey] = [row] + + + except: + print("ERROR: " + str(row)) + + + + + return(magicDictionary) + +def threadedFunction(i): + magicDictionary = dictionaryMaker("myOut.csv", i) + + temp = dictionaryToArrays(magicDictionary) + with open("o.csv", "at") as f: + writer = csv.writer(f) + writer.writerow(temp) + +blacklist = ["usma.bluenet", "usna.bluenet", "hq.bluenet", "range.bluenet", "rmc.bluenet"] + +listOfNames = listMaker("myOut.csv") +#listOfNames = ["osha.gov"] +for name in blacklist: + listOfNames.remove(name) + +from multiprocessing.dummy import Pool as ThreadPool +pool = ThreadPool(3) +finalArray = pool.map(threadedFunction, listOfNames) + + diff --git a/myOut.csv b/myOut.csv new file mode 100644 index 0000000..6a63535 --- /dev/null +++ b/myOut.csv @@ -0,0 +1,971 @@ +0,1,2,3,4,5,6,7,8,9,10,11 +1491602258.362244,CgYJQU3wLzg04agfek,10.1.60.71,58056,10.1.60.70,80,2,POST,logserver.usma.bluenet,/elasticsearch/_msearch?timeout=0&ignore_unavailable=true&preference=1491601665472,http://logserver.usma.bluenet/app/kibana,Mozilla/5.0 (X11; Linux x86_64; rv:45.0) Gecko/20100101 Firefox/45.0 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