├── README.md ├── code └── url_features.csv /README.md: -------------------------------------------------------------------------------- 1 | # malware-detection-using-supervised-machine-learning-algorithm 2 | It is such a simple program to detect whether the given urls(u can give any number of urls in the program)is malicious or not. 3 | 4 | before running this code.py file make sure that u have installed all the necessarry packages like pandas,numpy.. 5 | 6 | the dataset given here(url_feature.csv) contains for than 10,000 urls. if u want u can reduce the number for time consumption. 7 | 8 | Algorithm used: All of URLs in the dataset are labeled. We use 5-fold method to train-test our systems. After selecting features, we used four machine learning algorithms. They are 9 | 10 | Linear Regression 11 | Logistic Regression 12 | Random Forest 13 | Gaussian Naïve-Bayes 14 | RESULTS: 15 | ALGORITHM -ACCURACY 16 | Linear Regression:- 93.04 17 | Logistic Regression:- 96.17 18 | Random Forest:- 82.20 19 | Naïve bayes:- 96.00 20 | -------------------------------------------------------------------------------- /code: -------------------------------------------------------------------------------- 1 | import pandas as pd 2 | import numpy as np 3 | import random 4 | 5 | 6 | # Machine Learning Packages 7 | from sklearn.feature_extraction.text import CountVectorizer 8 | from sklearn.feature_extraction.text import TfidfVectorizer 9 | from sklearn.linear_model import LogisticRegression 10 | from sklearn.model_selection import train_test_split 11 | 12 | # Load Url Data 13 | urls_data = pd.read_csv("url_features.csv") 14 | 15 | type(urls_data) 16 | 17 | urls_data.head() 18 | 19 | def makeTokens(f): 20 | tkns_BySlash = str(f.encode('utf-8')).split('/') # make tokens after splitting by slash 21 | total_Tokens = [] 22 | for i in tkns_BySlash: 23 | tokens = str(i).split('-') # make tokens after splitting by dash 24 | tkns_ByDot = [] 25 | for j in range(0,len(tokens)): 26 | temp_Tokens = str(tokens[j]).split('.') # make tokens after splitting by dot 27 | tkns_ByDot = tkns_ByDot + temp_Tokens 28 | total_Tokens = total_Tokens + tokens + tkns_ByDot 29 | total_Tokens = list(set(total_Tokens)) #remove redundant tokens 30 | if 'com' in total_Tokens: 31 | total_Tokens.remove('com') #removing .com since it occurs a lot of times and it should not be included in our features 32 | return total_Tokens 33 | 34 | y = urls_data["label"] 35 | url_list = urls_data["url"] 36 | 37 | #Using Default Tokenizer 38 | #vectorizer = TfidfVectorizer() 39 | 40 | # Using Custom Tokenizer 41 | vectorizer = TfidfVectorizer(tokenizer=makeTokens) 42 | 43 | X = vectorizer.fit_transform(url_list) 44 | 45 | X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) 46 | 47 | # Model Building 48 | #using logistic regression 49 | print("TRAINING PHASE") 50 | logit = LogisticRegression() 51 | logit.fit(X_train, y_train) 52 | print("Accuracy ",logit.score(X_test, y_test)) 53 | #print("coefficient :\n",logit.coef_) 54 | #print("Intercept:\n",logit.intercept_) 55 | 56 | PRINT("TESTING PHASE") 57 | X_predict = ["google.com/search=jcharistech", 58 | "google.com/search=faizanahmad", 59 | "pakistanifacebookforever.com/getpassword.php/", 60 | "www.radsport-voggel.de/wp-admin/includes/log.exe", 61 | "ahrenhei.without-transfer.ru/nethost.exe ", 62 | "www.itidea.it/centroesteticosothys/img/_notes/gum.exe"] 63 | 64 | X_predict = vectorizer.transform(X_predict) 65 | New_predict = logit.predict(X_predict) 66 | 67 | print("THE GIVEN URLS ARE : ",New_predict) 68 | 69 | """X_predict1 = ["www.buyfakebillsonlinee.blogspot.com", 70 | "www.unitedairlineslogistics.com", 71 | "www.stonehousedelivery.com", 72 | "www.silkroadmeds-onlinepharmacy.com" ] 73 | 74 | X_predict1 = vectorizer.transform(X_predict1) 75 | New_predict1 = logit.predict(X_predict1) 76 | print(New_predict1) 77 | 78 | vectorizer = TfidfVectorizer() 79 | X = vectorizer.fit_transform(url_list) 80 | X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42) 81 | 82 | logit = LogisticRegression() #using logistic regression 83 | logit.fit(X_train, y_train) 84 | 85 | print("Accuracy ",logit.score(X_test, y_test))""" 86 | -------------------------------------------------------------------------------- /url_features.csv: -------------------------------------------------------------------------------- 1 | token_count,rank_host,rank_country,ASNno,sec_sen_word_cnt,avg_token_length,No_of_dots,malicious,Length_of_url,avg_path_token,IPaddress_presence,Length_of_host,safebrowsing,URL,host,avg_domain_token_length,path_token_count,path,largest_domain,domain_token_count,largest_path,largest_token 2 | 3,1,1,15169,0,4.333333333333333,1,0,17,0,0,10,0,http://google.com,google.com,4.5,0,,6,2,0,6 3 | 3,2,2,32934,0,5.0,1,0,19,0,0,12,0,http://facebook.com,facebook.com,5.5,0,,8,2,0,8 4 | 3,3,3,15169,0,4.666666666666667,1,0,18,0,0,11,0,http://youtube.com,youtube.com,5.0,0,,7,2,0,7 5 | 3,4,4,36647,0,4.0,1,0,16,0,0,9,0,http://yahoo.com,yahoo.com,4.0,0,,5,2,0,5 6 | 3,6,1,23724,0,4.0,1,0,16,0,0,9,0,http://baidu.com,baidu.com,4.0,0,,5,2,0,5 7 | 3,5,6,14907,0,5.333333333333333,1,0,20,0,0,13,0,http://wikipedia.org,wikipedia.org,6.0,0,,9,2,0,9 8 | 3,7,2,17623,0,3.0,1,0,13,0,0,6,0,http://qq.com,qq.com,2.5,0,,3,2,0,4 9 | 3,10,8,20049,0,5.0,1,0,19,0,0,12,0,http://linkedin.com,linkedin.com,5.5,0,,8,2,0,8 10 | 3,11,15,8075,0,3.6666666666666665,1,0,15,0,0,8,0,http://live.com,live.com,3.5,0,,4,2,0,4 11 | 3,8,9,13414,0,4.666666666666667,1,0,18,0,0,11,0,http://twitter.com,twitter.com,5.0,0,,7,2,0,7 12 | 3,12,5,16509,0,4.333333333333333,1,0,17,0,0,10,0,http://amazon.com,amazon.com,4.5,0,,6,2,0,6 13 | 3,13,3,37963,0,4.333333333333333,1,0,17,0,0,10,0,http://taobao.com,taobao.com,4.5,0,,6,2,0,6 14 | 3,9,13,15169,0,5.0,1,0,19,0,0,12,0,http://blogspot.com,blogspot.com,5.5,0,,8,2,0,8 15 | 4,17,1,15169,0,3.5,2,0,19,0,0,12,0,http://google.co.in,google.co.in,3.3333333333333335,0,,6,3,0,6 16 | 3,15,21,13768,0,5.333333333333333,1,0,20,0,0,13,0,http://wordpress.com,wordpress.com,6.0,0,,9,2,0,9 17 | 4,16,4,4808,0,3.25,2,0,18,0,0,11,0,http://sina.com.cn,sina.com.cn,3.0,0,,4,3,0,4 18 | 3,29,1,13238,0,4.0,1,0,16,0,0,9,0,http://yandex.ru,yandex.ru,4.0,0,,6,2,0,6 19 | 4,26,1,24572,0,3.25,2,0,18,0,0,11,0,http://yahoo.co.jp,yahoo.co.jp,3.0,0,,5,3,0,5 20 | 3,20,10,8075,0,3.6666666666666665,1,0,15,0,0,8,0,http://bing.com,bing.com,3.5,0,,4,2,0,4 21 | 3,14,5,4808,0,4.333333333333333,1,0,17,0,0,10,0,http://hao123.com,hao123.com,4.5,0,,6,2,0,6 22 | 3,27,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.de,google.de,4.0,0,,6,2,0,6 23 | 3,38,2,47541,0,3.0,1,0,13,0,0,6,0,http://vk.com,vk.com,2.5,0,,3,2,0,4 24 | 3,25,7,11643,0,3.6666666666666665,1,0,15,0,0,8,0,http://ebay.com,ebay.com,3.5,0,,4,2,0,4 25 | 3,18,6,45062,0,3.3333333333333335,1,0,14,0,0,7,0,http://163.com,163.com,3.0,0,,3,2,0,4 26 | 3,19,46,-1,0,8.0,1,0,28,0,0,21,0,http://googleusercontent.com,googleusercontent.com,10.0,0,,17,2,0,17 27 | 4,34,1,15169,0,3.5,2,0,19,0,0,12,0,http://google.co.uk,google.co.uk,3.3333333333333335,0,,6,3,0,6 28 | 3,23,17,33612,0,4.333333333333333,1,0,17,0,0,10,0,http://tumblr.com,tumblr.com,4.5,0,,6,2,0,6 29 | 3,28,12,14618,0,5.333333333333333,1,0,20,0,0,13,0,http://pinterest.com,pinterest.com,6.0,0,,9,2,0,9 30 | 3,36,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.fr,google.fr,4.0,0,,6,2,0,6 31 | 3,31,25,714,0,4.0,1,0,16,0,0,9,0,http://apple.com,apple.com,4.0,0,,5,2,0,5 32 | 3,21,23,8075,0,3.3333333333333335,1,0,14,0,0,7,0,http://msn.com,msn.com,3.0,0,,3,2,0,4 33 | 4,43,2,15169,0,3.75,2,0,20,0,0,13,0,http://google.com.br,google.com.br,3.6666666666666665,0,,6,3,0,6 34 | 3,30,7,23724,0,4.0,1,0,16,0,0,9,0,http://weibo.com,weibo.com,4.0,0,,5,2,0,5 35 | 3,42,5,47764,0,3.3333333333333335,1,0,14,0,0,7,0,http://mail.ru,mail.ru,3.0,0,,4,2,0,4 36 | 3,22,33,8075,0,5.333333333333333,1,0,20,0,0,13,0,http://microsoft.com,microsoft.com,6.0,0,,9,2,0,9 37 | 4,45,2,15169,0,3.5,2,0,19,0,0,12,0,http://google.co.jp,google.co.jp,3.3333333333333335,0,,6,3,0,6 38 | 3,33,11,4134,0,3.6666666666666665,1,0,15,0,0,8,0,http://soso.com,soso.com,3.5,0,,4,2,0,4 39 | 3,32,22,14618,0,5.333333333333333,1,0,20,0,0,13,0,http://instagram.com,instagram.com,6.0,0,,9,2,0,9 40 | 3,24,36,16798,0,3.3333333333333335,1,0,14,0,0,7,0,http://ask.com,ask.com,3.0,0,,3,2,0,4 41 | 3,37,19,11643,0,4.333333333333333,1,0,17,0,0,10,0,http://paypal.com,paypal.com,4.5,0,,6,2,0,6 42 | 4,39,12,15169,0,3.75,2,0,20,0,0,13,0,http://google.com.hk,google.com.hk,3.6666666666666665,0,,6,3,0,6 43 | 3,46,3,15169,0,4.0,1,0,16,0,0,9,0,http://google.ru,google.ru,4.0,0,,6,2,0,6 44 | 3,44,56,15169,0,4.666666666666667,1,0,18,0,0,11,0,http://blogger.com,blogger.com,5.0,0,,7,2,0,7 45 | 3,49,44,46652,0,4.666666666666667,1,0,18,0,0,11,0,http://xvideos.com,xvideos.com,5.0,0,,7,2,0,7 46 | 3,52,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.it,google.it,4.0,0,,6,2,0,6 47 | 3,41,8,37963,0,4.0,1,0,16,0,0,9,0,http://tmall.com,tmall.com,4.0,0,,5,2,0,5 48 | 3,47,29,16509,0,3.6666666666666665,1,0,15,0,0,8,0,http://imdb.com,imdb.com,3.5,0,,4,2,0,4 49 | 3,55,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.es,google.es,4.0,0,,6,2,0,6 50 | 3,62,11,22414,0,5.666666666666667,1,0,21,0,0,14,0,http://craigslist.org,craigslist.org,6.5,0,,10,2,0,10 51 | 3,40,10,23724,0,3.6666666666666665,1,0,15,0,0,8,0,http://sohu.com,sohu.com,3.5,0,,4,2,0,4 52 | 3,35,9,23724,0,3.0,1,0,13,0,0,6,0,http://360.cn,360.cn,2.5,0,,3,2,0,4 53 | 3,51,14,8137,0,3.0,1,0,13,0,0,6,0,http://go.com,go.com,2.5,0,,3,2,0,4 54 | 4,48,6,2818,0,2.75,2,0,16,0,0,9,0,http://bbc.co.uk,bbc.co.uk,2.3333333333333335,0,,3,3,0,4 55 | 3,64,51,39572,0,5.0,1,0,19,0,0,12,0,http://xhamster.com,xhamster.com,5.5,0,,8,2,0,8 56 | 3,50,62,25791,0,6.666666666666667,1,0,24,0,0,17,0,http://stackoverflow.com,stackoverflow.com,8.0,0,,13,2,0,13 57 | 4,69,1,15169,0,3.75,2,0,20,0,0,13,0,http://google.com.mx,google.com.mx,3.6666666666666665,0,,6,3,0,6 58 | 4,59,4,16509,0,3.5,2,0,19,0,0,12,0,http://amazon.co.jp,amazon.co.jp,3.3333333333333335,0,,6,3,0,6 59 | 3,53,20,5662,0,3.3333333333333335,1,0,14,0,0,7,0,http://cnn.com,cnn.com,3.0,0,,3,2,0,4 60 | 3,70,7,51006,0,4.333333333333333,1,0,17,0,0,10,0,http://neobux.com,neobux.com,4.5,0,,6,2,0,6 61 | 3,73,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.ca,google.ca,4.0,0,,6,2,0,6 62 | 3,68,6,16509,0,3.3333333333333335,1,0,14,0,0,7,0,http://fc2.com,fc2.com,3.0,0,,3,2,0,4 63 | 3,77,27,13335,0,4.0,1,0,16,0,0,9,0,http://imgur.com,imgur.com,4.0,0,,5,2,0,5 64 | 3,65,17,23650,0,4.0,1,0,16,0,0,9,0,http://youku.com,youku.com,4.0,0,,5,2,0,5 65 | 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3,291,12,9052,0,4.0,1,0,16,0,0,9,0,http://marca.com,marca.com,4.0,0,,5,2,0,5 289 | 4,279,42,4808,0,4.0,2,0,21,0,0,14,0,http://caijing.com.cn,caijing.com.cn,4.0,0,,7,3,0,7 290 | 3,308,88,40444,0,7.333333333333333,1,0,26,0,0,19,0,http://constantcontact.com,constantcontact.com,9.0,0,,15,2,0,15 291 | 3,392,12,8523,0,3.6666666666666665,1,0,15,0,0,8,0,http://avito.ru,avito.ru,3.5,0,,5,2,0,5 292 | 3,219,113,14492,0,7.333333333333333,1,0,26,0,0,19,0,http://businessinsider.com,businessinsider.com,9.0,0,,15,2,0,15 293 | 3,201,14,8426,0,6.333333333333333,1,0,23,0,0,16,0,http://espncricinfo.com,espncricinfo.com,7.5,0,,12,2,0,12 294 | 3,303,36,4589,0,3.6666666666666665,1,0,15,0,0,8,0,http://goal.com,goal.com,3.5,0,,4,2,0,4 295 | 3,304,22,36351,0,4.666666666666667,1,0,18,0,0,11,0,http://histats.com,histats.com,5.0,0,,7,2,0,7 296 | 3,331,33,4847,0,4.333333333333333,1,0,17,0,0,10,0,http://douban.com,douban.com,4.5,0,,6,2,0,6 297 | 3,343,311,30361,0,4.666666666666667,1,0,18,0,0,11,0,http://youjizz.com,youjizz.com,5.0,0,,7,2,0,7 298 | 3,374,38,23844,0,4.333333333333333,1,0,17,0,0,10,0,http://hudong.com,hudong.com,4.5,0,,6,2,0,6 299 | 4,253,14,15169,0,4.0,2,0,21,0,0,14,0,http://blogspot.co.uk,blogspot.co.uk,4.0,0,,8,3,0,8 300 | 3,1025,4899,38957,0,6.333333333333333,1,0,23,0,0,16,0,http://extratorrent.com,extratorrent.com,7.5,0,,12,2,0,12 301 | 3,353,39,4134,0,3.0,1,0,13,0,0,6,0,http://56.com,56.com,2.5,0,,3,2,0,4 302 | 3,409,96,38361,0,5.0,1,0,19,0,0,12,0,http://onlylady.com,onlylady.com,5.5,0,,8,2,0,8 303 | 3,366,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.cl,google.cl,4.0,0,,6,2,0,6 304 | 3,378,9,24211,0,4.0,1,0,16,0,0,9,0,http://detik.com,detik.com,4.0,0,,5,2,0,5 305 | 3,377,18,12008,0,3.0,1,0,13,0,0,6,0,http://olx.in,olx.in,2.5,0,,3,2,0,4 306 | 3,286,266,10782,0,3.0,1,0,13,0,0,6,0,http://hp.com,hp.com,2.5,0,,3,2,0,4 307 | 3,293,190,27437,0,3.3333333333333335,1,0,14,0,0,7,0,http://ign.com,ign.com,3.0,0,,3,2,0,4 308 | 3,351,461,19994,0,5.666666666666667,1,0,21,0,0,14,0,http://codecanyon.net,codecanyon.net,6.5,0,,10,2,0,10 309 | 3,328,214,36351,0,5.333333333333333,1,0,20,0,0,13,0,http://clickbank.com,clickbank.com,6.0,0,,9,2,0,9 310 | 3,281,419,5483,0,6.0,1,0,22,0,0,15,0,http://hardsextube.com,hardsextube.com,7.0,0,,11,2,0,11 311 | 4,332,15,38043,0,2.75,2,0,16,0,0,9,0,http://dmm.co.jp,dmm.co.jp,2.3333333333333335,0,,3,3,0,4 312 | 3,238,224,30060,0,4.0,1,0,16,0,0,9,0,http://bitly.com,bitly.com,4.0,0,,5,2,0,5 313 | 3,358,11,8560,0,3.0,1,0,13,0,0,6,0,http://web.de,web.de,2.5,0,,3,2,0,4 314 | 3,338,7,3242,0,4.0,1,0,16,0,0,9,0,http://libero.it,libero.it,4.0,0,,6,2,0,6 315 | 3,329,124,19994,0,6.333333333333333,1,0,23,0,0,16,0,http://infusionsoft.com,infusionsoft.com,7.5,0,,12,2,0,12 316 | 3,317,89,32475,0,5.0,1,0,19,0,0,12,0,http://gsmarena.com,gsmarena.com,5.5,0,,8,2,0,8 317 | 3,361,110,25751,0,3.0,1,0,13,0,0,6,0,http://cj.com,cj.com,2.5,0,,3,2,0,4 318 | 3,398,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.pt,google.pt,4.0,0,,6,2,0,6 319 | 3,255,209,36351,0,4.333333333333333,1,0,17,0,0,10,0,http://disqus.com,disqus.com,4.5,0,,6,2,0,6 320 | 3,356,147,18657,0,4.333333333333333,1,0,17,0,0,10,0,http://meetup.com,meetup.com,4.5,0,,6,2,0,6 321 | 4,414,2,15169,0,3.75,2,0,20,0,0,13,0,http://google.com.bd,google.com.bd,3.6666666666666665,0,,6,3,0,6 322 | 4,768,208,17964,0,3.25,2,0,18,0,0,11,0,http://enet.com.cn,enet.com.cn,3.0,0,,4,3,0,4 323 | 3,299,75,5774,0,3.6666666666666665,1,0,15,0,0,8,0,http://usps.com,usps.com,3.5,0,,4,2,0,4 324 | 4,449,5,12978,0,4.25,2,0,22,0,0,15,0,http://hurriyet.com.tr,hurriyet.com.tr,4.333333333333333,0,,8,3,0,8 325 | 3,254,22,17439,0,3.0,1,0,13,0,0,6,0,http://in.com,in.com,2.5,0,,3,2,0,4 326 | 3,386,4,31549,0,5.0,1,0,19,0,0,12,0,http://varzesh3.com,varzesh3.com,5.5,0,,8,2,0,8 327 | 3,256,186,10361,0,5.333333333333333,1,0,20,0,0,13,0,http://bloomberg.com,bloomberg.com,6.0,0,,9,2,0,9 328 | 3,269,761,36323,0,5.333333333333333,1,0,20,0,0,13,0,http://imageshack.us,imageshack.us,6.0,0,,10,2,0,10 329 | 3,216,455,11608,0,7.666666666666667,1,0,27,0,0,20,0,http://thefreecamsecret.com,thefreecamsecret.com,9.5,0,,16,2,0,16 330 | 3,301,95,7726,0,4.0,1,0,16,0,0,9,0,http://fedex.com,fedex.com,4.0,0,,5,2,0,5 331 | 3,432,9,8891,0,4.0,1,0,16,0,0,9,0,http://orange.fr,orange.fr,4.0,0,,6,2,0,6 332 | 3,542,148,38361,0,4.333333333333333,1,0,17,0,0,10,0,http://pchome.net,pchome.net,4.5,0,,6,2,0,6 333 | 3,428,9,3462,0,5.0,1,0,19,0,0,12,0,http://mobile01.com,mobile01.com,5.5,0,,8,2,0,8 334 | 4,442,94,4134,0,3.0,2,0,17,0,0,10,0,http://voc.com.cn,voc.com.cn,2.6666666666666665,0,,3,3,0,4 335 | 3,326,13,50343,0,3.6666666666666665,1,0,15,0,0,8,0,http://xing.com,xing.com,3.5,0,,4,2,0,4 336 | 4,491,6,9121,0,4.25,2,0,22,0,0,15,0,http://milliyet.com.tr,milliyet.com.tr,4.333333333333333,0,,8,3,0,8 337 | 3,367,199,46606,0,5.0,1,0,19,0,0,12,0,http://bluehost.com,bluehost.com,5.5,0,,8,2,0,8 338 | 3,340,3,23576,0,4.0,1,0,16,0,0,9,0,http://naver.com,naver.com,4.0,0,,5,2,0,5 339 | 3,322,65,20940,0,3.6666666666666665,1,0,15,0,0,8,0,http://hulu.com,hulu.com,3.5,0,,4,2,0,4 340 | 3,276,363,7754,0,6.0,1,0,22,0,0,15,0,http://siteadvisor.com,siteadvisor.com,7.0,0,,11,2,0,11 341 | 3,307,31,17439,0,3.6666666666666665,1,0,15,0,0,8,0,http://ndtv.com,ndtv.com,3.5,0,,4,2,0,4 342 | 3,264,436,9009,0,5.333333333333333,1,0,20,0,0,13,0,http://putlocker.com,putlocker.com,6.0,0,,9,2,0,9 343 | 3,319,90,12188,0,3.0,1,0,13,0,0,6,0,http://xe.com,xe.com,2.5,0,,3,2,0,4 344 | 3,403,15,26228,0,4.333333333333333,1,0,17,0,0,10,0,http://kooora.com,kooora.com,4.5,0,,6,2,0,6 345 | 3,344,9,3313,0,5.333333333333333,1,0,20,0,0,13,0,http://repubblica.it,repubblica.it,6.0,0,,10,2,0,10 346 | 3,302,48,17052,0,4.333333333333333,1,0,17,0,0,10,0,http://target.com,target.com,4.5,0,,6,2,0,6 347 | 3,274,41,20940,0,4.666666666666667,1,0,18,0,0,11,0,http://bestbuy.com,bestbuy.com,5.0,0,,7,2,0,7 348 | 3,311,424,32421,0,5.333333333333333,1,0,20,0,0,13,0,http://linkbucks.com,linkbucks.com,6.0,0,,9,2,0,9 349 | 3,424,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.cz,google.cz,4.0,0,,6,2,0,6 350 | 3,372,430,39572,0,3.6666666666666665,1,0,15,0,0,8,0,http://beeg.com,beeg.com,3.5,0,,4,2,0,4 351 | 3,416,256,13623,0,6.0,1,0,22,0,0,15,0,http://istockphoto.com,istockphoto.com,7.0,0,,11,2,0,11 352 | 3,202,92,14618,0,5.0,1,0,19,0,0,12,0,http://upworthy.com,upworthy.com,5.5,0,,8,2,0,8 353 | 3,296,193,3527,0,3.3333333333333335,1,0,14,0,0,7,0,http://nih.gov,nih.gov,3.0,0,,3,2,0,4 354 | 3,290,29,4134,0,4.333333333333333,1,0,17,0,0,10,0,http://chinaz.com,chinaz.com,4.5,0,,6,2,0,6 355 | 3,507,195,3356,0,5.666666666666667,1,0,21,0,0,14,0,http://motherless.com,motherless.com,6.5,0,,10,2,0,10 356 | 4,721,384,38361,0,3.0,2,0,17,0,0,10,0,http://zol.com.cn,zol.com.cn,2.6666666666666665,0,,3,3,0,4 357 | 3,444,23,11643,0,3.3333333333333335,1,0,14,0,0,7,0,http://ebay.in,ebay.in,3.0,0,,4,2,0,4 358 | 3,232,517,33517,0,5.333333333333333,1,0,20,0,0,13,0,http://speedtest.net,speedtest.net,6.0,0,,9,2,0,9 359 | 3,294,282,13768,0,5.666666666666667,1,0,21,0,0,14,0,http://techcrunch.com,techcrunch.com,6.5,0,,10,2,0,10 360 | 3,282,136,46244,0,4.0,1,0,16,0,0,9,0,http://webmd.com,webmd.com,4.0,0,,5,2,0,5 361 | 3,393,787,30496,0,4.333333333333333,1,0,17,0,0,10,0,http://joomla.org,joomla.org,4.5,0,,6,2,0,6 362 | 3,257,315,15169,0,6.0,1,0,22,0,0,15,0,http://doubleclick.com,doubleclick.com,7.0,0,,11,2,0,11 363 | 3,314,15,15169,0,4.666666666666667,1,0,18,0,0,11,0,http://blogspot.de,blogspot.de,5.0,0,,8,2,0,8 364 | 3,300,25,4134,0,4.0,1,0,16,0,0,9,0,http://tianya.cn,tianya.cn,4.0,0,,6,2,0,6 365 | 3,147,15,4808,0,5.333333333333333,1,0,20,0,0,13,0,http://xinhuanet.com,xinhuanet.com,6.0,0,,9,2,0,9 366 | 3,306,30,37963,0,3.6666666666666665,1,0,15,0,0,8,0,http://cnzz.com,cnzz.com,3.5,0,,4,2,0,4 367 | 3,486,8,11643,0,3.3333333333333335,1,0,14,0,0,7,0,http://ebay.it,ebay.it,3.0,0,,4,2,0,4 368 | 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3,387,25,38895,0,5.0,1,0,19,0,0,12,0,http://snapdeal.com,snapdeal.com,5.5,0,,8,2,0,8 379 | 3,384,87,14618,0,4.0,1,0,16,0,0,9,0,http://quora.com,quora.com,4.0,0,,5,2,0,5 380 | 3,280,26,23724,0,3.0,1,0,13,0,0,6,0,http://so.com,so.com,2.5,0,,3,2,0,4 381 | 3,473,5,13238,0,4.0,1,0,16,0,0,9,0,http://yandex.ua,yandex.ua,4.0,0,,6,2,0,6 382 | 3,226,91,12188,0,4.0,1,0,16,0,0,9,0,http://optmd.com,optmd.com,4.0,0,,5,2,0,5 383 | 3,410,19,17439,0,4.0,1,0,16,0,0,9,0,http://quikr.com,quikr.com,4.0,0,,5,2,0,5 384 | 4,870,277,38361,0,3.25,2,0,18,0,0,11,0,http://xcar.com.cn,xcar.com.cn,3.0,0,,4,3,0,4 385 | 3,512,100,-1,0,4.666666666666667,1,0,18,0,0,11,0,http://workercn.cn,workercn.cn,5.0,0,,8,2,0,8 386 | 3,513,110,17623,0,3.3333333333333335,1,0,14,0,0,7,0,http://p5w.net,p5w.net,3.0,0,,3,2,0,4 387 | 3,481,82,4134,0,3.3333333333333335,1,0,14,0,0,7,0,http://jqw.com,jqw.com,3.0,0,,3,2,0,4 388 | 3,480,1,15169,0,4.0,1,0,16,0,0,9,0,http://google.no,google.no,4.0,0,,6,2,0,6 389 | 3,360,52,4808,0,4.0,1,0,16,0,0,9,0,http://tudou.com,tudou.com,4.0,0,,5,2,0,5 390 | 3,417,101,6641,0,5.333333333333333,1,0,20,0,0,13,0,http://cbssports.com,cbssports.com,6.0,0,,9,2,0,9 391 | 4,438,5,15169,0,3.75,2,0,20,0,0,13,0,http://google.com.my,google.com.my,3.6666666666666665,0,,6,3,0,6 392 | 3,244,264,6939,0,4.666666666666667,1,0,18,0,0,11,0,http://tinyurl.com,tinyurl.com,5.0,0,,7,2,0,7 393 | 3,324,141,16265,0,7.333333333333333,1,0,26,0,0,19,0,http://goodgamestudios.com,goodgamestudios.com,9.0,0,,15,2,0,15 394 | 3,224,87,26458,0,6.333333333333333,1,0,23,0,0,16,0,http://drudgereport.com,drudgereport.com,7.5,0,,12,2,0,12 395 | 3,258,329,6939,0,4.333333333333333,1,0,17,0,0,10,0,http://feedly.com,feedly.com,4.5,0,,6,2,0,6 396 | 3,346,76,16625,0,4.666666666666667,1,0,18,0,0,11,0,http://groupon.com,groupon.com,5.0,0,,7,2,0,7 397 | 4,499,1,15169,0,3.5,2,0,19,0,0,12,0,http://google.co.hu,google.co.hu,3.3333333333333335,0,,6,3,0,6 398 | 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3,359,28,4755,0,5.0,1,0,19,0,0,12,0,http://hdfcbank.com,hdfcbank.com,5.5,0,,8,2,0,8 409 | 3,411,278,1785,0,6.0,1,0,22,0,0,15,0,http://getresponse.com,getresponse.com,7.0,0,,11,2,0,11 410 | 3,380,219,3614,0,3.6666666666666665,1,0,15,0,0,8,0,http://dell.com,dell.com,3.5,0,,4,2,0,4 411 | 3,537,420,4262,0,3.3333333333333335,1,0,14,0,0,7,0,http://mlb.com,mlb.com,3.0,0,,3,2,0,4 412 | 3,689,10000,-1,0,5.666666666666667,1,0,21,0,0,14,0,http://trafficunit.in,trafficunit.in,6.5,0,,11,2,0,11 413 | 3,563,138,19071,0,4.0,1,0,16,0,0,9,0,http://match.com,match.com,4.0,0,,5,2,0,5 414 | 3,478,728,14618,0,5.666666666666667,1,0,21,0,0,14,0,http://freelancer.com,freelancer.com,6.5,0,,10,2,0,10 415 | 3,451,20,4694,0,4.333333333333333,1,0,17,0,0,10,0,http://kakaku.com,kakaku.com,4.5,0,,6,2,0,6 416 | 3,423,8,8535,0,4.0,1,0,16,0,0,9,0,http://gazeta.pl,gazeta.pl,4.0,0,,6,2,0,6 417 | 3,381,11,9052,0,4.333333333333333,1,0,17,0,0,10,0,http://elmundo.es,elmundo.es,4.5,0,,7,2,0,7 418 | 3,239,234,15169,0,3.0,1,0,13,0,0,6,0,http://goo.gl,goo.gl,2.5,0,,3,2,0,4 419 | 4,401,14,3320,0,3.25,1,0,18,0,0,11,0,http://t-online.de,t-online.de,3.0,0,,6,3,0,6 420 | 3,692,1037,13335,0,5.333333333333333,1,0,20,0,0,13,0,http://clixsense.com,clixsense.com,6.0,0,,9,2,0,9 421 | 3,523,428,41471,0,3.6666666666666665,1,0,15,0,0,8,0,http://twoo.com,twoo.com,3.5,0,,4,2,0,4 422 | 4,405,15,11706,0,3.5,2,0,19,0,0,12,0,http://terra.com.br,terra.com.br,3.3333333333333335,0,,5,3,0,5 423 | 4,320,130,8137,0,4.0,2,0,21,0,0,14,0,http://abcnews.go.com,abcnews.go.com,4.0,0,,7,3,0,7 424 | 4,412,7,15169,0,3.5,2,0,19,0,0,12,0,http://google.co.kr,google.co.kr,3.3333333333333335,0,,6,3,0,6 425 | 3,467,280,19994,0,4.666666666666667,1,0,18,0,0,11,0,http://zendesk.com,zendesk.com,5.0,0,,7,2,0,7 426 | 3,475,2,43037,0,4.0,1,0,16,0,0,9,0,http://seznam.cz,seznam.cz,4.0,0,,6,2,0,6 427 | 3,400,796,50098,0,5.666666666666667,1,0,21,0,0,14,0,http://rapidgator.net,rapidgator.net,6.5,0,,10,2,0,10 428 | 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