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Datasets:
pirocheto
/
phishing-url

Tasks:
Text Classification
Tabular Classification
Token Classification
Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Size:
10K - 100K
ArXiv:
Tags:
phishing
url
security
Libraries:
Datasets
pandas
License:
Dataset card Viewer Files Community
2
Dataset Viewer
Auto-converted to Parquet
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url
stringlengths
12
1.64k
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int64
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status
stringclasses
2 values
https://www.todayshomeowner.com/how-to-make-homemade-insecticidal-soap-for-plants/
82
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0
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1
0
10
3
2
3
2
15
15
12
6
9
5.25
0
0
0
0
0
0
502
0.918327
0.081673
0
2
0
0.146341
0
0.097561
0
1
28.571429
0
99.170124
0.829876
0
0
0
89.539749
0
0
0
1
1
0
240
8,892
67,860
0
1
4
legitimate
http://thapthan.ac.th/information/confirmation/110dpbox/page/486743eb73799618ccfe5f14ca95b9a8
93
14
1
2
0
0
0
0
0
0
0
0
0
7
0
1
0
0
0
0
0
0
0
0
1
0.258065
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0
0
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2
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0
0
1
0
6
3
4
8
4
32
8
32
12.5
8
13.4
0
0
0
0
0
0
12
0.916667
0.083333
0
0
0
0
0
0
0
0
83.333333
0
100
0
0
0
0
0
0
0
0
1
0
1
0
2,996
4,189,860
0
1
2
phishing
http://app.dialoginsight.com/T/OFC4/L2S/3888/B2685608/XRKO/737015/27934048/Ehc0TG/1/1627685/VdR2nPao/I/749903/y3ULZ4.html
121
21
1
3
0
0
0
0
0
0
0
0
0
17
0
1
0
0
0
0
0
0
0
0
1
0.371901
0
0
0
0
0
0
3
0
0
1
0
3
0
18
5
1
3
1
13
13
8
5.166667
8
4.8125
1
0
0
0
0
0
83
0.614458
0.385542
0
1
0
0.1875
0
0
0
1
92.307692
0
100
0
0
0
0
9.375
0
0
0
1
1
0
30
2,527
346,022
0
1
3
phishing
https://www.bedslide.com
24
16
0
2
0
0
0
0
0
0
0
0
0
2
0
1
0
0
0
0
1
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0
0
0
0
0
2
0
0
0
0
0
0
2
3
3
3
0
8
8
0
5.5
5.5
0
0
0
0
0
0
0
91
0.879121
0.120879
0
0
0
0.181818
0
0.090909
1
0
93.103448
0
41.666667
58.333333
0
0
0
80
0
0
0
0
0
0
139
7,531
1,059,151
0
0
4
legitimate
https://tabs.ultimate-guitar.com/s/sex_pistols/god_save_the_queen_crd.htm
73
24
0
3
1
0
0
0
0
0
5
0
0
5
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1
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0
0
0
0
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3
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1
0
12
1
1
4
1
8
8
7
4.166667
6
3.555556
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0
0
0
0
0
38
0.842105
0.157895
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0
0
0
0
1
0
1
78.571429
0
100
0
0
0
0
0
0
0
0
0
0
0
3,002
7,590
635
0
1
5
legitimate
http://netarafta.com/fresh/onedri/one/index.php
47
13
0
2
0
0
0
0
0
0
0
0
0
6
0
1
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0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
2
0
0
0
0
0
0
6
0
3
9
3
9
9
6
5.166667
9
4.4
0
0
0
0
0
0
6
0.5
0.5
0
1
0
0
0
0
0
1
50
0
0
0
0
0
0
0
0
0
0
1
0
0
283
-1
0
0
1
0
phishing
http://stpaulsdillsburg.com/administrator/images/outlook/index.php
66
20
0
2
0
0
0
0
0
0
0
0
0
6
0
1
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0
0
0
0
0
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1
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2
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0
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6
2
3
16
3
16
16
13
8.333333
16
6.8
2
0
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0
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0
16
0.875
0.125
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0
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1
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0
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0
100
0
0
0
0
0
0
0
0
0
0
1
0
0
47
6,163
0
0
1
2
phishing
https://forums.digitalpoint.com/threads/how-to-convert-txt-files-to-csv.1446799/
80
23
1
3
6
0
0
0
0
0
0
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5
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1
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0.0875
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0
11
2
2
6
2
12
12
7
5.181818
9
4.333333
0
0
0
0
0
0
226
0.964602
0.035398
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0
0
0.625
0
0
0
1
81.818182
0
100
0
0
0
0
72.727273
0
0
0
1
0
0
616
7,785
19,148
0
0
4
legitimate
http://www.calculatorsoup.com/calculators/math/index.php
56
22
0
3
0
0
0
0
0
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3
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1
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6
3
3
3
3
14
14
11
6.666667
8.5
5.75
0
0
0
0
0
0
59
0.898305
0.101695
0
0
0
0
0
0
0
0
89.473684
0
80
20
0
0
0
25
0
0
0
1
1
0
-1
3,864
2,280
0
0
4
legitimate
https://magalu-crediarioluiza.com/Produto_20203/produto.php?sku=1962067
71
25
1
2
1
0
1
0
0
1
1
0
0
4
0
1
0
0
0
0
0
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0
0
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0.169014
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0
0
0
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2
1
0
0
0
0
0
8
0
3
6
3
14
14
7
6.5
10
5.333333
0
0
0
0
0
0
582
0.28866
0.71134
0
5
0
0.13285
0
0.077295
0
1
6.976744
0
6.666667
93.333333
0
0
0
7.391304
0
0
0
1
1
0
358
7
0
0
1
0
phishing
https://likewap.top/
20
11
0
1
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
0
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1
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0
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0
1
0
1
0
7
7
0
7
7
0
7
7
0
0
0
0
0
1
0
66
0.424242
0.575758
0
0
0
0
0
0
0
0
33.333333
0
92.307692
7.692308
0
0
0
0
0
0
0
0
0
0
67
-1
0
0
0
1
legitimate
https://www.scientificamerican.com/article/succession-science-are-fingerprint-patterns-inherited/
97
26
0
2
5
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
1
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0
0
0
0
0
0
0
0
0
0
2
0
0
0
0
0
0
9
6
3
3
3
18
18
11
8.444444
10.5
7.857143
0
0
0
0
0
0
94
0.414894
0.585106
0
0
0
0.236364
0
0.545455
0
1
30.30303
0
75
25
0
0
0
50
0
0
0
1
1
0
286
8,481
3,227
0
0
6
legitimate
https://jimryky.blogspot.com/2018/11/syempaxxx.html
51
20
0
3
0
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
0
0
0
0
0
0.117647
0
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0
0
0
3
0
0
1
0
0
0
6
4
2
7
2
9
8
9
5.666667
7.5
4.75
0
1
0
0
0
0
35
0.142857
0.857143
0
2
0
0.133333
0
0
1
1
10
0
50
50
0
0
0
12.5
0
0
0
1
1
0
372
7,297
0
0
1
5
phishing
http://viccats.camcam.dns-cloud.net/Verify/YahooVerification/873a2c86e025cde5e6a50432e726233d/index2.php
104
28
1
4
1
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
0
0
0
0
1
0.221154
0
0
0
0
0
0
3
1
0
0
0
0
0
9
3
3
3
3
32
7
32
9.444444
5.25
12.8
0
0
0
0
0
0
31
0.032258
0.967742
0
0
0
0.1
0
0.033333
0
0
0
0
0
100
0
0
0
0
0
0
0
0
1
0
79
1,016
1,211,946
0
1
2
phishing
http://www.queen-of-theme-party-games.com/mickey-mouse-birthday-party-ideas.html
80
34
0
3
8
0
0
0
0
0
0
0
0
3
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1
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0
0
0
1
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0
0
1
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0
0
0
0
0
0
3
0
0
0
0
0
0
12
4
2
2
4
8
5
8
4.833333
4.166667
5.5
0
0
0
0
0
0
55
0.709091
0.290909
0
1
0
0.25
0
0.3125
0
1
55.555556
0
40
60
0
0
0
0
0
0
0
1
1
0
193
3,459
324,208
0
0
4
legitimate
http://www.goepsa.com/Old%20Files/yahoo/IDCHECK.html
52
14
0
3
0
0
0
0
0
0
0
0
1
5
0
1
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1
1
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1
0.038462
0
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3
0
0
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0
0
0
7
4
3
3
3
7
6
7
5
4.5
5.2
0
0
0
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2
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1
0
0
0
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0
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0
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0
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0
0
0
0
1
1
0
0
438
657
0
0
1
0
phishing
http://www.cndoubleegret.com/admin/secure/cmd-login=ffa9cbde0d3cf9051af20b1737013098/?reff=MDc2ZGI2YTUxNWQ5YTQzZmI1YzNlZjJhNTE3MmVhOGM=&[email protected]
160
21
1
3
1
1
1
1
0
4
0
0
0
6
0
1
0
1
0
0
1
1
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0
1
0.15
0
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1
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0
3
1
0
1
0
2
0
13
9
3
3
3
43
13
43
10.384615
8
10.818182
2
0
0
0
0
0
23
0.782609
0.217391
0
0
0
0
0
0.2
0
0
66.666667
0
100
0
0
0
0
20
0
0
0
1
1
0
99
4,284
0
0
1
1
phishing
http://poligrafiapias.com/Secured-adobe/2b078be1175659f354b82191320e7c51/
73
18
1
1
1
0
0
0
0
0
0
0
0
5
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1
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0
0
0
0
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1
0.342466
0
0
0
0
0
0
1
1
0
0
0
0
0
4
1
5
14
5
32
14
32
14.5
14
14.666667
0
0
0
0
0
0
14
1
0
0
0
0
0
0
0
0
0
100
0
100
0
0
0
0
0
0
0
0
1
0
0
321
-1
0
0
1
0
phishing
http://antz.co.in/include/5hkl.html
35
10
0
3
0
0
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
0
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0
1
0.028571
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0
0
0
0
3
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0
0
0
1
0
4
0
4
4
4
7
4
7
4.75
4
5
0
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0
0
0
1
1
0
0
179
-1
0
0
1
0
phishing
http://148.204.63.249/users/sign_in
35
14
1
3
0
0
0
0
0
0
1
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0
4
0
1
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0
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1
0.314286
0.785714
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1
1
1
3
0
0
0
0
0
0
11
0
2
2
2
5
3
5
3
2.75
3.142857
0
0
0
0
0
2
37
0.972973
0.027027
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0
0
0
0
0
0
0
100
0
100
0
0
0
0
50
0
0
0
1
0
1
0
-1
0
1
1
0
phishing
https://www.ovcmt.com/
22
13
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2
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0
0
0
0
0
0
0
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3
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1
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1
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3
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5
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4
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0
168
0.916667
0.083333
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1
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0.285714
0
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1
83.333333
0
95.238095
4.761905
0
0
0
18.181818
0
0
0
1
1
0
488
7,912
3,532,336
0
0
2
legitimate
http://satkom.id/img/clpds/index.php
36
9
0
2
0
0
0
0
0
0
0
0
0
5
0
1
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0
0
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0
3
6
3
6
6
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4.4
6
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0
0
0
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0
9
1
0
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0
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0
0
0
0
0
100
0
100
0
0
0
0
0
0
0
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1
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0
677
1,880
0
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1
0
phishing
https://www.spked.de/de/home.html
33
12
0
3
0
0
0
0
0
0
0
0
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4
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1
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3
2
3
2
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5
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3.6
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3.333333
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0.96633
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100
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85.714286
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0
0
0
86.27451
0
0
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1
0
0
0
-1
477,855
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3
legitimate
http://whattsapp2020.ygto.com/
30
22
0
2
0
0
0
0
0
0
0
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1
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0.133333
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13
13
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8.5
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103
0.932039
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0.285714
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81.818182
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100
0
0
0
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1
1
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121
6,818
469,319
1
1
1
phishing
http://www.pfsoftware.in/uejd832heokjn/update.html
50
17
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3
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3
3
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13
10
13
7.2
6.5
7.666667
0
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86
-1
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phishing
https://www.reformhaus-shop.de/
31
22
0
2
1
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3
3
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165
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75
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50
0
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75
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1
1
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0
-1
1,196,261
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3
legitimate
http://sp963460.sitebeat.site/
30
22
0
2
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0
0
0
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15
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1
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0.133333
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100
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33.333333
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540
2,368,593
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phishing
https://www.instagram.com/imdbpro/
34
17
0
2
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3
3
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6.333333
6
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62
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100
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0
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0
2,507
5,892
35
0
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10
legitimate
https://what-appinvited01.2waky.com/
36
27
0
2
1
0
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12
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7
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28
0.25
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100
0
0
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4.545455
0
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1
1
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162
7,142
8,441,470
1
1
1
phishing
https://de-tailor.com/xleans/news
33
13
0
1
1
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100
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77
289
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phishing
http://lifehacker.com/5801525/help-new-pc-users-learn-how-to-copy-cut-and-paste
79
14
1
1
10
0
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10
2
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10
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4.307692
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3.833333
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158
0.727848
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78.571429
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22.222222
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47
5,797
1,518
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legitimate
http://tips4pc.com/networking-tips-and-tricks/how-to-setup-gigabit-ethernet.htm
79
11
0
2
7
0
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11
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2
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7
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5.272727
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5.1
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33
0.272727
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36.363636
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12.5
87.5
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36.363636
0
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1
1
0
95
4,654
780,517
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4
legitimate
http://www.hotnewhiphop.com/kendrick-lamar-dna-prod-by-mike-will-made-it-new-song.1973694.html
94
20
1
4
10
0
0
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0.074468
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15
4
2
3
2
12
12
8
4.6
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4.153846
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207
0.772947
0.227053
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0.191489
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77.55102
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91.666667
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28.571429
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1
1
0
51
5,051
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6
legitimate
http://www.activedsm.com/top-5-state-parks-for-adventurers/
59
17
0
2
5
0
0
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1
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1
11
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11
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4.666667
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43
0.534884
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50
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1
1
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31
4,717
6,143,080
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legitimate
https://www.leg.state.mn.us/lrl/histleg/sessions
48
19
0
4
0
0
0
0
0
0
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6
4
3
3
3
8
5
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4.833333
3.666667
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0
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0
175
0.537143
0.462857
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90.47619
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80
20
0
0
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21.212121
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0
197
6,377
7,962
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5
legitimate
http://mundovirtualhabbo.blogspot.com/2009_01_01_archive.html
61
30
0
3
0
0
0
0
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3
0
0
3
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7
2
2
8
2
17
17
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6.285714
12.5
3.8
0
1
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0
74
0.135135
0.864865
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0.46875
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0.015625
1
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100
0
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12.195122
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1
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371
7,298
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5
phishing
https://webmailc9myvahktvcep9wzn7ae7yxlvf1leo.s3-us-west-2.amazonaws.com/index.htm?c=%7B%7Bemail%7D%7D
102
64
0
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0.107843
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13
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1
37
37
7
5.923077
9.166667
3.142857
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13
0.461538
0.538462
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1
20
0
100
0
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100
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1,258
5,466
75
0
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4
phishing
http://apple.com.aieuv.cn/mim/794p79tf3had4a4688808522087mi41h5e9509v8u33e0ada97.html
85
18
1
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6
6
3
3
3
50
5
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11.666667
4.333333
19
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290
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phishing
http://ota.ox.ac.uk/documents/creating/dlc/chapter1.htm
55
12
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3
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5.142857
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-1
4,706
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legitimate
https://www.123formbuilder.com/form-4850478/
44
22
1
2
1
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0
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0.227273
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3
3
3
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14
14
7
7
8.5
5.5
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43
0.953488
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93.75
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1,278
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phishing
http://www.m9e4.com/labanquepostale.fr/service-mobile-pass/ac451/messagerie.php
79
12
0
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2
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15
4
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5.9
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230
135
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phishing
http://graceleadershipfoundation.org/modules/mod_simplefileuploadv1.3/connect/
78
29
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1
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10.166667
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7.2
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0.769231
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591
4,522
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phishing
http://www.contacthawk.com/templates/beez5/blog/d932a33ba0696e66e7543c16395df679/
81
19
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32
11
32
10.666667
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12.5
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196
535
7,375,648
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phishing
http://fireplacesurrounds.co.za/info/auth/view/share/
53
24
0
2
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4.25
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0.6
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2,484
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phishing
http://yovcxm.com/chase/Chase/503c075a5f9d43afc1f03bcb87dbba3a
62
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246
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phishing
http://mail.valetparkingschiphol.com/~u43730p39181/pki-validation
65
29
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151
580
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phishing
http://www.baconismagic.ca/food/five-foods-not-to-miss-in-nicaragua/
68
19
0
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44.444444
0
54.761905
45.238095
0
0
0
98.484848
0
0
0
1
1
0
177
3,841
435,135
0
1
6
legitimate
http://www.ozziedeals.com.au/img/identifient/5785ecce95455281a7064e4bbbbfd859/index.php?get=confirmation2
105
21
1
4
0
0
1
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1
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6
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1
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9
12
3
3
3
32
10
32
9.222222
6.5
10
0
0
0
0
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0
4
0.75
0.25
0
0
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100
0
0
0
0
0
0
0
0
0
0
1
0
1
0
-1
0
0
1
0
phishing
http://gruposuporte.com.br/
27
19
0
2
0
0
0
0
0
0
0
0
0
3
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1
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12
12
0
12
12
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12
12
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0
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0
0
0
0
0
0
1
1
0
0
45
-1
0
0
0
1
phishing
https://www.layerlemonade.com/
30
21
0
2
0
0
0
0
0
0
0
0
0
3
0
1
0
0
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1
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0
0
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0
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3
3
3
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13
13
0
8
8
0
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33
0.515152
0.484848
0
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0.5
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0
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100
0
0
0
62.857143
0
0
0
1
1
0
312
1,514
220,637
0
0
3
legitimate
https://www.tumblr.com/safe-mode?url=https%3A%2F%2Fmc1235711.tumblr.com%2F
74
14
1
4
1
0
1
0
0
1
0
0
4
3
0
1
0
0
0
0
1
1
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1
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0.148649
0
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0
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12
5
2
3
2
11
6
11
4.25
4.5
4.2
0
1
0
0
0
0
5
0.4
0.6
0
0
0
0.666667
0
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0
0
0
100
0
0
0
0
0
0
0
0
0
0
1,048
5,160
115
0
1
8
legitimate
http://flavorverse.com/traditional-nicaraguan-foods/
52
15
0
1
2
0
0
0
0
0
0
0
0
4
0
1
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4
1
5
11
5
11
11
11
9.25
11
8.666667
0
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0
0
0
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32
0.25
0.75
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2
0
0.041667
0
0.125
0
1
28.571429
0
0
0
0
0
0
21.052632
0
0
0
0
0
0
247
2,310
436,286
0
0
4
legitimate
https://onedrive.live.com/view.aspx?resid=2CCDA0F55E51C04D!1056&authkey=!AHVXdmahSk9xQIc
92
17
1
3
0
0
1
1
0
2
0
0
0
3
0
1
0
1
0
0
0
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0.141304
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3
0
0
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0
0
0
8
2
4
4
4
21
8
21
9.125
6
10.166667
1
0
0
0
0
0
0
0
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0
0
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0
0
0
0
0
0
0
0
0
0
0
1
0
0
158
9,338
21
0
0
5
phishing
http://foliar.pl/admin/js/lib/bricks.php
40
9
0
2
0
0
0
0
0
0
0
0
0
6
0
1
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0
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1
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2
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0
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0
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6
0
2
6
2
6
6
6
4.166667
6
3.8
2
0
0
0
0
0
19
0.105263
0.894737
0
2
0
1
0
0.117647
1
1
0
0
0
100
0
0
0
50
0
0
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1
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0
289
5,555
0
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1
1
phishing
http://electricitypak.com/fakt/css/data/17/index.php
52
18
0
2
0
0
0
0
0
0
0
0
0
7
0
1
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0.038462
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0
2
0
0
0
0
1
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7
1
2
14
2
14
14
5
5
14
3.5
1
0
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
1
0
0
123
973
8,238,037
0
1
2
phishing
http://hwhfc.thewiber.com
25
18
0
2
0
0
0
0
0
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0
0
0
2
0
1
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0
0
0
0
0
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1
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0
0
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0
0
0
2
0
0
0
0
0
0
2
0
5
5
0
8
8
0
6.5
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0
0
0
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0
1
1
0
0
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0
0
100
0
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0
0
0
0
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1
0
0
219
147
0
0
1
0
phishing
http://www.stolizaparketa.ru/wp-content/themes/twentyfifteen/css/read/chinavali/[email protected]
107
21
0
4
1
1
1
0
0
1
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0
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9
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1
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1
1
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1
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15
11
2
3
2
14
14
13
5.533333
8.5
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4
0
0
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6
0.333333
0.666667
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1
50
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100
0
0
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1
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0
140
4,609
0
0
1
3
phishing
http://paleomg.com/3-ingredient-simple-protein-pancakes/
56
11
0
1
4
0
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
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1
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6
0
1
7
1
10
7
10
6.5
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6.4
0
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0
414
0.623188
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1
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0.166667
0
0.025641
0
1
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0
57.429719
42.570281
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0
0
82.824427
0
0
0
0
1
0
1,112
3,270
235,408
0
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5
legitimate
http://www.clickntake.com/
26
18
0
2
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
1
0
0
0
1
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2
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0
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2
3
3
3
0
10
10
0
6.5
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0
0
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0
0
261
0.904215
0.095785
0
1
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0.72
0
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1
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0
96.226415
3.773585
0
0
0
14.285714
0
0
0
0
1
0
325
5,153
10,655,328
0
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3
legitimate
http://vksavesmusic.webservis.ru
32
25
0
2
0
0
0
0
0
0
0
0
0
2
0
1
0
0
0
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2
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0
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0
0
0
2
0
9
9
0
12
12
0
10.5
10.5
0
0
0
0
0
0
0
6
0
1
0
1
0
1.166667
0
0
0
1
0
0
0
100
0
0
0
0
0
0
0
0
0
0
282
7,412
1,561,104
0
1
2
phishing
https://wordpress.org/plugins/tags/mp3-player/
46
13
0
1
1
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
0
0
0
0
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0.021739
0
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0
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0
0
1
1
0
0
0
0
0
5
1
3
9
3
9
9
7
5.8
9
5
1
1
0
0
0
0
77
0.597403
0.402597
0
3
0
0
0
0
0
1
42.857143
0
0
100
0
0
0
66.666667
0
0
0
0
0
0
614
6,326
644
0
0
10
legitimate
http://math.tutorvista.com/number-system/number-line.html
57
19
0
3
2
0
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
3
1
0
0
0
0
0
7
0
4
4
4
10
10
6
5.714286
7
5.2
0
0
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0
0
0
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0
0
0
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0
0
0
0
0
0
0
0
0
0
1
1
0
0
10
5,469
637,659
0
1
5
legitimate
https://cartaoitau.sslblindado.com/2.0/promocao/descontao/card/home.php
71
26
0
4
0
0
0
0
0
0
0
0
0
7
0
1
0
0
0
0
0
0
0
0
0
0.028169
0
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0
0
0
0
3
0
0
0
0
0
0
9
1
1
10
1
11
11
9
5.666667
10.5
4.285714
0
0
0
0
0
2
8
1
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
0
1
0
0
117
4,632
1,571,953
0
1
1
phishing
http://iperbole.bologna.it
26
19
0
2
0
0
0
0
0
0
0
0
0
2
0
1
0
0
0
0
0
0
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1
0
0
0
0
0
0
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2
0
0
0
0
0
0
1
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8
8
0
8
8
0
8
8
0
0
0
0
0
0
0
131
0.183206
0.816794
0
1
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0.149533
0
0
0
1
10
0
6.666667
93.333333
0
0
0
1.234568
0
0
0
0
0
0
301
8,944
944,274
0
0
4
legitimate
http://www.bpddemystified.com/
30
22
0
2
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
2
0
0
0
0
0
0
2
4
3
3
0
14
14
0
8.5
8.5
0
0
0
0
0
0
0
11
0.545455
0.454545
0
1
0
0
0
0
0
1
25
0
0
0
0
0
0
0
0
0
0
1
1
0
270
5,208
828,436
0
0
3
legitimate
http://www.annikasangster.info/journal/MARKET/
46
23
0
2
0
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
1
0
0
0
1
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0
0
0
0
0
0
2
0
0
0
0
2
0
4
4
3
3
6
14
14
7
7.5
8.5
6.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
345
2,576
0
0
1
2
phishing
http://granhongo.com/wp-includes/Login/customer_center/customer-IDPP00C824/myaccount/identity/?cmd=_session=US
110
13
0
1
2
0
1
0
0
2
2
0
0
9
0
1
0
0
0
0
0
0
0
0
1
0.045455
0
0
0
0
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0
1
1
0
0
0
1
0
13
4
2
9
2
10
9
10
6.538462
9
6.333333
4
0
0
0
0
0
27
0.888889
0.111111
0
1
0
0
0
0
0
1
87.5
0
0
0
0
0
0
100
0
0
0
1
1
0
233
3,053
0
0
1
2
phishing
https://www.youtube.com/watch?v=HlsHu9aD9_s
43
15
0
2
0
0
1
0
0
1
1
0
0
3
0
1
0
0
0
0
1
0
0
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0
0.046512
0
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0
0
2
0
0
0
0
0
0
6
3
1
3
1
9
7
9
4.333333
5
4
0
1
0
0
0
0
53
0.566038
0.433962
0
0
0
0
0
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1
65.217391
0
100
0
0
0
0
0
0
0
0
0
1
0
208
5,636
2
0
0
10
legitimate
https://www.politikesgeuseis.gr/cricl/oauth/site/service/[email protected]
98
23
0
4
0
1
1
0
0
1
0
0
0
7
0
1
0
0
0
0
1
1
0
0
0
0
0
0
0
0
0
0
3
0
0
0
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0
0
12
3
3
3
3
16
16
12
6.333333
9.5
5.7
1
0
0
0
0
0
16
0.5625
0.4375
0
1
0
0
0
0
0
1
60
0
50
50
0
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0
100
0
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1
1
1
0
-1
3,128,353
0
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0
phishing
https://vk.com/away.php?to=http%3A%2F%2Frajeshkhanal.com.np%2Fwp-config.php&post=521188519_100&cc_key=
110
6
1
5
1
0
1
2
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3
2
0
4
3
0
1
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2
0
0
0
1
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1
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0.145455
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3
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1
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0
1
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18
5
2
2
2
14
2
14
4.444444
2
4.588235
1
0
0
0
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1
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1
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1
1
0
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334
-1
24
0
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9
phishing
http://www.thatsmint.work/wp-includes/irs
41
18
0
2
1
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0
0
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4
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1
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5
3
2
3
2
9
9
8
5
6
4.333333
2
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0
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1
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56
1
0
0
0
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0
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0
0
100
0
100
0
0
0
0
0
0
0
0
1
0
1
0
-1
0
0
1
1
phishing
http://www.zzhomes.com/fonts/dropboxz/proposal/
47
15
0
2
0
0
0
0
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0
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0
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6
0
1
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0
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1
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2
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0
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1
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5
4
3
3
5
8
7
8
6.2
5
7
1
0
0
0
0
0
87
0.505747
0.494253
0
6
0
0
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1
1
0
0
0
100
0
0
0
37.5
0
0
0
0
1
0
102
994
0
0
1
2
phishing
http://4hat.hu/blog/control/
28
7
0
1
0
0
0
0
0
0
0
0
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5
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1
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0.035714
0.142857
0
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0
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4
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7
4
7
5
4
5.5
0
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0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
1
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3,460
0
0
1
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phishing
http://www.hansano.de
21
14
0
2
0
0
0
0
0
0
0
0
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2
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1
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0
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1
0
2
3
3
3
0
7
7
0
5
5
0
0
0
0
0
0
0
19
0.947368
0.052632
0
0
0
0
0
0
0
0
100
0
0
100
0
0
0
0
0
0
0
0
0
0
0
-1
0
0
0
2
legitimate
http://www.gnu.org/s/emacs/manual/html_node/elisp/Standard-Hooks.html
69
11
0
3
1
0
0
0
0
0
1
0
0
8
0
1
0
0
0
0
1
0
0
0
1
0
0
0
0
0
0
0
3
0
1
0
0
1
0
11
4
1
3
1
8
3
8
4.363636
3
4.666667
0
0
0
0
0
0
51
1
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
100
0
0
0
0
0
0
854
9,007
7,971
0
1
7
legitimate
http://www.networksorcery.com/enp/rfc/rfc2812.txt
49
22
0
3
0
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
1
0
0
0
1
0.081633
0
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0
0
0
0
3
0
0
0
1
0
0
6
3
3
3
3
14
14
7
5.5
8.5
4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1,791
7,705
549,152
0
1
5
legitimate
https://biology.stackexchange.com/questions/30787/simplified-molecular-input-line-entry-system/30826
100
25
0
2
5
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
0
0
0
0
0
0.1
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0
0
0
0
0
2
0
0
0
0
0
0
11
0
4
7
4
13
13
10
7.090909
10
6.444444
0
1
0
0
0
0
118
0.652542
0.347458
0
2
0
0.170732
0
0
0
1
18.181818
0
10
90
0
0
0
65.789474
0
0
0
1
1
0
325
4,057
98
0
0
5
legitimate
http://lazorra001.webcindario.com/app/facebook.com/?key=KxTWsPZQ0z27PS6IMNxoYKgwbIIHSYBt3GL92DPunme56wRO6mfsu9L2Mif9PU8dYakglmh3hCetRg3ve14k7O50Kuh3zA1WFilrFvAOuzszheRE8gglZkBFIFQCWQULffZGjMzHKWfd1k0MMcMJvi0GAhxv2v2ALZj9ueC9RhhTg6pXaEE1InHVpr83mL0BILYsloST&lang=en
268
26
0
3
0
0
1
1
0
2
0
0
0
5
0
1
0
1
0
0
0
1
0
0
1
0.145522
0.115385
0
0
1
0
0
3
0
0
0
0
0
0
9
10
2
10
2
200
11
200
27.555556
10.5
32.428571
0
0
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
1
1
0
0
952
7,083
17,964
0
1
3
phishing
http://secureupdate.appleld.com.duilawyeryork.com/ap/6894a19730d3377
68
42
1
4
0
0
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
1
0
0
1
0.191176
0
0
0
0
1
0
3
0
0
0
0
1
0
6
3
2
3
2
15
13
15
8.666667
8.75
8.5
0
0
0
0
0
0
51
1
0
0
0
0
0
0
0
0
0
100
0
100
0
0
0
0
100
0
0
0
1
1
0
25
3,993
5,707,171
0
1
0
phishing
https://www.alta.ru/
20
11
0
2
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
1
0
0
0
0
0
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0
0
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2
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0
0
0
0
2
3
3
3
0
4
4
0
3.5
3.5
0
0
0
0
0
0
0
157
0.942675
0.057325
0
0
0
0.444444
0
0.222222
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0
100
0
0
100
0
0
0
46.666667
0
0
0
1
1
0
190
7,861
42,346
0
0
3
legitimate
http://winli-sica.blogspot.com/
31
23
0
2
1
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
0
0
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0
1
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0
0
0
0
0
0
2
1
0
1
0
1
0
3
0
4
4
0
8
8
0
5.666667
5.666667
0
0
1
0
0
0
0
14
0.071429
0.928571
0
0
0
0.230769
0
0
0
1
0
0
0
0
0
0
0
14.285714
0
0
0
1
1
0
360
7,309
0
0
1
5
phishing
https://headcamatu.files.wordpress.com/2015/10/schema-cable-serial-null-modem.pdf
81
30
0
4
4
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
0
0
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0.074074
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3
0
0
0
0
0
0
11
2
2
5
2
10
10
6
5.363636
8
4.375
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
0
588
7,446
383
0
0
8
legitimate
https://1drv.ms/w/s!At6aBCMxoQeQgRRAHazJu3fO1Ojj
48
7
0
1
0
0
0
0
0
0
0
0
0
4
0
1
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0
0
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0
0
0
0
0
0.083333
0.142857
0
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1
0
1
0
0
1
0
3
2
1
4
1
30
4
30
11.666667
4
15.5
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
35
2,521
632,751
0
1
7
phishing
http://orderpps.xyz/
20
12
0
1
0
0
0
0
0
0
0
0
0
3
0
1
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0
0
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0
0
0
0
1
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0
0
0
0
0
0
1
0
1
0
0
2
0
1
1
8
8
0
8
8
0
8
8
0
0
0
0
0
1
0
27
1
0
0
0
0
0
0
0
0
0
100
0
100
0
0
0
0
100
0
0
0
1
1
0
359
5
0
0
1
0
phishing
https://sgozq-alternate.app.link/?1234=
39
24
0
2
1
0
1
0
0
1
0
0
0
3
0
1
0
0
0
0
0
0
0
0
0
0.102564
0
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0
0
0
0
2
1
0
0
0
0
0
4
1
3
3
4
9
9
4
5.25
5.666667
4
0
0
0
0
1
0
8
0.125
0.875
0
1
0
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
0
0
2,430
1,953
4,365
0
1
3
phishing
https://www.shrunken.com/url_redirector.php?url=a6yT8
53
16
0
3
0
0
1
0
0
1
1
0
0
3
0
1
0
0
0
0
1
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0
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0.037736
0
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3
0
0
0
0
1
0
7
3
3
3
3
10
8
10
5
5.5
4.8
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
131
7,783
446,449
0
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3
phishing
http://keramikadecor.com.ua/bdfg/excelzz/bizmail.php?email={{emailb64}}
71
20
0
3
0
0
1
0
0
1
0
0
0
5
0
1
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0
0
0
0
0
0
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1
0.028169
0
0
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0
0
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3
0
0
0
0
0
0
7
3
3
13
3
13
13
12
7.285714
13
6.333333
0
0
0
0
0
0
86
0.965116
0.034884
0
1
0
0
0
0
0
1
90.909091
0
100
0
0
0
0
0
0
0
0
1
0
0
249
2,308
0
0
1
0
phishing
http://logln-office365-0nline.wm.r.appspot.com/linkedrecruiter.html
67
39
0
5
2
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
0
0
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1
0.059701
0.102564
0
0
0
0
0
3
0
0
1
0
0
0
8
2
1
1
4
15
9
15
6.125
5
9.5
0
0
0
0
0
0
22
0.181818
0.818182
0
1
0
0.166667
0
0
0
1
0
0
16.666667
83.333333
0
0
0
25
0
0
0
1
1
0
228
5,616
0
0
1
5
phishing
http://user67509874097802.el.r.appspot.com/ver.html
51
35
1
5
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
0
0
0
0
1
0.27451
0.4
0
0
0
0
0
3
0
0
1
0
0
0
6
1
1
1
3
18
18
4
5.833333
7
3.5
0
0
0
0
0
0
21
0.190476
0.809524
0
1
0
0.176471
0
0
0
1
0
0
20
80
0
0
0
25
0
0
0
1
1
0
228
5,616
0
0
1
5
phishing
https://www.autohut.ro/
23
14
0
2
0
0
0
0
0
0
0
0
0
3
0
1
0
0
0
0
1
0
0
0
0
0
0
0
0
0
0
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2
0
0
0
0
0
0
2
3
3
3
0
7
7
0
5
5
0
0
0
0
0
0
0
1,040
0.994231
0.005769
0
1
0
0
0
0.166667
0
1
88.235294
0
99.342105
0.657895
0
0
0
88.888889
0
0
0
1
0
0
2,539
3,028
1,104,748
0
0
3
legitimate
http://www.centurionallsuite.co.za/pot/History/Mxtoo/A001.htm
61
27
0
4
0
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
1
0
0
0
1
0.04918
0
0
0
0
0
0
3
0
0
0
0
1
0
7
6
3
3
3
17
17
7
6
10
4.4
0
0
0
0
0
0
4
1
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
100
0
0
0
1
0
1
0
5,643
0
0
1
1
phishing
http://wwp-cartasi-titoari-portale-sicreuzza-2017.dynamic-dns.net/gtwpage1e10/index-jsp.html
92
58
0
3
7
0
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
0
0
0
1
0.076087
0.068966
0
0
0
0
0
3
0
1
0
0
1
0
12
2
3
3
3
11
9
11
5.833333
5.875
5.75
3
0
0
0
0
0
103
0.932039
0.067961
0
1
0
0.285714
0
0
0
1
81.818182
0
100
0
0
0
0
0
0
0
0
1
1
0
382
7,287
262,092
1
1
1
phishing
http://www.dw.com/en/us-and-somali-forces-strikes-al-shabab-command-post/a-39200955
83
10
1
2
9
0
0
0
0
0
0
0
0
5
0
1
0
0
0
0
1
1
0
0
1
0.096386
0
0
0
1
0
0
2
0
1
0
0
1
0
14
6
1
2
1
8
3
8
4.214286
2.5
4.5
0
0
0
0
0
0
268
0.977612
0.022388
0
0
0
0
0
0
0
0
88.888889
0
66.666667
33.333333
0
0
0
87.5
0
0
0
0
1
0
136
-1
718
0
0
7
legitimate
https://acls.com/free-resources/knowledge-base/acute-coronary-syndrome/myocardial-infarction-prognosis-and-predictors-of-mortality
130
8
0
1
10
0
0
0
0
0
0
0
0
6
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
0
0
0
15
1
2
4
2
10
4
10
6.933333
4
7.142857
0
0
0
0
0
0
28
0.535714
0.464286
0
1
0
0
0
0.076923
0
1
57.142857
0
0
100
0
0
0
22.222222
0
0
0
0
1
0
320
8,810
379,136
0
0
4
legitimate
https://freemeteo.ro/vremea/?language=romanian&country=romania
62
12
0
1
0
0
1
1
0
2
0
0
0
4
0
1
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
1
0
0
0
0
0
0
6
1
6
9
6
9
9
8
7.5
9
7.2
0
0
0
0
0
0
1,326
0.993213
0.006787
0
0
0
0.555556
0
0.111111
0
0
73.333333
0
100
0
0
0
0
86.842105
0
0
0
0
1
0
393
4,812
287,489
0
0
2
legitimate
https://storage.cloud.google.com/user7773578ixh1092839.appspot.com/index.html#[email protected]
98
24
1
8
0
1
0
0
0
0
0
0
0
4
0
1
0
0
0
0
0
2
0
0
0
0.142857
0
0
0
1
0
0
3
0
0
1
0
1
0
11
5
3
5
3
21
7
21
6.909091
6
7.25
0
1
0
0
0
0
1
0
1
0
0
0
0
0
0
0
0
0
0
0
100
0
0
0
0
0
0
0
0
0
0
2,974
8,347
1
0
0
10
phishing
http://k58.homeinvest.com.pl/administrator/modules/mod_menu/tmpl/GD/GD/index.php
80
21
0
4
0
0
0
0
0
0
1
0
0
9
0
1
0
0
0
0
0
0
0
0
1
0.025
0.095238
0
0
0
0
0
3
0
0
1
0
0
0
11
0
2
3
2
13
10
13
5.090909
6.5
4.777778
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
148
5,331
0
0
1
0
phishing
http://www.Cisco.com/c/en/us/support/docs/security/asa-5500-x-series-next-generation-firewalls/118050-config-bgp-00.html
120
13
0
3
9
0
0
0
0
0
0
0
0
10
0
1
0
0
0
0
1
0
0
0
1
0.1
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3
0
0
0
0
1
0
20
9
1
3
1
10
5
10
4.5
4
4.555556
0
0
0
0
0
0
137
0.927007
0.072993
0
0
0
0.3
0
0.1
0
0
100
0
100
0
0
0
0
83.333333
0
0
0
0
0
1
659
12,126
1,001
0
0
7
legitimate
http://13453765871837679316.googlegroups.com/attach/5ed5d019a6363180/docfile..htm?&part=0.1&vt=ANaJVrELX7NKcIMUkdidxvAdhQuUw_6dUMv6jnRoCp5FkkK8RMFqQNCe4WvwNb2mVYX7DkJKGgXSTnSz9gu83T6oQz8r5DURp5sD_skSDan8bCuVMMmpUvU
214
37
1
5
0
0
1
2
0
2
2
0
0
5
0
1
0
0
0
0
0
0
0
0
1
0.233645
0.540541
0
0
0
0
1
3
0
0
0
0
2
0
13
11
1
12
1
70
20
70
14.538462
16
14.272727
0
0
0
0
0
0
29
0.344828
0.655172
0
1
0
0
0
0
1
1
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0
100
0
0
0
100
0
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1
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221
7,083
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1
4
phishing
https://sunge-ode.firebaseapp.com/
34
25
0
2
1
0
0
0
0
0
0
0
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3
0
1
0
0
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1
0
0
0
0
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3
1
3
3
0
11
11
0
6.333333
6.333333
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0
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84
2,837
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1
2
phishing
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Dataset Description

The provided dataset includes 11430 URLs with 87 extracted features.
The dataset are designed to be used as a benchmark for machine learning based phishing detection systems.
The datatset is balanced, it containes exactly 50% phishing and 50% legitimate URLs.

Features are from three different classes:

  • 56 extracted from the structure and syntax of URLs
  • 24 extracted from the content of their correspondent pages
  • 7 are extracetd by querying external services.

The dataset was partitioned randomly into training and testing sets, with a ratio of two-thirds for training and one-third for testing.

Details

Source Data

The diagram below illustrates the procedure for creating the corpus.
For details, please refer to the paper.

Diagram source data

Source: Extract form the paper

Load Dataset

  • With datasets:
from datasets import load_dataset

dataset = load_dataset("pirocheto/phishing-url")
  • With pandas and huggingface_hub:
import pandas as pd
from huggingface_hub import hf_hub_download

REPO_ID = "pirocheto/phishing-url"
FILENAME = "data/train.parquet"

df = pd.read_parquet(
    hf_hub_download(repo_id=REPO_ID, filename=FILENAME, repo_type="dataset")
)
  • With pandas only:
import pandas as pd

url = "https://huggingface.co/datasets/pirocheto/phishing-url/resolve/main/data/train.parquet"
df = pd.read_parquet(url)

Citation

To give credit to the creators of this dataset, please use the following citation in your work:

  • BibTeX format
@article{Hannousse_2021,
   title={Towards benchmark datasets for machine learning based website phishing detection: An experimental study},
   volume={104},
   ISSN={0952-1976},
   url={http://dx.doi.org/10.1016/j.engappai.2021.104347},
   DOI={10.1016/j.engappai.2021.104347},
   journal={Engineering Applications of Artificial Intelligence},
   publisher={Elsevier BV},
   author={Hannousse, Abdelhakim and Yahiouche, Salima},
   year={2021},
   month=sep, pages={104347} }
  • APA format
Hannousse, A., & Yahiouche, S. (2021).
Towards benchmark datasets for machine learning based website phishing detection: An experimental study.
Engineering Applications of Artificial Intelligence, 104, 104347.
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Size of the auto-converted Parquet files:
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Number of rows:
11,430

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