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Datasets:
alperozyyurt
/
phishurl-dataset

Tasks:
Tabular Classification
Modalities:
Tabular
Text
Formats:
parquet
Languages:
English
Turkish
Size:
1M - 10M
Tags:
cybersecurity
phishing
url-classification
malicious-url-detection
tabular
Libraries:
Datasets
pandas
Polars
License:
Dataset card Data Studio Files
xet
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1
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Auto-converted to Parquet Duplicate
id
int64
url
large_string
label
int64
url_length
int64
domain_length
int64
hostname_length
int64
path_length
int64
query_length
int64
fragment_length
int64
length_words_raw
int64
longest_words_raw
int64
longest_word_host
int64
longest_word_path
int64
num_words_path
int64
num_words_host
int64
num_uppercase
int64
num_lowercase
int64
num_queries
int64
max_query_length
int64
path_depth
int64
total_tld_count
int64
total_of_dot
int64
total_of_hypens
int64
total_of_at
int64
total_of_question_mark
int64
total_of_slash
int64
total_of_percent
int64
total_of_underscore
int64
total_of_https
int64
total_of_http
int64
path_https_count
int64
path_http_count
int64
host_https_count
int64
host_http_count
int64
percent_20_count
int64
total_special_chars
int64
specialch_count_path
int64
www_count
int64
num_subdomain_hyphens
int64
path_digits_count
int64
host_digits_count
int64
ratio_special_chars
float64
ratio_special_to_numeric
float64
ratio_digits_url
float64
ratio_digits_host
float64
avg_query_length
float64
entropy_of_url
float64
avg_word_length
float64
typosquatting
int64
contains_fragments
int64
contains_ip
int64
contains_https_token
int64
contains_http_token
int64
contains_legitimate_brand
int64
is_known_tld
int64
punycode
int64
prefix_suffix
int64
tld_in_subdomain
int64
tld_in_path
int64
contains_www
int64
contains_port
int64
contains_login
int64
contains_bank
int64
contains_secure
int64
contains_account
int64
contains_confirm
int64
contains_token
int64
contains_free
int64
contains_win
int64
is_repeated_word
int64
contains_redirect
int64
contains_js_code
int64
4,356,787
https://krrkinloginsnn.gitbook.io/us
1
36
10
25
3
0
0
30
14
14
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1
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30
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6
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0.166667
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3.808271
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3,521,700
https://www.c2er.org/ledwebinars/82-downtown%20rebirth/2014-08-20_-_presentation_-_downtown%20rebirth--_documenting_the_live-work_dynamic.pdf
0
141
8
12
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122
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12
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99
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2
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19
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14
1
0.191489
1.8
0.106383
0.125
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4.663409
5.7
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1
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0
0
0
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0
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1
0
0
0
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1
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0
3,236,622
https://www.sosnc.gov/online_services/calendar/search_day/6_7_2018
0
66
9
13
45
0
0
57
8
5
8
4
3
0
47
0
0
4
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2
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0
6
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1
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0
13
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1
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6
0
0.19697
2.166667
0.090909
0
0
4.485396
4.416667
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676,796
http://bnc0-occidental.2fh.co/e2f/e03/e2bodinilog.html
1
54
6
22
25
0
0
44
11
10
11
3
2
0
38
0
0
3
1
3
1
0
0
5
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1
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0
0
0
0
10
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1
4
2
0.185185
1.666667
0.111111
0.166667
0
4.270833
4.888889
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1
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0
781,214
http://www.kasyap.com/www/tescobank-com-3rDTNIyniwDgM7LAxtfs
1
60
10
14
39
0
0
51
20
6
20
2
3
8
41
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0
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1
2
2
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0
4
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0
9
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2
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0.15
4.5
0.033333
0
0
4.72904
6.375
1
0
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1
1
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594,561
https://www.amazon.es/gp/product/b013eb5114/ref=as_li_qf_sp_asin_il_tl?ie=utf8&camp=3626&creative=24790&creativeasin=b013eb5114&linkcode=as2&tag=scrappingparados-21
0
164
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13
49
93
0
141
16
6
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4
3
0
108
6
23
4
1
2
1
0
1
6
0
6
1
0
0
0
0
0
0
29
7
1
0
7
0
0.176829
1.074074
0.164634
0
15.5
4.990301
4.821429
1
0
0
1
0
1
0
0
0
0
0
1
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0
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0
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0
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1
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0
1,248,467
http://www.b-rail.be/projects/pagesnl/07rer.htm
0
47
9
13
27
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0
37
8
4
8
3
4
0
35
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1
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0
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10
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0.212766
5
0.042553
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4.280668
4.111111
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1
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0
1,756,089
http://us.blizzard.com.login.battile.tk/login.asp?ref=https%3A%2F%2Fus.battle.net%2Faccount%2Fmanagement2Findex.xml&app=bam
1
127
10
32
10
77
0
104
19
8
5
1
6
6
92
2
55
1
1
9
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1
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1
1
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23
1
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0
0.181102
3.833333
0.047244
0
38.5
4.689011
4.727273
0
0
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0
1
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0
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1
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0
1
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1
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0
3,397,247
https://www.out.be/fr/evenements/564054/les-joutes-verbales/
0
60
6
10
42
0
0
48
10
3
10
4
3
0
42
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5
1
2
2
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7
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1
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0
12
2
1
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6
0
0.2
2
0.1
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4.270974
4.8
0
0
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1
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2,615,058
http://www.fjtelecom.com/show-21-10623-1.html
0
45
13
17
21
0
0
35
9
9
5
1
3
0
27
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0.222222
1.25
0.177778
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4.218871
3.888889
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2,169,465
http://theorangecapital.com/site/logs/DHL/tracking.php?l=_JeHFUq_VJOXK0QWHtoGYDw_Product-UserID&userid
1
102
20
20
27
47
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89
16
16
8
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22
63
1
40
4
1
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1
6
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0.156863
16
0.009804
0
47
5.115875
6.142857
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1,067,001
http://boxmailsfr.com/client/3bed51583d18b1bcba9debd12768c2f1/cas.php?clicid=13698
1
82
14
14
48
12
0
72
32
10
32
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50
1
12
3
1
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17
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0.121951
0.454545
0.268293
0
12
4.669508
8
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62,912
http://webpaypal.com/e4da3b7fbbce2345d7772b0674a318d5/home.php?action=billing_login=true&_&SESSION
1
98
13
13
42
35
0
86
32
9
32
2
2
7
58
1
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1
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1
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14
1
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19
0
0.142857
0.736842
0.193878
0
35
5.071521
7.636364
1
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1
1
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1
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2,898,705
http://irlp.net/guideline-faq.html
0
34
8
8
19
0
0
27
9
4
9
1
2
0
27
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0
1
1
2
1
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1
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7
2
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0.205882
0
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4.057476
4.5
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419,488
http://www.postbank.de.-snm-18425492098794-.siddj.info/pbde
1
59
10
47
5
0
0
47
14
14
4
1
6
0
33
0
0
1
1
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3
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0
3
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1
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0
0
0
0
12
0
1
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14
0.20339
0.857143
0.237288
0
0
4.621565
5.222222
0
0
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1
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0
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0
1
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436,042
https://www.cintas.com/flashfireworkshop
0
40
10
14
18
0
0
34
17
6
17
1
3
0
34
0
0
1
1
2
0
0
0
3
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1
0
0
0
0
0
0
6
0
1
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0.15
0
0
0
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4.096439
6.8
1
0
0
1
0
0
0
0
0
0
0
1
0
0
0
0
0
0
0
0
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2,728,535
http://www.truongchinhtrisonla.vn/servicebook/file/images/Apple/Update/
1
71
22
26
38
0
0
60
19
19
11
5
3
2
58
0
0
6
1
2
0
0
0
8
0
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1
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0
0
0
11
0
1
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0.15493
0
0
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4.413714
6.666667
0
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1
1
0
0
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0
1
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0
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0
0
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0
606,761
http://irs.gov.individuals.electronic.filing.pin.requestresourcesforms.2062ed10752cf074c89b54df30615207097c54de.noscr.speedqueenlaundry.com.au/index.htm
1
152
24
135
10
0
0
136
40
40
5
1
11
0
107
0
0
1
2
12
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0
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3
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0
0
16
1
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0
0
29
0.105263
0.551724
0.190789
0
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4.777085
9.066667
0
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1
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0
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1,711,580
http://www.virtualizationadmin.com/articles-tutorials/vdi-articles/microsoft-hyper-v/securing-app-v-streaming-with-secure-rtsp.html
0
131
23
27
97
0
0
111
19
19
9
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111
0
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1
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20
11
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0.152672
0
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4.350764
5.842105
0
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1
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1
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1
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0
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1
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0
2,645,887
http://www.anuntregional.ro/madeinchina.html
1
44
16
20
17
0
0
37
13
13
11
1
3
0
37
0
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7
1
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0.159091
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4.064339
6.166667
0
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1
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0
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0
879,682
http://www.inspiritry.com/online/encripted/ssl218.site/login.html?cmd=_login-run&dispatch=5885d80a13c0db1f1ff80d546411d7f8a8350c132bc41e0934cfc023d4e8f9e518083eb2009bff0706bd41c4133474a318083eb2009bff0706bd41c4133474a3
1
218
14
18
40
152
0
202
128
10
9
4
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0
111
2
137
4
1
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1
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1
6
0
1
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1
0
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0
0
0
17
2
1
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0
0.077982
0.188889
0.412844
0
76
4.880225
13.4
0
0
0
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1
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0
0
0
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0
1
0
1
0
0
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2,421,165
http://paypal.com.cgi-bin.webscr.cmd-login-submit-0af7806a38a1ba9d9cbac36ad9aeda.creals.com/
1
92
10
84
1
0
0
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30
30
0
0
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65
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1
6
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0
14
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13
0.152174
1.076923
0.141304
0
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4.64082
6.5
0
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1
1
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1
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1
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2,622,245
http://www.itconversations.com/shows/detail1670.html
0
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19
23
22
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44
15
15
10
2
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40
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0.153846
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0.076923
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4.281701
6.285714
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2,953,925
http://ml.gia-tatsugoro.com/~gia/redirect.html
1
46
17
20
19
0
0
36
9
9
8
2
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0
36
0
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0.217391
0
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4.114997
4.5
0
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0
0
1
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0
0
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0
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3,874,627
https://www.ftcsf.com/media/2011/11/ftc-living-room-ftcsf.php
0
61
9
13
40
0
0
48
6
5
6
4
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42
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13
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0.213115
2.166667
0.098361
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4.377161
4
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2,197,171
https://www.redtractor.org.uk/animal-welfare
0
44
17
21
15
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0
36
10
10
7
1
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36
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8
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0.181818
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4.235016
5.142857
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348,975
http://myonlineaccounts2.abbeynational.co.uk.srtq.co.uk/CentralFormWeb/Form?action=5209370381691282174547676493569674354520974167148088775191&step=7424791
1
158
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20
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72
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0.101266
0.242424
0.417722
0
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4.956092
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https://coinbasewxtensione.gitbook.io/usa
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41
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62,128
https://www.developershome.com/wap/wmlscript/wmlscript_tutorial.asp?page=converttointeger
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https://www.bestcolleges.com/features/top-online-associate-in-economics-programs/
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https://paddle8.com/join/p8ddle8?redirto=%2fwork%2fken-price%2f154188-curley
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568,079
https://www.regions.com/locator/branch/bank-branch-greenwood-front-st-main-greenwood
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2,893,063
http://bicycling.com.br/ela-e-avo-de-3-e-pedalou-um-everest-em-um-dia/
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http://www.sr.de/sr/sr3/themen/panorama/pflege_elternzeit_kompetenzerwerb100.html
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http://soziserver.de/
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End of preview. Expand in Data Studio

YAML Metadata Warning:The task_ids "binary-classification" is not in the official list: acceptability-classification, entity-linking-classification, fact-checking, intent-classification, language-identification, multi-class-classification, multi-label-classification, multi-input-text-classification, natural-language-inference, semantic-similarity-classification, sentiment-classification, topic-classification, semantic-similarity-scoring, sentiment-scoring, sentiment-analysis, hate-speech-detection, text-scoring, named-entity-recognition, part-of-speech, parsing, lemmatization, word-sense-disambiguation, coreference-resolution, extractive-qa, open-domain-qa, closed-domain-qa, news-articles-summarization, news-articles-headline-generation, dialogue-modeling, dialogue-generation, conversational, language-modeling, text-simplification, explanation-generation, abstractive-qa, open-domain-abstractive-qa, closed-domain-qa, open-book-qa, closed-book-qa, text2text-generation, slot-filling, masked-language-modeling, keyword-spotting, speaker-identification, audio-intent-classification, audio-emotion-recognition, audio-language-identification, multi-label-image-classification, multi-class-image-classification, face-detection, vehicle-detection, instance-segmentation, semantic-segmentation, panoptic-segmentation, image-captioning, image-inpainting, image-colorization, super-resolution, grasping, task-planning, tabular-multi-class-classification, tabular-multi-label-classification, tabular-single-column-regression, rdf-to-text, multiple-choice-qa, multiple-choice-coreference-resolution, document-retrieval, utterance-retrieval, entity-linking-retrieval, fact-checking-retrieval, univariate-time-series-forecasting, multivariate-time-series-forecasting, visual-question-answering, document-question-answering, pose-estimation

PhishURL Dataset

This dataset is intended for binary phishing URL detection using extracted URL features.

Label convention:

  • 0: legitimate / safe
  • 1: phishing / malicious

Data Fields

The feature dataset is expected to contain:

  • text: original URL, if redistribution is allowed
  • feature columns extracted from the URL
  • label: binary target label

If original URLs cannot be redistributed because of source licensing, publish only the extracted feature table or keep the dataset gated/private.

Recommended Splits

Recommended files for Hugging Face Dataset Viewer:

train.parquet
validation.parquet
test.parquet

Use stratified splits so the legitimate/phishing ratio is preserved across splits.

Licensing

The dataset license is currently marked as other until every original data source is documented and redistribution rights are verified.

Do not switch this to an open license such as CC BY 4.0, CC0, or MIT unless the source datasets allow redistribution under that license.

Citation 

@dataset{ozyurt_phishurl_dataset_2026,
  author = {Ozyurt, Alper},
  title = {PhishURL Dataset},
  year = {2026},
  url = {https://huggingface.co/datasets/alperozyurt/phishurl-dataset}
}
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