Datasets:

pirocheto
/

phishing-url

url stringlengths 12 1.64k	length_url int64 12 1.64k	length_hostname int64 4 213	ip int64 0 1	nb_dots int64 1 24	nb_hyphens int64 0 32	nb_at int64 0 4	nb_qm int64 0 3	nb_and int64 0 19	nb_eq int64 0 19	nb_underscore int64 0 18	nb_tilde int64 0 1	nb_percent int64 0 54	nb_slash int64 2 33	nb_colon int64 1 7	nb_semicolumn int64 0 20	nb_space int64 0 18	nb_www int64 0 2	nb_com int64 0 6	http_in_path int64 0 4	https_token int64 0 1	ratio_digits_url float64 0 0.72	ratio_digits_host float64 0 0.8	tld_in_path int64 0 1	tld_in_subdomain int64 0 1	abnormal_subdomain int64 0 1	nb_subdomains int64 1 3	prefix_suffix int64 0 1	random_domain int64 0 1	shortening_service int64 0 1	path_extension int64 0 1	nb_redirection int64 0 6	length_words_raw int64 1 96	char_repeat int64 0 145	shortest_words_raw int64 1 31	shortest_word_host int64 1 39	shortest_word_path int64 0 40	longest_words_raw int64 2 829	longest_word_host int64 1 60	longest_word_path int64 0 829	avg_words_raw float64 2 100	avg_word_host float64 1 39	avg_word_path float64 0 195	phish_hints int64 0 10	domain_in_brand int64 0 1	suspecious_tld int64 0 1	statistical_report int64 0 2	nb_hyperlinks int64 0 4.66k	ratio_intHyperlinks float64 0 1	ratio_extHyperlinks float64 0 1	nb_extCSS int64 0 124	ratio_extRedirection float64 0 2	ratio_extErrors float64 0 1	login_form int64 0 1	external_favicon int64 0 1	links_in_tags float64 0 100	ratio_intMedia float64 0 100	ratio_extMedia float64 0 100	safe_anchor float64 0 100	empty_title int64 0 1	domain_in_title int64 0 1	domain_with_copyright int64 0 1	whois_registered_domain int64 0 1	domain_registration_length int64 -1 29.8k	domain_age int64 -12 12.9k	web_traffic int64 0 10.7M	dns_record int64 0 1	google_index int64 0 1	page_rank int64 0 10	status stringclasses 2 values
https://www.todayshomeowner.com/how-to-make-homemade-insecticidal-soap-for-plants/	82	23	0	2	7	0	0	0	0	0	0	0	4	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	1	10	3	2	3	2	15	15	12	6	9	5.25	0	0	0	0	502	0.918327	0.081673	2	0.146341	0.097561	0	1	28.571429	99.170124	0.829876	89.539749	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	7	1	0	0	0	0	0	1	0.258065	0	0	0	0	2	0	0	0	0	1	6	3	4	8	4	32	8	32	12.5	8	13.4	0	0	0	0	12	0.916667	0.083333	0	0	0	0	0	83.333333	100	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	17	1	0	0	0	0	0	1	0.371901	0	0	0	0	3	0	0	1	0	3	18	5	1	3	1	13	13	8	5.166667	8	4.8125	1	0	0	0	83	0.614458	0.385542	1	0.1875	0	0	1	92.307692	100	0	9.375	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	2	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	2	3	3	3	0	8	8	0	5.5	5.5	0	0	0	0	0	91	0.879121	0.120879	0	0.181818	0.090909	1	0	93.103448	41.666667	58.333333	80	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	5	0	0	5	1	0	0	0	0	0	0	0	0	0	0	0	3	1	0	0	0	1	12	1	1	4	1	8	8	7	4.166667	6	3.555556	0	0	0	0	38	0.842105	0.157895	0	0	1	0	1	78.571429	100	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	6	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	6	0	3	9	3	9	9	6	5.166667	9	4.4	0	0	0	0	6	0.5	0.5	1	0	0	0	1	50	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	6	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	6	2	3	16	3	16	16	13	8.333333	16	6.8	2	0	0	0	16	0.875	0.125	0	1	0	0	0	100	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	0	5	1	0	0	0	0	0	0	0.0875	0	0	0	0	3	0	0	1	0	0	11	2	2	6	2	12	12	7	5.181818	9	4.333333	0	0	0	0	226	0.964602	0.035398	0	0.625	0	0	1	81.818182	100	0	72.727273	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	0	0	0	5	1	0	0	1	0	0	1	0	0	0	0	0	3	0	0	0	0	1	6	3	3	3	3	14	14	11	6.666667	8.5	5.75	0	0	0	0	59	0.898305	0.101695	0	0	0	0	0	89.473684	80	20	25	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	1	1	0	0	4	1	0	0	0	0	0	0	0.169014	0	0	0	0	2	1	0	0	0	0	8	0	3	6	3	14	14	7	6.5	10	5.333333	0	0	0	0	582	0.28866	0.71134	5	0.13285	0.077295	0	1	6.976744	6.666667	93.333333	7.391304	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	3	1	0	0	0	0	0	0	0	0	0	0	0	1	0	0	0	0	1	1	0	7	7	0	7	7	0	7	7	0	0	0	1	0	66	0.424242	0.575758	0	0	0	0	0	33.333333	92.307692	7.692308	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	5	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	9	6	3	3	3	18	18	11	8.444444	10.5	7.857143	0	0	0	0	94	0.414894	0.585106	0	0.236364	0.545455	0	1	30.30303	75	25	50	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	5	1	0	0	0	0	0	0	0.117647	0	0	0	0	3	0	0	1	0	0	6	4	2	7	2	9	8	9	5.666667	7.5	4.75	0	1	0	0	35	0.142857	0.857143	2	0.133333	0	1	1	10	50	50	12.5	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	6	1	0	0	0	0	0	1	0.221154	0	0	0	0	3	1	0	0	0	0	9	3	3	3	3	32	7	32	9.444444	5.25	12.8	0	0	0	0	31	0.032258	0.967742	0	0.1	0.033333	0	0	0	0	100	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	3	1	0	0	1	0	0	1	0	0	0	0	0	3	0	0	0	0	0	12	4	2	2	4	8	5	8	4.833333	4.166667	5.5	0	0	0	0	55	0.709091	0.290909	1	0.25	0.3125	0	1	55.555556	40	60	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	1	5	1	0	1	1	0	0	1	0.038462	0	0	0	0	3	0	0	0	0	0	7	4	3	3	3	7	6	7	5	4.5	5.2	0	0	0	0	2	0	1	0	0	0	0	0	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	4	0	0	0	6	1	1	0	1	1	0	1	0.15	0	1	0	0	3	1	0	1	0	2	13	9	3	3	3	43	13	43	10.384615	8	10.818182	2	0	0	0	23	0.782609	0.217391	0	0	0.2	0	0	66.666667	100	0	20	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	5	1	0	0	0	0	0	1	0.342466	0	0	0	0	1	1	0	0	0	0	4	1	5	14	5	32	14	32	14.5	14	14.666667	0	0	0	0	14	1	0	0	0	0	0	0	100	100	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	4	1	0	0	0	0	0	1	0.028571	0	0	0	0	3	0	0	0	0	1	4	0	4	4	4	7	4	7	4.75	4	5	0	0	0	0	0	0	0	0	0	0	0	0	0	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	1	0	0	4	1	0	0	0	0	0	1	0.314286	0.785714	1	1	1	3	0	0	0	0	0	11	0	2	2	2	5	3	5	3	2.75	3.142857	0	0	0	2	37	0.972973	0.027027	0	0	0	0	0	100	100	0	50	0	1	0	1	0	-1	0	1	1	0	phishing
https://www.ovcmt.com/	22	13	0	2	0	0	0	0	0	0	0	0	3	1	0	0	1	0	0	0	0	0	0	0	0	2	0	1	1	0	0	2	3	3	3	0	5	5	0	4	4	0	0	0	0	0	168	0.916667	0.083333	1	0.285714	0	0	1	83.333333	95.238095	4.761905	18.181818	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	5	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	5	0	3	6	3	6	6	5	4.4	6	4	0	0	0	0	9	1	0	0	0	0	0	0	100	100	0	0	0	1	0	0	677	1,880	0	0	1	0	phishing
https://www.spked.de/de/home.html	33	12	0	3	0	0	0	0	0	0	0	0	4	1	0	0	1	0	0	0	0	0	1	0	0	3	0	0	0	0	0	5	3	2	3	2	5	5	4	3.6	4	3.333333	0	0	0	0	297	0.96633	0.03367	0	0.5	0	1	0	100	85.714286	14.285714	86.27451	0	1	0	0	0	-1	477,855	0	0	3	legitimate
http://whattsapp2020.ygto.com/	30	22	0	2	0	0	0	0	0	0	0	0	3	1	0	0	0	0	0	1	0.133333	0.181818	0	0	0	2	0	0	0	0	1	2	2	4	4	0	13	13	0	8.5	8.5	0	0	0	0	0	103	0.932039	0.067961	1	0.285714	0	0	1	81.818182	100	0	0	0	1	1	0	121	6,818	469,319	1	1	1	phishing
http://www.pfsoftware.in/uejd832heokjn/update.html	50	17	0	3	0	0	0	0	0	0	0	0	4	1	0	0	1	0	0	1	0.06	0	0	0	0	3	0	0	0	0	0	5	3	3	3	4	13	10	13	7.2	6.5	7.666667	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	86	-1	0	0	1	0	phishing
https://www.reformhaus-shop.de/	31	22	0	2	1	0	0	0	0	0	0	0	3	1	0	0	1	0	0	0	0	0	0	0	0	2	1	0	0	0	0	3	3	3	3	0	10	10	0	5.666667	5.666667	0	0	0	0	0	165	0.836364	0.163636	1	0	0	0	1	75	50	50	75	0	1	1	0	0	-1	1,196,261	0	0	3	legitimate
http://sp963460.sitebeat.site/	30	22	0	2	0	0	0	0	0	0	0	0	3	1	0	0	0	0	0	1	0.2	0.272727	0	0	0	2	0	0	0	0	0	2	0	8	8	0	8	8	0	8	8	0	2	0	0	2	15	0	1	1	0.133333	0.4	0	1	0	0	100	33.333333	0	0	0	1	0	540	2,368,593	0	0	0	phishing
https://www.instagram.com/imdbpro/	34	17	0	2	0	0	0	0	0	0	0	0	4	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	3	3	3	3	7	9	9	7	6.333333	6	7	0	1	0	0	62	1	0	0	0	0	0	0	100	0	0	0	0	0	0	0	2,507	5,892	35	0	0	10	legitimate
https://what-appinvited01.2waky.com/	36	27	0	2	1	0	0	0	0	0	0	0	3	1	0	0	0	0	0	0	0.083333	0.111111	0	0	0	2	1	0	0	0	0	3	1	4	4	0	12	12	0	7	7	0	0	0	0	0	28	0.25	0.75	0	0.142857	0.142857	0	0	100	0	0	4.545455	0	1	1	0	162	7,142	8,441,470	1	1	1	phishing
https://de-tailor.com/xleans/news	33	13	0	1	1	0	0	0	0	0	0	0	4	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	1	4	0	2	2	4	6	6	6	4.5	4	5	0	0	0	0	4	1	0	0	0	0	0	0	100	0	0	100	0	1	0	0	77	289	0	0	1	0	phishing
http://lifehacker.com/5801525/help-new-pc-users-learn-how-to-copy-cut-and-paste	79	14	1	1	10	0	0	0	0	0	0	0	4	1	0	0	0	0	0	1	0.088608	0	0	0	0	1	0	0	0	0	2	13	0	2	10	2	10	10	7	4.307692	10	3.833333	0	0	0	0	158	0.727848	0.272152	0	0.069767	0.186047	0	1	72.307692	78.571429	21.428571	22.222222	0	1	0	0	47	5,797	1,518	0	1	7	legitimate
http://tips4pc.com/networking-tips-and-tricks/how-to-setup-gigabit-ethernet.htm	79	11	0	2	7	0	0	0	0	0	0	0	4	1	0	0	0	0	0	1	0.012658	0.090909	0	0	0	2	0	0	0	0	0	11	0	2	7	2	10	7	10	5.272727	7	5.1	0	0	0	0	33	0.272727	0.727273	0	0	0.083333	0	1	36.363636	12.5	87.5	36.363636	0	1	1	0	95	4,654	780,517	0	0	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	0	0	0	0	0	3	1	0	0	1	0	0	1	0.074468	0	0	0	0	3	0	0	0	0	1	15	4	2	3	2	12	12	8	4.6	7.5	4.153846	0	0	0	0	207	0.772947	0.227053	2	0.191489	0	0	1	77.55102	8.333333	91.666667	28.571429	0	1	1	0	51	5,051	4,813	0	0	6	legitimate
http://www.activedsm.com/top-5-state-parks-for-adventurers/	59	17	0	2	5	0	0	0	0	0	0	0	4	1	0	0	1	0	0	1	0.016949	0	0	0	0	2	0	0	0	0	0	8	3	1	3	1	11	9	11	5	6	4.666667	0	0	0	0	43	0.534884	0.465116	3	0.4	0	0	1	57.142857	0	0	50	0	1	1	0	31	4,717	6,143,080	0	0	3	legitimate
https://www.leg.state.mn.us/lrl/histleg/sessions	48	19	0	4	0	0	0	0	0	0	0	0	5	1	0	0	1	0	0	0	0	0	0	0	0	3	0	0	0	0	1	6	4	3	3	3	8	5	8	4.833333	3.666667	6	0	0	0	0	175	0.537143	0.462857	0	0.518519	0.111111	0	0	90.47619	80	20	21.212121	0	0	0	0	197	6,377	7,962	0	1	5	legitimate
http://mundovirtualhabbo.blogspot.com/2009_01_01_archive.html	61	30	0	3	0	0	0	0	0	3	0	0	3	1	0	0	0	0	0	1	0.131148	0	0	0	0	3	0	0	1	0	0	7	2	2	8	2	17	17	7	6.285714	12.5	3.8	0	1	0	0	74	0.135135	0.864865	3	0.46875	0.015625	1	1	0	0	100	12.195122	0	1	1	0	371	7,298	0	0	1	5	phishing
https://webmailc9myvahktvcep9wzn7ae7yxlvf1leo.s3-us-west-2.amazonaws.com/index.htm?c=%7B%7Bemail%7D%7D	102	64	0	4	3	0	1	0	1	0	0	4	3	1	0	0	0	0	0	0	0.107843	0.109375	0	0	0	3	0	0	0	0	0	13	0	1	1	1	37	37	7	5.923077	9.166667	3.142857	0	0	0	0	13	0.461538	0.538462	1	0	0	1	1	20	100	0	100	0	1	1	0	1,258	5,466	75	0	1	4	phishing
http://apple.com.aieuv.cn/mim/794p79tf3had4a4688808522087mi41h5e9509v8u33e0ada97.html	85	18	1	4	0	0	0	0	0	0	0	0	4	1	0	0	0	1	0	1	0.388235	0	0	0	0	3	0	1	0	0	0	6	6	3	3	3	50	5	50	11.666667	4.333333	19	0	0	0	2	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	290	-1	0	0	1	0	phishing
http://ota.ox.ac.uk/documents/creating/dlc/chapter1.htm	55	12	0	4	0	0	0	0	0	0	0	0	6	1	0	0	0	0	0	1	0.018182	0	0	0	0	3	0	1	0	0	1	7	0	2	2	3	9	3	9	5.142857	2.5	6.2	0	0	0	0	118	0.932203	0.067797	0	0.25	0	0	0	88.235294	100	0	50	0	1	0	0	0	-1	4,706	0	1	6	legitimate
https://www.123formbuilder.com/form-4850478/	44	22	1	2	1	0	0	0	0	0	0	0	4	1	0	0	1	0	0	0	0.227273	0.136364	0	0	0	2	1	0	0	0	0	4	3	3	3	4	14	14	7	7	8.5	5.5	0	0	0	0	43	0.953488	0.046512	0	0	0	0	1	93.75	100	0	0	0	1	0	0	1,278	2,739	11,657	0	1	6	phishing
http://www.m9e4.com/labanquepostale.fr/service-mobile-pass/ac451/messagerie.php	79	12	0	4	2	0	0	0	0	0	0	0	6	1	0	0	1	0	0	1	0.063291	0.166667	0	0	0	3	0	0	0	0	0	10	5	2	3	2	15	4	15	5.9	3.5	6.5	0	0	0	0	5	1	0	0	0	0	0	0	100	0	0	0	0	1	0	0	230	135	0	0	1	0	phishing
http://graceleadershipfoundation.org/modules/mod_simplefileuploadv1.3/connect/	78	29	0	2	0	0	0	0	0	1	0	0	6	1	0	0	0	0	0	1	0.025641	0	0	0	0	2	0	0	0	0	1	6	1	1	25	1	25	25	18	10.166667	25	7.2	0	0	0	0	26	0.769231	0.230769	2	0	0	0	1	50	0	0	100	0	1	1	0	591	4,522	0	0	1	0	phishing
http://www.contacthawk.com/templates/beez5/blog/d932a33ba0696e66e7543c16395df679/	81	19	1	2	0	0	0	0	0	0	0	0	7	1	0	0	1	0	0	1	0.296296	0	0	0	0	2	0	0	0	0	0	6	6	3	3	4	32	11	32	10.666667	7	12.5	0	0	0	1	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	196	535	7,375,648	0	1	1	phishing
http://fireplacesurrounds.co.za/info/auth/view/share/	53	24	0	2	0	0	0	0	0	0	0	0	7	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	5	1	4	18	4	18	18	5	7	18	4.25	1	0	0	0	5	0	1	1	0.6	0	0	1	0	0	100	0	0	0	0	1	0	2,484	0	0	1	0	phishing
http://yovcxm.com/chase/Chase/503c075a5f9d43afc1f03bcb87dbba3a	62	10	1	1	0	0	0	0	0	0	0	0	5	1	0	0	0	0	0	1	0.258065	0	0	0	0	1	0	1	0	0	1	4	1	5	6	5	32	6	32	12	6	14	0	0	0	0	48	1	0	0	0	0	0	0	100	100	0	100	0	1	1	0	246	-1	0	0	1	0	phishing
http://mail.valetparkingschiphol.com/~u43730p39181/pki-validation	65	29	0	2	1	0	0	0	0	0	1	0	4	1	0	0	0	0	0	1	0.153846	0	0	0	0	2	0	0	0	0	0	5	0	3	4	3	20	20	13	10	12	8.666667	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	151	580	0	0	1	0	phishing
http://www.baconismagic.ca/food/five-foods-not-to-miss-in-nicaragua/	68	19	0	2	6	0	0	0	0	0	0	0	5	1	0	0	1	0	0	1	0	0	1	0	0	2	0	0	0	0	2	10	6	2	3	2	12	12	9	4.8	7.5	4.125	0	0	0	0	132	0.659091	0.340909	0	0.044444	0.155556	0	1	44.444444	54.761905	45.238095	98.484848	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	0	1	0	0	0	6	1	0	0	1	0	0	1	0.2	0	0	0	0	3	0	0	0	0	1	9	12	3	3	3	32	10	32	9.222222	6.5	10	0	0	0	0	4	0.75	0.25	0	1	0	0	0	100	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	3	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	1	0	12	12	0	12	12	0	12	12	0	0	0	0	0	0	0	0	0	0	0	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	3	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	2	3	3	3	0	13	13	0	8	8	0	0	0	0	0	33	0.515152	0.484848	0	0.5	0	0	0	75	0	100	62.857143	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	1	0	0	4	3	1	0	0	1	1	1	0	0.148649	0	1	0	0	3	0	0	0	0	0	12	5	2	3	2	11	6	11	4.25	4.5	4.2	0	1	0	0	5	0.4	0.6	0	0.666667	0	0	0	0	0	100	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	4	1	0	0	0	0	0	1	0	0	0	0	0	1	0	0	0	0	1	4	1	5	11	5	11	11	11	9.25	11	8.666667	0	0	0	0	32	0.25	0.75	2	0.041667	0.125	0	1	28.571429	0	0	21.052632	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	2	0	0	0	3	1	1	0	0	0	0	0	0.141304	0	0	0	0	3	0	0	0	0	0	8	2	4	4	4	21	8	21	9.125	6	10.166667	1	0	0	0	0	0	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	6	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	6	0	2	6	2	6	6	6	4.166667	6	3.8	2	0	0	0	19	0.105263	0.894737	2	1	0.117647	1	1	0	0	100	50	0	1	0	0	289	5,555	0	0	1	1	phishing
http://electricitypak.com/fakt/css/data/17/index.php	52	18	0	2	0	0	0	0	0	0	0	0	7	1	0	0	0	0	0	1	0.038462	0	0	0	0	2	0	0	0	0	1	7	1	2	14	2	14	14	5	5	14	3.5	1	0	0	0	1	1	0	0	0	0	0	0	0	100	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	0	0	0	2	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	2	0	5	5	0	8	8	0	6.5	6.5	0	0	0	0	0	1	1	0	0	0	0	0	0	0	100	0	0	0	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	1	0	0	0	9	1	0	0	1	1	0	1	0	0	0	0	0	3	1	0	0	0	0	15	11	2	3	2	14	14	13	5.533333	8.5	5.076923	4	0	0	0	6	0.333333	0.666667	0	0	0	0	1	50	0	100	0	0	1	0	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	4	1	0	0	0	0	0	1	0.017857	0	0	0	0	1	0	1	0	0	1	6	0	1	7	1	10	7	10	6.5	7	6.4	0	0	0	0	414	0.623188	0.376812	1	0.166667	0.025641	0	1	25	57.429719	42.570281	82.824427	0	0	1	0	1,112	3,270	235,408	0	0	5	legitimate
http://www.clickntake.com/	26	18	0	2	0	0	0	0	0	0	0	0	3	1	0	0	1	0	0	1	0	0	0	0	0	2	0	0	0	0	0	2	3	3	3	0	10	10	0	6.5	6.5	0	0	0	0	0	261	0.904215	0.095785	1	0.72	0	0	1	88	96.226415	3.773585	14.285714	0	0	1	0	325	5,153	10,655,328	0	0	3	legitimate
http://vksavesmusic.webservis.ru	32	25	0	2	0	0	0	0	0	0	0	0	2	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	2	0	9	9	0	12	12	0	10.5	10.5	0	0	0	0	0	6	0	1	1	1.166667	0	0	1	0	0	100	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	6	1	0	0	0	0	0	0	0.021739	0	0	0	0	1	1	0	0	0	0	5	1	3	9	3	9	9	7	5.8	9	5	1	1	0	0	77	0.597403	0.402597	3	0	0	0	1	42.857143	0	100	66.666667	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	4	1	0	0	0	0	0	1	0	0	0	0	0	3	1	0	0	0	0	7	0	4	4	4	10	10	6	5.714286	7	5.2	0	0	0	0	0	0	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	7	1	0	0	0	0	0	0	0.028169	0	0	0	0	3	0	0	0	0	0	9	1	1	10	1	11	11	9	5.666667	10.5	4.285714	0	0	0	2	8	1	0	0	0	0	0	0	100	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	2	1	0	0	0	0	0	1	0	0	0	0	0	2	0	0	0	0	0	1	0	8	8	0	8	8	0	8	8	0	0	0	0	0	131	0.183206	0.816794	1	0.149533	0	0	1	10	6.666667	93.333333	1.234568	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	3	1	0	0	1	0	0	1	0	0	0	0	0	2	0	0	0	0	0	2	4	3	3	0	14	14	0	8.5	8.5	0	0	0	0	0	11	0.545455	0.454545	1	0	0	0	1	25	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	5	1	0	0	1	0	0	1	0	0	0	0	0	2	0	0	0	0	2	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	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	2	2	0	0	9	1	0	0	0	0	0	1	0.045455	0	0	0	0	1	1	0	0	0	1	13	4	2	9	2	10	9	10	6.538462	9	6.333333	4	0	0	0	27	0.888889	0.111111	1	0	0	0	1	87.5	0	0	100	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	1	1	0	0	3	1	0	0	1	0	0	0	0.046512	0	0	0	0	2	0	0	0	0	0	6	3	1	3	1	9	7	9	4.333333	5	4	0	1	0	0	53	0.566038	0.433962	0	0	0	0	1	65.217391	100	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	1	0	0	0	7	1	0	0	1	1	0	0	0	0	0	0	0	3	0	0	0	0	0	12	3	3	3	3	16	16	12	6.333333	9.5	5.7	1	0	0	0	16	0.5625	0.4375	1	0	0	0	1	60	50	50	100	0	1	1	1	0	-1	3,128,353	0	0	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	3	2	0	4	3	1	2	0	0	1	1	0	0.145455	0	1	0	0	3	0	1	0	0	1	18	5	2	2	2	14	2	14	4.444444	2	4.588235	1	0	0	0	1	0	1	0	0	0	1	0	0	0	0	0	1	1	0	0	334	-1	24	0	0	9	phishing
http://www.thatsmint.work/wp-includes/irs	41	18	0	2	1	0	0	0	0	0	0	0	4	1	0	0	1	0	0	1	0	0	0	0	0	2	1	0	0	0	1	5	3	2	3	2	9	9	8	5	6	4.333333	2	0	1	0	56	1	0	0	0	0	0	0	100	100	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	0	0	0	0	6	1	0	0	1	0	0	1	0	0	0	0	0	2	0	0	0	0	1	5	4	3	3	5	8	7	8	6.2	5	7	1	0	0	0	87	0.505747	0.494253	6	0	0	1	1	0	0	100	37.5	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	5	1	0	0	0	0	0	1	0.035714	0.142857	0	0	0	1	0	0	0	0	0	3	0	4	4	4	7	4	7	5	4	5.5	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	1	0	1	0	3,460	0	0	1	0	phishing
http://www.hansano.de	21	14	0	2	0	0	0	0	0	0	0	0	2	1	0	0	1	0	0	1	0	0	0	0	0	2	0	0	0	0	1	2	3	3	3	0	7	7	0	5	5	0	0	0	0	0	19	0.947368	0.052632	0	0	0	0	0	100	0	100	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	1	0	0	8	1	0	0	1	0	0	1	0	0	0	0	0	3	0	1	0	0	1	11	4	1	3	1	8	3	8	4.363636	3	4.666667	0	0	0	0	51	1	0	0	0	0	0	0	100	0	0	100	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	5	1	0	0	1	0	0	1	0.081633	0	0	0	0	3	0	0	0	1	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	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	6	1	0	0	0	0	0	0	0.1	0	0	0	0	2	0	0	0	0	0	11	0	4	7	4	13	13	10	7.090909	10	6.444444	0	1	0	0	118	0.652542	0.347458	2	0.170732	0	0	1	18.181818	10	90	65.789474	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	2	0	0	0	5	1	1	0	0	1	0	1	0.145522	0.115385	1	0	0	3	0	0	0	0	0	9	10	2	10	2	200	11	200	27.555556	10.5	32.428571	0	0	0	0	1	0	1	0	0	0	0	0	0	0	100	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	4	1	0	0	0	1	0	1	0.191176	0	0	1	0	3	0	0	0	0	1	6	3	2	3	2	15	13	15	8.666667	8.75	8.5	0	0	0	0	51	1	0	0	0	0	0	0	100	100	0	100	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	3	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	2	3	3	3	0	4	4	0	3.5	3.5	0	0	0	0	0	157	0.942675	0.057325	0	0.444444	0.222222	0	0	100	0	100	46.666667	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	3	1	0	0	0	0	0	1	0	0	0	0	0	2	1	0	1	0	1	3	0	4	4	0	8	8	0	5.666667	5.666667	0	0	1	0	0	14	0.071429	0.928571	0	0.230769	0	0	1	0	0	0	14.285714	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	5	1	0	0	0	0	0	0	0.074074	0	0	0	0	3	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	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	4	1	0	0	0	0	0	0	0.083333	0.142857	0	0	0	1	0	1	0	0	1	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	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	3	1	0	0	0	0	0	1	0	0	0	0	0	1	0	1	0	0	2	1	1	8	8	0	8	8	0	8	8	0	0	0	1	0	27	1	0	0	0	0	0	0	100	100	0	100	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	1	0	0	0	3	1	0	0	0	0	0	0	0.102564	0	0	0	0	2	1	0	0	0	0	4	1	3	3	4	9	9	4	5.25	5.666667	4	0	0	1	0	8	0.125	0.875	1	0	0	0	1	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	1	1	0	0	3	1	0	0	1	0	0	0	0.037736	0	0	0	0	3	0	0	0	0	1	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	131	7,783	446,449	0	0	3	phishing
http://keramikadecor.com.ua/bdfg/excelzz/bizmail.php?email={{emailb64}}	71	20	0	3	0	0	1	0	1	0	0	0	5	1	0	0	0	0	0	1	0.028169	0	0	0	0	3	0	0	0	0	0	7	3	3	13	3	13	13	12	7.285714	13	6.333333	0	0	0	0	86	0.965116	0.034884	1	0	0	0	1	90.909091	100	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	3	1	0	0	0	0	0	1	0.059701	0.102564	0	0	0	3	0	0	1	0	0	8	2	1	1	4	15	9	15	6.125	5	9.5	0	0	0	0	22	0.181818	0.818182	1	0.166667	0	0	1	0	16.666667	83.333333	25	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	3	1	0	0	0	0	0	1	0.27451	0.4	0	0	0	3	0	0	1	0	0	6	1	1	1	3	18	18	4	5.833333	7	3.5	0	0	0	0	21	0.190476	0.809524	1	0.176471	0	0	1	0	20	80	25	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	3	1	0	0	1	0	0	0	0	0	0	0	0	2	0	0	0	0	0	2	3	3	3	0	7	7	0	5	5	0	0	0	0	0	1,040	0.994231	0.005769	1	0	0.166667	0	1	88.235294	99.342105	0.657895	88.888889	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	6	1	0	0	1	0	0	1	0.04918	0	0	0	0	3	0	0	0	0	1	7	6	3	3	3	17	17	7	6	10	4.4	0	0	0	0	4	1	0	0	0	0	0	0	100	0	0	100	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	4	1	0	0	0	0	0	1	0.076087	0.068966	0	0	0	3	0	1	0	0	1	12	2	3	3	3	11	9	11	5.833333	5.875	5.75	3	0	0	0	103	0.932039	0.067961	1	0.285714	0	0	1	81.818182	100	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	5	1	0	0	1	1	0	1	0.096386	0	1	0	0	2	0	1	0	0	1	14	6	1	2	1	8	3	8	4.214286	2.5	4.5	0	0	0	0	268	0.977612	0.022388	0	0	0	0	0	88.888889	66.666667	33.333333	87.5	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	6	1	0	0	0	0	0	0	0	0	0	0	0	1	1	0	0	0	0	15	1	2	4	2	10	4	10	6.933333	4	7.142857	0	0	0	0	28	0.535714	0.464286	1	0	0.076923	0	1	57.142857	0	100	22.222222	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	2	0	0	0	4	1	0	0	0	0	0	0	0	0	1	0	0	1	0	0	0	0	0	6	1	6	9	6	9	9	8	7.5	9	7.2	0	0	0	0	1,326	0.993213	0.006787	0	0.555556	0.111111	0	0	73.333333	100	0	86.842105	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	4	1	0	0	0	2	0	0	0.142857	0	1	0	0	3	0	0	1	0	1	11	5	3	5	3	21	7	21	6.909091	6	7.25	0	1	0	0	1	0	1	0	0	0	0	0	0	0	100	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	1	0	0	9	1	0	0	0	0	0	1	0.025	0.095238	0	0	0	3	0	0	1	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	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	10	1	0	0	1	0	0	1	0.1	0	0	0	0	3	0	0	0	0	1	20	9	1	3	1	10	5	10	4.5	4	4.555556	0	0	0	0	137	0.927007	0.072993	0	0.3	0.1	0	0	100	100	0	83.333333	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	2	2	0	0	5	1	0	0	0	0	0	1	0.233645	0.540541	0	0	1	3	0	0	0	0	2	13	11	1	12	1	70	20	70	14.538462	16	14.272727	0	0	0	0	29	0.344828	0.655172	1	0	0	1	1	0	0	100	100	0	1	0	0	221	7,083	0	0	1	4	phishing
https://sunge-ode.firebaseapp.com/	34	25	0	2	1	0	0	0	0	0	0	0	3	1	0	0	0	0	0	0	0	0	0	0	0	2	1	0	0	0	0	3	1	3	3	0	11	11	0	6.333333	6.333333	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	1	0	0	84	2,837	0	0	1	2	phishing

End of preview. Expand in Dataset Viewer.

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

Funded by: Abdelhakim Hannousse, Salima Yahiouche
Shared by: pirocheto
License: CC-BY-4.0
Paper: https://arxiv.org/abs/2010.12847

Source Data

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

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.