Table 1 Description of the attributes in dataset1 and dataset 2
From: Phishing website prediction using base and ensemble classifier techniques with cross-validation
S. no | Column (attribute) name | Column description | Data type | Possible values |
|---|---|---|---|---|
1 | "having_ip" | Check if IP Address found in URL | Categorical | {1,0} |
2 | "url_length" | Check if URL length longer than normal | Categorical | {1,0, − 1} |
3 | "shortining_service" | Check if Shortening Service used | Categorical | {0,1} |
4 | "having_At_Symbol" | Check if there is @ Symbol in URL | Categorical | {0,1} |
5 | "double_slash_redirect" | Check if double slashes redirect used | Categorical | {1,0} |
6 | "prefix_suffix" | Check if Abnormal Prefix and Suffix | Categorical | {− 1,0,1} |
7 | "having_sub_domain" | Check if Sub Domain in URL | Categorical | {− 1,0,1} |
8 | "sslfinal_state" | Check if SSLfinal State in URL | Categorical | {− 1,1,0} |
9 | "Domain_registration_length" | Check if Registration Timeline of domain | Categorical | {0,1, − 1} |
10 | "favicon" | Check if Favicon used | Categorical | {0,1} |
11 | "port" | Check enabled ports | Categorical | {0,1} |
12 | "https_token" | Check if HTTPS token in URL | Categorical | {1,0} |
13 | "Request_url" | Check if Another URL requested | Categorical | {1, − 1} |
14 | "url_of_anchor" | Check if URL of Anchor used | Categorical | {− 1,0,1} |
15 | "links_in_tags" | Check if Links in tags | Categorical | {1, − 1,0} |
16 | "SFH" | Check if Use of Server Form Handler | Categorical | {− 1,1} |
17 | "submitting_to_email" | Check if Send data to an email | Categorical | {1,0} |
18 | "abnormal_url" | Check if Abnormality in URL | Categorical | {1,0} |
19 | "redirect" | Check if Redirection used | Categorical | {0,1} |
20 | "on_mouseover" | Check if on_mouseover event used | Categorical | {0,1} |
21 | "right_click" | Check If RightClick disabled | Categorical | {0,1} |
22 | "popUpWindow" | Check for calls for PopUp Window | Categorical | {0,1} |
23 | "iframe" | Check if Iframe is ambiguous | Categorical | {0,1} |
24 | "age_of_domain" | Check if Too short age of domain | Categorical | {− 1,0,1} |
25 | "dns_record" | Check if DNS Record is not present | Categorical | {1,0} |
26 | "web_traffic" | Check if less web traffic present | Categorical | {− 1,0,1} |
27 | "page_rank" | Check if Inappropriate Page_Rank | Categorical | {− 1,0,1} |
28 | "google_index" | Check If not in Google Index | Categorical | {0,1} |
29 | "Links_pointing_to_page" | Check if Links pointing to external page | Categorical | {1,0, − 1} |
30 | "statistical_report" | Check if Inappropriate Statistical report | Categorical | {1,0} |
31 | "Result" | Contains Result | Categorical | {1, − 1} |