| {"sklearn": {"columns": ["URL", "URLLength", "Domain", "DomainLength", "IsDomainIP", "TLD", "URLSimilarityIndex", "CharContinuationRate", "TLDLegitimateProb", "URLCharProb", "TLDLength", "NoOfSubDomain", "HasObfuscation", "NoOfObfuscatedChar", "ObfuscationRatio", "NoOfLettersInURL", "LetterRatioInURL", "NoOfDegitsInURL", "DegitRatioInURL", "NoOfEqualsInURL", "NoOfQMarkInURL", "NoOfAmpersandInURL", "NoOfOtherSpecialCharsInURL", "SpacialCharRatioInURL", "IsHTTPS", "LineOfCode", "LargestLineLength", "HasTitle", "Title", "DomainTitleMatchScore", "URLTitleMatchScore", "HasFavicon", "Robots", "IsResponsive", "NoOfURLRedirect", "NoOfSelfRedirect", "HasDescription", "NoOfPopup", "NoOfiFrame", "HasExternalFormSubmit", "HasSocialNet", "HasSubmitButton", "HasHiddenFields", "HasPasswordField", "Bank", "Pay", "Crypto", "HasCopyrightInfo", "NoOfImage", "NoOfCSS", "NoOfJS", "NoOfSelfRef", "NoOfEmptyRef", "NoOfExternalRef"], "environment": ["scikit-learn=1.0.2"], "example_input": {"URL": ["https://example.com", "http://phishing-site.net", "https://bank.com"], "URLLength": [23, 28, 19], "Domain": ["example", "phishing-site", "bank"], "DomainLength": [7, 13, 4], "IsDomainIP": [0, 0, 0], "TLD": ["com", "net", "com"], "URLSimilarityIndex": [85, 45, 92], "CharContinuationRate": [12, 25, 8], "TLDLegitimateProb": [0.95, 0.35, 0.98], "URLCharProb": [0.88, 0.42, 0.91], "TLDLength": [3, 3, 3], "NoOfSubDomain": [1, 3, 1], "HasObfuscation": [0, 1, 0], "NoOfObfuscatedChar": [0, 8, 0], "ObfuscationRatio": [0, 32, 0], "NoOfLettersInURL": [18, 15, 14], "LetterRatioInURL": [0.78, 0.54, 0.74], "NoOfDegitsInURL": [0, 3, 0], "DegitRatioInURL": [0, 12, 0], "NoOfEqualsInURL": [0, 2, 0], "NoOfQMarkInURL": [0, 3, 0], "NoOfAmpersandInURL": [0, 4, 0], "NoOfOtherSpecialCharsInURL": [2, 8, 1], "SpacialCharRatioInURL": [0.09, 0.29, 0.05], "IsHTTPS": [1, 0, 1], "LineOfCode": [150, 45, 200], "LargestLineLength": [120, 250, 110], "HasTitle": [1, 0, 1], "Title": ["Example Domain", "Login Required", "Secure Banking"], "DomainTitleMatchScore": [85, 25, 90], "URLTitleMatchScore": [80, 20, 85], "HasFavicon": [1, 0, 1], "Robots": [1, 0, 1], "IsResponsive": [1, 0, 1], "NoOfURLRedirect": [0, 5, 1], "NoOfSelfRedirect": [0, 0, 0], "HasDescription": [1, 0, 1], "NoOfPopup": [0, 3, 0], "NoOfiFrame": [0, 2, 0], "HasExternalFormSubmit": [0, 1, 0], "HasSocialNet": [0, 0, 1], "HasSubmitButton": [0, 1, 1], "HasHiddenFields": [0, 1, 0], "HasPasswordField": [0, 1, 1], "Bank": [0, 0, 1], "Pay": [0, 1, 0], "Crypto": [0, 0, 0], "HasCopyrightInfo": [1, 0, 1], "NoOfImage": [5, 2, 8], "NoOfCSS": [3, 1, 4], "NoOfJS": [2, 5, 3], "NoOfSelfRef": [12, 3, 15], "NoOfEmptyRef": [0, 4, 0], "NoOfExternalRef": [3, 8, 2]}, "model": {"file": "model.pkl"}, "task": "tabular-classification"}} |