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Nam/Feature.py

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+import re
+
+def extract_url_features(url):
+    suspicious_words = [
+        'login', 'verify', 'update', 'confirm',
+        'account', 'secure', 'ebayisapi', 'banking'
+    ]
+
+    return {
+        'digit_count' : len(re.findall(r'\d', url)), 
+        'dash_count' : url.count('-'),
+        'underscore_count' : url.count('_'),
+        'percent_count' : url.count('%'),
+        'equal_count' : url.count('='),
+        'question_count' : url.count('?'),
+        'at_count' : url.count('@'),
+        'count_of_exclamation' : url.count('!'),
+        'count_of_dot' : url.count('.'),
+        'count_of_double_slash' : url.count('//'),
+        'special_char_count' : len(re.findall(r'[^a-zA-Z0-9]', url)),
+        'is_ip_in_url' : bool(re.search(r'\b(?:\d{1,3}\.){3}\d{1,3}\b', url)),
+        'has_www' : 'www' in url,
+        'suspicious_word_count' : sum(word in url.lower() for word in suspicious_words),
+        'path_depth' : url.count('/') - 2,
+        'has_long_digit_sequence' : bool(re.search(r'\d{4,}', url)),
+        'has_multiple_dash' : bool(re.search(r'-{2,}', url)),
+        'has_https' : url.startswith('https'),
+        'ends_with_common_extension' : url.endswith(('.html', '.php'))
+    }