{
  "model_name": "PhishShield",
  "model_version": 1,
  "run_id": "a79c5a87dfdf4d73b144c6df61cb9190",
  "algorithm": "Random Forest",
  "created_at": "2026-10-14T19:13:26.215718+00:00",
  "feature_version": "1.1.0",
  "dataset_checksum": "5deb33152a2dbe8a97de2aacd037ad13071b5a42c9005240c75d6fcc5ee972fe",
  "dataset_source": "https://data.mendeley.com/datasets/c2gw7fy2j4/3",
  "dataset_kind": "hannousse",
  "dataset_provenance": {
    "dataset_kind": "hannousse",
    "source": "https://data.mendeley.com/datasets/c2gw7fy2j4/3",
    "label_column": "status",
    "csv_sha256": "5deb33152a2dbe8a97de2aacd037ad13071b5a42c9005240c75d6fcc5ee972fe",
    "license": "CC BY 4.0",
    "authors": [
      "Abdelhakim Hannousse",
      "Salima Yahiouche"
    ],
    "mirror": "https://huggingface.co/datasets/pirocheto/phishing-url",
    "mirror_revision": "1375d450d4540205ac11781b807249c9509739cd",
    "source_files": [
      {
        "url": "https://huggingface.co/datasets/pirocheto/phishing-url/resolve/1375d450d4540205ac11781b807249c9509739cd/data/train.parquet",
        "sha256": "79a776a41e7f5c8a51d24ec6802284887fbdee296c5e09e8d881fc6c4852cc43",
        "rows": 7658
      },
      {
        "url": "https://huggingface.co/datasets/pirocheto/phishing-url/resolve/1375d450d4540205ac11781b807249c9509739cd/data/test.parquet",
        "sha256": "8131f6e48b58136dac0222b419104d19d7d47938483d0a458403113750222a07",
        "rows": 3772
      }
    ],
    "changes": "Recombined mirror train/test files; retained only raw URL and status; original partitions discarded.",
    "raw_rows": 11430
  },
  "dataset_url_profiles": {
    "legitimate": {
      "https": 0.4453590192644483,
      "nonroot_path": 0.612784588441331,
      "query": 0.033450087565674254,
      "www": 0.668476357267951
    },
    "phishing": {
      "https": 0.333274864058937,
      "nonroot_path": 0.8031924223820383,
      "query": 0.23715137695141203,
      "www": 0.2059287844237853
    }
  },
  "model_scope": "full_url",
  "model_features": [
    "url_length",
    "hostname_length",
    "registered_domain_length",
    "path_length",
    "query_length",
    "fragment_length",
    "tld_length",
    "subdomain_count",
    "path_depth",
    "query_parameter_count",
    "digit_count",
    "digit_ratio",
    "hostname_digit_ratio",
    "special_character_count",
    "dot_count",
    "hyphen_count",
    "hostname_hyphen_count",
    "at_count",
    "percent_count",
    "slash_count",
    "question_mark_count",
    "equals_count",
    "ampersand_count",
    "keyword_count",
    "has_ip",
    "has_https",
    "has_userinfo",
    "has_nonstandard_port",
    "has_punycode",
    "hostname_entropy"
  ],
  "assessment_policy": "independent_domain_warnings_v1",
  "probability_scope": "Historical full-URL lexical estimate; no live reputation or website verification",
  "model_sha256": "8c1407b76ab0f0ee61b64b2f76d0ccce44e9341ccaac0de3fdc9019945786c5c",
  "threshold": 0.5,
  "risk_bands": {
    "low": 30,
    "high": 70
  },
  "metrics": {
    "accuracy": 0.8199588477366255,
    "precision": 0.8648648648648649,
    "recall": 0.7579814624098867,
    "f1": 0.8079034028540066,
    "average_precision": 0.9078136458887611,
    "roc_auc": 0.9066087133235886,
    "false_positive_rate": 0.11819116135662898,
    "brier_score": 0.12805593062946538,
    "log_loss": 0.40704657832030633
  },
  "tld_statistics": {
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      "count": 1,
      "phishing_rate": 0.0
    },
    "ac.at": {
      "count": 1,
      "phishing_rate": 0.0
    },
    "ac.id": {
      "count": 12,
      "phishing_rate": 0.6666666666666666
    },
    "ac.in": {
      "count": 3,
      "phishing_rate": 0.0
    },
    "ac.lk": {
      "count": 1,
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    },
    "ac.th": {
      "count": 7,
      "phishing_rate": 1.0
    },
    "ac.uk": {
      "count": 4,
      "phishing_rate": 0.0
    },
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      "count": 1,
      "phishing_rate": 0.0
    },
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      "count": 2,
      "phishing_rate": 0.5
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    },
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    },
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    },
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    },
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    "appspot.com": {
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    },
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      "phishing_rate": 0.4
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      "phishing_rate": 0.6891891891891891
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    },
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    },
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