upload model_info.json
Browse files- model_info.json +95 -0
model_info.json
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{
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"name": "PhishScout",
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"version": "v1",
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"model": "lightgbm-60x8L31-full35",
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"algorithm": "LightGBM (gradient boosting)",
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"params": {
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"n_estimators": 60,
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"max_depth": 8,
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"num_leaves": 31,
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"min_child_samples": 5,
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"learning_rate": 0.1,
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"objective": "binary",
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"random_state": 42
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},
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"features": [
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"url_length",
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"hyphen_count",
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"digit_count",
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"subdomain_count",
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"protocol_exists",
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"special_char_count",
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"entropy",
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"path_depth",
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"domain_length",
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"is_domain_ip",
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"has_at_symbol",
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"has_double_slash_redirect",
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"tld_length",
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"trusted_tld",
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"query_param_count",
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"path_length",
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"keyword_count",
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"brand_in_host",
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"brand_in_path",
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"brand_count",
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"has_punycode",
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"has_nonstandard_port",
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"percent_encoding_count",
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"has_hex_ip",
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"uppercase_ratio",
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"www_count",
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"max_digit_run",
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"max_label_len",
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"host_label_count",
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"has_domain_in_path",
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"query_length",
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"equals_count",
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"sensitive_extension",
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"has_multiple_tlds",
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"consecutive_punct"
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],
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"n_features": 35,
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"metrics": {
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"train": {
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"accuracy": 0.8777,
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"precision": 0.9087,
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"recall": 0.8396,
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"f1": 0.8728,
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"auc": 0.9483
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},
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"val": {
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"accuracy": 0.8674,
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"precision": 0.9004,
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"recall": 0.8296,
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"f1": 0.8635,
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"auc": 0.9407
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},
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"test": {
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"accuracy": 0.8697,
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"precision": 0.9033,
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| 71 |
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"recall": 0.8254,
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| 72 |
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"f1": 0.8626,
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| 73 |
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"auc": 0.9369
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},
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"test_at_best_val_threshold": {
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"threshold": 0.36,
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"f1": 0.8529
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}
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},
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"confusion_matrix_test": {
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"TN": 1379,
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"FP": 131,
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"FN": 259,
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"TP": 1224
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},
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"onnx_size_kb": 131.5,
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"onnx_parity": 1.0,
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"latency_us_median": 9.4,
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"opset": 15,
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"dataset": "saidutta69/PhishTrap",
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"trained_on": "train split (13,969 rows)",
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"eval_on": "held-out test (2,993 rows)",
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"threshold_default": 0.5,
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"threshold_recommended": 0.36
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}
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