diff --git "a/phishing_model_combined_0.984_train.txt" "b/phishing_model_combined_0.984_train.txt" new file mode 100644--- /dev/null +++ "b/phishing_model_combined_0.984_train.txt" @@ -0,0 +1,15357 @@ +tree +version=v4 +num_class=1 +num_tree_per_iteration=1 +label_index=0 +max_feature_idx=48 +objective=binary sigmoid:1 +feature_names=request_url_percentage certificate_age script_percentage link_percentage TTL ip_address_count count_domain_occurrences domain_registration_length abnormal_url age_of_domain page_rank_decimal bert_confidence issuer_ACCVCA-120 issuer_AT issuer_AU issuer_Apple_Public_Server_ECC_CA_12_-_G1 issuer_Apple_Public_Server_RSA_CA_12_-_G1 issuer_Atos_TrustedRoot_Server-CA_2019 issuer_BE issuer_BM issuer_BR issuer_CH issuer_CN issuer_CZ issuer_DE issuer_ES issuer_FI issuer_FR issuer_GB issuer_GR issuer_HK issuer_HU issuer_IN issuer_IT issuer_JP issuer_LU issuer_LV issuer_MA issuer_NL issuer_NO issuer_PL issuer_PT issuer_RO issuer_SK issuer_TR issuer_TW issuer_US 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26.6086 0.780617 0.662891 486.872 2758.89 239.389 149.628 308.192 48.9986 3398.7 374.856 6.45261 6.25023 2.33143 +internal_count=911180 795632 313569 160085 482063 153484 117193 40129 42892 9158 9124 2087 1938 43 149 58 7037 269 235 115548 42549 13316 4500 139907 343 31277 342156 9665 9632 91 +is_linear=0 +shrinkage=0.01 + + +end of trees + +feature_importances: +page_rank_decimal=5310 +bert_confidence=4175 +certificate_age=3791 +count_domain_occurrences=2347 +script_percentage=2084 +link_percentage=2019 +ip_address_count=1585 +TTL=746 +issuer_US=630 +request_url_percentage=504 +issuer_GB=255 +issuer_BE=224 +issuer_NL=167 +issuer_PL=51 +domain_registration_length=22 +issuer_AT=20 +issuer_DE=17 +abnormal_url=13 +issuer_FR=13 +age_of_domain=10 +issuer_CN=6 +issuer_JP=5 +issuer_IT=2 +issuer_RO=2 +issuer_Apple_Public_Server_RSA_CA_12_-_G1=1 +issuer_LV=1 + +parameters: +[boosting: gbdt] +[objective: binary] +[metric: binary_logloss] +[tree_learner: serial] +[device_type: cpu] +[data: ] +[valid: ] +[num_iterations: 800] +[learning_rate: 0.01] +[num_leaves: 31] +[num_threads: 0] +[deterministic: 0] +[force_col_wise: 0] +[force_row_wise: 0] +[histogram_pool_size: -1] +[max_depth: -1] +[min_data_in_leaf: 20] +[min_sum_hessian_in_leaf: 0.001] +[bagging_fraction: 1] +[pos_bagging_fraction: 1] +[neg_bagging_fraction: 1] +[bagging_freq: 0] +[bagging_seed: 3] +[feature_fraction: 0.6] +[feature_fraction_bynode: 1] +[feature_fraction_seed: 2] +[extra_trees: 0] +[extra_seed: 6] +[early_stopping_round: 0] +[first_metric_only: 0] +[max_delta_step: 0] +[lambda_l1: 0] +[lambda_l2: 0] +[linear_lambda: 0] +[min_gain_to_split: 0] +[drop_rate: 0.1] +[max_drop: 50] +[skip_drop: 0.5] +[xgboost_dart_mode: 0] +[uniform_drop: 0] +[drop_seed: 4] +[top_rate: 0.2] +[other_rate: 0.1] +[min_data_per_group: 100] +[max_cat_threshold: 32] +[cat_l2: 10] +[cat_smooth: 10] +[max_cat_to_onehot: 4] +[top_k: 20] +[monotone_constraints: ] +[monotone_constraints_method: basic] +[monotone_penalty: 0] +[feature_contri: ] +[forcedsplits_filename: ] +[refit_decay_rate: 0.9] +[cegb_tradeoff: 1] +[cegb_penalty_split: 0] +[cegb_penalty_feature_lazy: ] +[cegb_penalty_feature_coupled: ] +[path_smooth: 0] +[interaction_constraints: ] +[verbosity: 1] +[saved_feature_importance_type: 0] +[linear_tree: 0] +[max_bin: 255] +[max_bin_by_feature: ] +[min_data_in_bin: 3] +[bin_construct_sample_cnt: 200000] +[data_random_seed: 1] +[is_enable_sparse: 1] +[enable_bundle: 1] +[use_missing: 1] +[zero_as_missing: 0] +[feature_pre_filter: 1] +[pre_partition: 0] +[two_round: 0] +[header: 0] +[label_column: ] +[weight_column: ] +[group_column: ] +[ignore_column: ] +[categorical_feature: ] +[forcedbins_filename: ] +[precise_float_parser: 0] +[parser_config_file: ] +[objective_seed: 5] +[num_class: 1] +[is_unbalance: 0] +[scale_pos_weight: 1] +[sigmoid: 1] +[boost_from_average: 1] +[reg_sqrt: 0] +[alpha: 0.9] +[fair_c: 1] +[poisson_max_delta_step: 0.7] +[tweedie_variance_power: 1.5] +[lambdarank_truncation_level: 30] +[lambdarank_norm: 1] +[label_gain: ] +[eval_at: ] +[multi_error_top_k: 1] +[auc_mu_weights: ] +[num_machines: 1] +[local_listen_port: 12400] +[time_out: 120] +[machine_list_filename: ] +[machines: ] +[gpu_platform_id: -1] +[gpu_device_id: -1] +[gpu_use_dp: 0] +[num_gpu: 1] + +end of parameters + +pandas_categorical:[]