| tree |
| version=v4 |
| num_class=1 |
| num_tree_per_iteration=1 |
| label_index=0 |
| max_feature_idx=39 |
| objective=binary sigmoid:1 |
| feature_names=word_count character_count sentence_count lexical_diversity avg_sentence_length avg_word_length punctuation_ratio flesch_reading_ease gunning_fog_index grammar_errors passive_voice_ratio predictability_score burstiness sentiment_score length potential_noise lang_ar lang_ca lang_de lang_en lang_es lang_hr lang_nl lang_other lang_pl lang_pt lang_ro lang_ru lang_unknown model_Mistral-7B-Instruct-v0.2 model_aya-101 model_gemini model_gpt-3.5-turbo-0125 model_human model_opt-iml-max-30b model_unknown_model model_v5-Eagle-7B-HF model_vicuna-13b ds_ai_human ds_multisocial |
| feature_infos=[0:1672] [3:9151] [1:135] [0:1] [0:749] [0:183.5116279069768] [0:0.970873786407767] [-1774.7499999999998:147.39000000000004] [0:292.42758620689659] [0:6] [0:3] [0:0.99444444444444435] [0:3.1838230008111283] [-0.99970000000000003:0.99990000000000001] [3:9151] none [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] [0:1] |
| tree_sizes=363 |
|
|
| Tree=0 |
| num_leaves=2 |
| num_cat=0 |
| split_feature=33 |
| split_gain=742957 |
| threshold=1.0000000180025095e-35 |
| decision_type=2 |
| left_child=-1 |
| right_child=-2 |
| leaf_value=0.58605669429830687 0.45714499770437905 |
| leaf_weight=109181.43035978079 63717.65582549572 |
| leaf_count=469165 273802 |
| internal_value=0.538549 |
| internal_weight=172899 |
| internal_count=742967 |
| is_linear=0 |
| shrinkage=1 |
|
|
|
|
| end of trees |
|
|
| feature_importances: |
| model_human=1 |
|
|
| parameters: |
| [boosting: gbdt] |
| [objective: binary] |
| [metric: auc,binary_logloss] |
| [tree_learner: serial] |
| [device_type: cpu] |
| [data_sample_strategy: bagging] |
| [data: ] |
| [valid: ] |
| [num_iterations: 600] |
| [learning_rate: 0.03] |
| [num_leaves: 128] |
| [num_threads: 8] |
| [seed: 42] |
| [deterministic: 0] |
| [force_col_wise: 0] |
| [force_row_wise: 0] |
| [histogram_pool_size: -1] |
| [max_depth: -1] |
| [min_data_in_leaf: 40] |
| [min_sum_hessian_in_leaf: 0.001] |
| [bagging_fraction: 0.8] |
| [pos_bagging_fraction: 1] |
| [neg_bagging_fraction: 1] |
| [bagging_freq: 0] |
| [bagging_seed: 400] |
| [bagging_by_query: 0] |
| [feature_fraction: 0.8] |
| [feature_fraction_bynode: 1] |
| [feature_fraction_seed: 30056] |
| [extra_trees: 0] |
| [extra_seed: 12879] |
| [early_stopping_round: 0] |
| [early_stopping_min_delta: 0] |
| [first_metric_only: 0] |
| [max_delta_step: 0] |
| [lambda_l1: 0] |
| [lambda_l2: 1] |
| [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: 17869] |
| [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] |
| [use_quantized_grad: 0] |
| [num_grad_quant_bins: 4] |
| [quant_train_renew_leaf: 0] |
| [stochastic_rounding: 1] |
| [linear_tree: 0] |
| [max_bin: 255] |
| [max_bin_by_feature: ] |
| [min_data_in_bin: 3] |
| [bin_construct_sample_cnt: 200000] |
| [data_random_seed: 175] |
| [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: 16083] |
| [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: ] |
| [lambdarank_position_bias_regularization: 0] |
| [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:[] |
|
|
