diff --git "a/data/faction-picker-bot/models/engineers_model.txt" "b/data/faction-picker-bot/models/engineers_model.txt"
new file mode 100644--- /dev/null
+++ "b/data/faction-picker-bot/models/engineers_model.txt"
@@ -0,0 +1,961 @@
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+
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+is_linear=0
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+
+
+end of trees
+
+feature_importances:
+BON3=64
+yellow=64
+BON8=63
+BON2=61
+BON9=60
+black=59
+blue=51
+green=47
+BON4=43
+BON5=40
+no_players=40
+brown=34
+BON7=32
+BON10=31
+red=30
+x1_SCORE6=17
+x2_SCORE8=17
+x3_SCORE8=17
+BON1=17
+x0_SCORE2=16
+x4_SCORE7=16
+x5_SCORE3=15
+x0_SCORE4=14
+x1_SCORE1=14
+x0_map2=14
+x2_SCORE2=13
+x0_map1=13
+x5_SCORE8=11
+BON6=11
+x0_SCORE5=10
+x0_SCORE7=10
+x1_SCORE2=10
+x2_SCORE3=10
+x2_SCORE4=10
+x3_SCORE5=10
+x0_map3=9
+x0_SCORE8=8
+x1_SCORE4=8
+x2_SCORE6=8
+x2_SCORE7=8
+x4_SCORE3=8
+x4_SCORE6=8
+x5_SCORE9=8
+x0_SCORE1=7
+x0_SCORE3=7
+x1_SCORE8=7
+x2_SCORE5=7
+x4_SCORE2=7
+x4_SCORE4=7
+x5_SCORE2=7
+x5_SCORE5=7
+x2_SCORE1=6
+x3_SCORE2=6
+x4_SCORE5=6
+x4_SCORE9=6
+x5_SCORE4=6
+x5_SCORE6=6
+x0_SCORE6=5
+x3_SCORE1=5
+x3_SCORE6=5
+x3_SCORE9=5
+x4_SCORE8=5
+x0_SCORE9=4
+x1_SCORE3=4
+x1_SCORE7=4
+x2_SCORE9=4
+x1_SCORE5=3
+x1_SCORE9=3
+x3_SCORE3=3
+x3_SCORE4=3
+x3_SCORE7=3
+x5_SCORE7=3
+
+parameters:
+[boosting: dart]
+[objective: regression]
+[metric: l2]
+[tree_learner: serial]
+[device_type: cpu]
+[linear_tree: 0]
+[data: ]
+[valid: ]
+[num_iterations: 40]
+[learning_rate: 0.1]
+[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: 0.7]
+[feature_fraction_bynode: 1]
+[feature_fraction_seed: 2]
+[extra_trees: 0]
+[extra_seed: 6]
+[early_stopping_round: 10]
+[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]
+[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: ]
+[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:[]