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## Description
Trying to run training, I get the following error:
```
Check failed: (dataset->num_total_features_) == (static_cast<int>(feature_names_.size())) at /home/arthur/dev/btc/LightGBM/src/io/dataset_loader.cpp, line 1100 .
```
The full output of the command:
```
╰─⠠⠵ /home/arthur/dev/btc/champs/bin/lightgbm config=/ram/train-aim_final_bear_ratio.conf on main|✚8…6
[LightGBM] [Warning] bin_construct_sample_cnt is set=10000000, subsample_for_bin=10000000 will be ignored. Current value: bin_construct_sample_cnt=10000000
[LightGBM] [Info] Finished loading parameters
[LightGBM] [Debug] Loading train file...
[LightGBM] [Debug] Skipped header 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_1,prev_payout_ind_sma_30_3,prev_payout_ind_sma_30_7,prev_payout_ind_sma_3_0,prev_payout_ind_sma_3_1,prev_payout_ind_sma_3_3,prev_payout_ind_sma_3_7,prev_payout_ind_sma_5_0,prev_payout_ind_sma_5_1,prev_payout_ind_sma_5_3,prev_payout_ind_sma_5_7,prev_payout_ind_sma_8_0,prev_payout_ind_sma_8_1,prev_payout_ind_sma_8_3,prev_payout_ind_sma_8_7,prev_payout_ind_trix_12_0,prev_payout_ind_trix_12_1,prev_payout_ind_trix_12_3,prev_payout_ind_trix_12_7,prev_payout_ind_trix_18_0,prev_payout_ind_trix_18_1,prev_payout_ind_trix_18_3,prev_payout_ind_trix_18_7,prev_payout_ind_trix_2_0,prev_payout_ind_trix_2_1,prev_payout_ind_trix_2_3,prev_payout_ind_trix_2_7,prev_payout_ind_trix_30_0,prev_payout_ind_trix_30_1,prev_payout_ind_trix_30_3,prev_payout_ind_trix_30_7,prev_payout_ind_trix_3_0,prev_payout_ind_trix_3_1,prev_payout_ind_trix_3_3,prev_payout_ind_trix_3_7,prev_payout_ind_trix_5_0,prev_payout_ind_trix_5_1,prev_payout_ind_trix_5_3,prev_payout_ind_trix_5_7,prev_payout_ind_trix_8_0,prev_payout_ind_trix_8_1,prev_payout_ind_trix_8_3,prev_payout_ind_trix_8_7,prev_payout_ind_wem_12_0,prev_payout_ind_wem_12_1,prev_payout_ind_wem_12_3,prev_payout_ind_wem_12_7,prev_payout_ind_wem_18_0,prev_payout_ind_wem_18_1,prev_payout_ind_wem_18_3,prev_payout_ind_wem_18_7,prev_payout_ind_wem_2_0,prev_payout_ind_wem_2_1,prev_payout_ind_wem_2_3,prev_payout_ind_wem_2_7,prev_payout_ind_wem_30_0,prev_payout_ind_wem_30_1,prev_payout_ind_wem_30_3,prev_payout_ind_wem_30_7,prev_payout_ind_wem_3_0,prev_payout_ind_wem_3_1,prev_payout_ind_wem_3_3,prev_payout_ind_wem_3_7,prev_payout_ind_wem_5_0,prev_payout_ind_wem_5_1,prev_payout_ind_wem_5_3,prev_payout_ind_wem_5_7,prev_payout_ind_wem_8_0,prev_payout_ind_wem_8_1,prev_payout_ind_wem_8_3,prev_payout_ind_wem_8_7,prev_payout_ind_wma_12_0,prev_payout_ind_wma_12_1,prev_payout_ind_wma_12_3,prev_payout_ind_wma_12_7,prev_payout_ind_wma_18_0,prev_payout_ind_wma_18_1,prev_payout_ind_wma_18_3,prev_payout_ind_wma_18_7,prev_payout_ind_wma_2_0,prev_payout_ind_wma_2_1,prev_payout_ind_wma_2_3,prev_payout_ind_wma_2_7,prev_payout_ind_wma_30_0,prev_payout_ind_wma_30_1,prev_payout_ind_wma_30_3,prev_payout_ind_wma_30_7,prev_payout_ind_wma_3_0,prev_payout_ind_wma_3_1,prev_payout_ind_wma_3_3,prev_payout_ind_wma_3_7,prev_payout_ind_wma_5_0,prev_payout_ind_wma_5_1,prev_payout_ind_wma_5_3,prev_payout_ind_wma_5_7,prev_payout_ind_wma_8_0,prev_payout_ind_wma_8_1,prev_payout_ind_wma_8_3,prev_payout_ind_wma_8_7,prev_seconds_history_10,prev_seconds_history_11,prev_seconds_history_12,prev_seconds_history_13,prev_seconds_history_14,prev_seconds_history_15,prev_seconds_history_16,prev_seconds_history_17,prev_seconds_history_18,prev_seconds_history_19,prev_seconds_history_20,prev_seconds_history_21,prev_seconds_history_22,prev_seconds_history_23,prev_seconds_history_24,prev_seconds_history_25,prev_seconds_history_26,prev_seconds_history_27,prev_seconds_history_28,prev_seconds_history_8,prev_seconds_history_9,second_aim_end_price,second_aim_final_bear_ratio,second_aim_final_bull_ratio,second_aim_position,second_aim_price_change,second_aim_price_change_percent,second_aim_price_change_ratio,second_aim_round_number,second_aim_start_price,second_payout_history_10,second_payout_history_11,second_payout_history_12,second_payout_history_13,second_payout_history_14,second_payout_history_15,second_payout_history_16,second_payout_history_17,second_payout_history_18,second_payout_history_19,second_payout_history_20,second_payout_history_21,second_payout_history_8,second_payout_history_9,second_payout_ind_ema_12_0,second_payout_ind_ema_12_1,second_payout_ind_ema_12_3,second_payout_ind_ema_12_7,second_payout_ind_ema_18_0,second_payout_ind_ema_18_1,second_payout_ind_ema_18_3,second_payout_ind_ema_18_7,second_payout_ind_ema_2_0,second_payout_ind_ema_2_1,second_payout_ind_ema_2_3,second_payout_ind_ema_2_7,second_payout_ind_ema_30_0,second_payout_ind_ema_30_1,second_payout_ind_ema_30_3,second_payout_ind_ema_30_7,second_payout_ind_ema_3_0,second_payout_ind_ema_3_1,second_payout_ind_ema_3_3,second_payout_ind_ema_3_7,second_payout_ind_ema_5_0,second_payout_ind_ema_5_1,second_payout_ind_ema_5_3,second_payout_ind_ema_5_7,second_payout_ind_ema_8_0,second_payout_ind_ema_8_1,second_payout_ind_ema_8_3,second_payout_ind_ema_8_7,second_payout_ind_gain_12_0,second_payout_ind_gain_12_1,second_payout_ind_gain_12_3,second_payout_ind_gain_12_7,second_payout_ind_gain_18_0,second_payout_ind_gain_18_1,second_payout_ind_gain_18_3,second_payout_ind_gain_18_7,second_payout_ind_gain_2_0,second_payout_ind_gain_2_1,second_payout_ind_gain_2_3,second_payout_ind_gain_2_7,second_payout_ind_gain_30_0,second_payout_ind_gain_30_1,second_payout_ind_gain_30_3,second_payout_ind_gain_30_7,second_payout_ind_gain_3_0,second_payout_ind_gain_3_1,second_payout_ind_gain_3_3,second_payout_ind_gain_3_7,second_payout_ind_gain_5_0,second_payout_ind_gain_5_1,second_payout_ind_gain_5_3,second_payout_ind_gain_5_7,second_payout_ind_gain_8_0,second_payout_ind_gain_8_1,second_payout_ind_gain_8_3,second_payout_ind_gain_8_7,second_payout_ind_loss_12_0,second_payout_ind_loss_12_1,second_payout_ind_loss_12_3,second_payout_ind_loss_12_7,second_payout_ind_loss_18_0,second_payout_ind_loss_18_1,second_payout_ind_loss_18_3,second_payout_ind_loss_18_7,second_payout_ind_loss_2_0,second_payout_ind_loss_2_1,second_payout_ind_loss_2_3,second_payout_ind_loss_2_7,second_payout_ind_loss_30_0,second_payout_ind_loss_30_1,second_payout_ind_loss_30_3,second_payout_ind_loss_30_7,second_payout_ind_loss_3_0,second_payout_ind_loss_3_1,second_payout_ind_loss_3_3,second_payout_ind_loss_3_7,second_payout_ind_loss_5_0,second_payout_ind_loss_5_1,second_payout_ind_loss_5_3,second_payout_ind_loss_5_7,second_payout_ind_loss_8_0,second_payout_ind_loss_8_1,second_payout_ind_loss_8_3,second_payout_ind_loss_8_7,second_payout_ind_roc_12_0,second_payout_ind_roc_12_1,second_payout_ind_roc_12_3,second_payout_ind_roc_12_7,second_payout_ind_roc_18_0,second_payout_ind_roc_18_1,second_payout_ind_roc_18_3,second_payout_ind_roc_18_7,second_payout_ind_roc_2_0,second_payout_ind_roc_2_1,second_payout_ind_roc_2_3,second_payout_ind_roc_2_7,second_payout_ind_roc_30_0,second_payout_ind_roc_30_1,second_payout_ind_roc_30_3,second_payout_ind_roc_30_7,second_payout_ind_roc_3_0,second_payout_ind_roc_3_1,second_payout_ind_roc_3_3,second_payout_ind_roc_3_7,second_payout_ind_roc_5_0,second_payout_ind_roc_5_1,second_payout_ind_roc_5_3,second_payout_ind_roc_5_7,second_payout_ind_roc_8_0,second_payout_ind_roc_8_1,second_payout_ind_roc_8_3,second_payout_ind_roc_8_7,second_payout_ind_rsi_12_0,second_payout_ind_rsi_12_1,second_payout_ind_rsi_12_3,second_payout_ind_rsi_12_7,second_payout_ind_rsi_18_0,second_payout_ind_rsi_18_1,second_payout_ind_rsi_18_3,second_payout_ind_rsi_18_7,second_payout_ind_rsi_2_0,second_payout_ind_rsi_2_1,second_payout_ind_rsi_2_3,second_payout_ind_rsi_2_7,second_payout_ind_rsi_30_0,second_payout_ind_rsi_30_1,second_payout_ind_rsi_30_3,second_payout_ind_rsi_30_7,second_payout_ind_rsi_3_0,second_payout_ind_rsi_3_1,second_payout_ind_rsi_3_3,second_payout_ind_rsi_3_7,second_payout_ind_rsi_5_0,second_payout_ind_rsi_5_1,second_payout_ind_rsi_5_3,second_payout_ind_rsi_5_7,second_payout_ind_rsi_8_0,second_payout_ind_rsi_8_1,second_payout_ind_rsi_8_3,second_payout_ind_rsi_8_7,second_payout_ind_sma_12_0,second_payout_ind_sma_12_1,second_payout_ind_sma_12_3,second_payout_ind_sma_12_7,second_payout_ind_sma_18_0,second_payout_ind_sma_18_1,second_payout_ind_sma_18_3,second_payout_ind_sma_18_7,second_payout_ind_sma_2_0,second_payout_ind_sma_2_1,second_payout_ind_sma_2_3,second_payout_ind_sma_2_7,second_payout_ind_sma_30_0,second_payout_ind_sma_30_1,second_payout_ind_sma_30_3,second_payout_ind_sma_30_7,second_payout_ind_sma_3_0,second_payout_ind_sma_3_1,second_payout_ind_sma_3_3,second_payout_ind_sma_3_7,second_payout_ind_sma_5_0,second_payout_ind_sma_5_1,second_payout_ind_sma_5_3,second_payout_ind_sma_5_7,second_payout_ind_sma_8_0,second_payout_ind_sma_8_1,second_payout_ind_sma_8_3,second_payout_ind_sma_8_7,second_payout_ind_trix_12_0,second_payout_ind_trix_12_1,second_payout_ind_trix_12_3,second_payout_ind_trix_12_7,second_payout_ind_trix_18_0,second_payout_ind_trix_18_1,second_payout_ind_trix_18_3,second_payout_ind_trix_18_7,second_payout_ind_trix_2_0,second_payout_ind_trix_2_1,second_payout_ind_trix_2_3,second_payout_ind_trix_2_7,second_payout_ind_trix_30_0,second_payout_ind_trix_30_1,second_payout_ind_trix_30_3,second_payout_ind_trix_30_7,second_payout_ind_trix_3_0,second_payout_ind_trix_3_1,second_payout_ind_trix_3_3,second_payout_ind_trix_3_7,second_payout_ind_trix_5_0,second_payout_ind_trix_5_1,second_payout_ind_trix_5_3,second_payout_ind_trix_5_7,second_payout_ind_trix_8_0,second_payout_ind_trix_8_1,second_payout_ind_trix_8_3,second_payout_ind_trix_8_7,second_payout_ind_wem_12_0,second_payout_ind_wem_12_1,second_payout_ind_wem_12_3,second_payout_ind_wem_12_7,second_payout_ind_wem_18_0,second_payout_ind_wem_18_1,second_payout_ind_wem_18_3,second_payout_ind_wem_18_7,second_payout_ind_wem_2_0,second_payout_ind_wem_2_1,second_payout_ind_wem_2_3,second_payout_ind_wem_2_7,second_payout_ind_wem_30_0,second_payout_ind_wem_30_1,second_payout_ind_wem_30_3,second_payout_ind_wem_30_7,second_payout_ind_wem_3_0,second_payout_ind_wem_3_1,second_payout_ind_wem_3_3,second_payout_ind_wem_3_7,second_payout_ind_wem_5_0,second_payout_ind_wem_5_1,second_payout_ind_wem_5_3,second_payout_ind_wem_5_7,second_payout_ind_wem_8_0,second_payout_ind_wem_8_1,second_payout_ind_wem_8_3,second_payout_ind_wem_8_7,second_payout_ind_wma_12_0,second_payout_ind_wma_12_1,second_payout_ind_wma_12_3,second_payout_ind_wma_12_7,second_payout_ind_wma_18_0,second_payout_ind_wma_18_1,second_payout_ind_wma_18_3,second_payout_ind_wma_18_7,second_payout_ind_wma_2_0,second_payout_ind_wma_2_1,second_payout_ind_wma_2_3,second_payout_ind_wma_2_7,second_payout_ind_wma_30_0,second_payout_ind_wma_30_1,second_payout_ind_wma_30_3,second_payout_ind_wma_30_7,second_payout_ind_wma_3_0,second_payout_ind_wma_3_1,second_payout_ind_wma_3_3,second_payout_ind_wma_3_7,second_payout_ind_wma_5_0,second_payout_ind_wma_5_1,second_payout_ind_wma_5_3,second_payout_ind_wma_5_7,second_payout_ind_wma_8_0,second_payout_ind_wma_8_1,second_payout_ind_wma_8_3,second_payout_ind_wma_8_7,second_seconds_history_10,second_seconds_history_11,second_seconds_history_12,second_seconds_history_13,second_seconds_history_14,second_seconds_history_15,second_seconds_history_16,second_seconds_history_17,second_seconds_history_18,second_seconds_history_19,second_seconds_history_20,second_seconds_history_21,second_seconds_history_22,second_seconds_history_23,second_seconds_history_24,second_seconds_history_25,second_seconds_history_26,second_seconds_history_27,second_seconds_history_28,second_seconds_history_8,second_seconds_history_9" in file /media/arthur/Data/champs/variables/039795sec08//variables.csv.training.aim_final_bear_ratio.csv
[LightGBM] [Info] Using column aim_final_bear_ratio as label
[LightGBM] [Debug] Skipped header 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0_3,payout_ind_wma_30_7,payout_ind_wma_3_0,payout_ind_wma_3_1,payout_ind_wma_3_3,payout_ind_wma_3_7,payout_ind_wma_5_0,payout_ind_wma_5_1,payout_ind_wma_5_3,payout_ind_wma_5_7,payout_ind_wma_8_0,payout_ind_wma_8_1,payout_ind_wma_8_3,payout_ind_wma_8_7,seconds_history_10,seconds_history_11,seconds_history_12,seconds_history_13,seconds_history_14,seconds_history_15,seconds_history_16,seconds_history_17,seconds_history_18,seconds_history_19,seconds_history_20,seconds_history_21,seconds_history_22,seconds_history_23,seconds_history_24,seconds_history_25,seconds_history_26,seconds_history_27,seconds_history_28,seconds_history_8,seconds_history_9,prev_aim_end_price,prev_aim_final_bear_ratio,prev_aim_final_bull_ratio,prev_aim_position,prev_aim_price_change,prev_aim_price_change_percent,prev_aim_price_change_ratio,prev_aim_round_number,prev_aim_start_price,prev_payout_history_10,prev_payout_history_11,prev_payout_history_12,prev_payout_history_13,prev_payout_history_14,prev_payout_history_15,prev_payout_history_16,prev_payout_history_17,prev_payout_history_18,prev_payout_history_19,prev_payout_history_20,prev_payout_history_21,prev_payout_history_8,prev_payout_history_9,prev_payout_ind_ema_12_0,prev_payout_ind_ema_12_1,prev_payout_ind_ema_12_3,prev_payout_ind_ema_12_7,prev_payout_ind_ema_18_0,prev_payout_ind_ema_18_1,prev_payout_ind_ema_18_3,prev_payout_ind_ema_18_7,prev_payout_ind_ema_2_0,prev_payout_ind_ema_2_1,prev_payout_ind_ema_2_3,prev_payout_ind_ema_2_7,prev_payout_ind_ema_30_0,prev_payout_ind_ema_30_1,prev_payout_ind_ema_30_3,prev_payout_ind_ema_30_7,prev_payout_ind_ema_3_0,prev_payout_ind_ema_3_1,prev_payout_ind_ema_3_3,prev_payout_ind_ema_3_7,prev_payout_ind_ema_5_0,prev_payout_ind_ema_5_1,prev_payout_ind_ema_5_3,prev_payout_ind_ema_5_7,prev_payout_ind_ema_8_0,prev_payout_ind_ema_8_1,prev_payout_ind_ema_8_3,prev_payout_ind_ema_8_7,prev_payout_ind_gain_12_0,prev_payout_ind_gain_12_1,prev_payout_ind_gain_12_3,prev_payout_ind_gain_12_7,prev_payout_ind_gain_18_0,prev_payout_ind_gain_18_1,prev_payout_ind_gain_18_3,prev_payout_ind_gain_18_7,prev_payout_ind_gain_2_0,prev_payout_ind_gain_2_1,prev_payout_ind_gain_2_3,prev_payout_ind_gain_2_7,prev_payout_ind_gain_30_0,prev_payout_ind_gain_30_1,prev_payout_ind_gain_30_3,prev_payout_ind_gain_30_7,prev_payout_ind_gain_3_0,prev_payout_ind_gain_3_1,prev_payout_ind_gain_3_3,prev_payout_ind_gain_3_7,prev_payout_ind_gain_5_0,prev_payout_ind_gain_5_1,prev_payout_ind_gain_5_3,prev_payout_ind_gain_5_7,prev_payout_ind_gain_8_0,prev_payout_ind_gain_8_1,prev_payout_ind_gain_8_3,prev_payout_ind_gain_8_7,prev_payout_ind_loss_12_0,prev_payout_ind_loss_12_1,prev_payout_ind_loss_12_3,prev_payout_ind_loss_12_7,prev_payout_ind_loss_18_0,prev_payout_ind_loss_18_1,prev_payout_ind_loss_18_3,prev_payout_ind_loss_18_7,prev_payout_ind_loss_2_0,prev_payout_ind_loss_2_1,prev_payout_ind_loss_2_3,prev_payout_ind_loss_2_7,prev_payout_ind_loss_30_0,prev_payout_ind_loss_30_1,prev_payout_ind_loss_30_3,prev_payout_ind_loss_30_7,prev_payout_ind_loss_3_0,prev_payout_ind_loss_3_1,prev_payout_ind_loss_3_3,prev_payout_ind_loss_3_7,prev_payout_ind_loss_5_0,prev_payout_ind_loss_5_1,prev_payout_ind_loss_5_3,prev_payout_ind_loss_5_7,prev_payout_ind_loss_8_0,prev_payout_ind_loss_8_1,prev_payout_ind_loss_8_3,prev_payout_ind_loss_8_7,prev_payout_ind_roc_12_0,prev_payout_ind_roc_12_1,prev_payout_ind_roc_12_3,prev_payout_ind_roc_12_7,prev_payout_ind_roc_18_0,prev_payout_ind_roc_18_1,prev_payout_ind_roc_18_3,prev_payout_ind_roc_18_7,prev_payout_ind_roc_2_0,prev_payout_ind_roc_2_1,prev_payout_ind_roc_2_3,prev_payout_ind_roc_2_7,prev_payout_ind_roc_30_0,prev_payout_ind_roc_30_1,prev_payout_ind_roc_30_3,prev_payout_ind_roc_30_7,prev_payout_ind_roc_3_0,prev_payout_ind_roc_3_1,prev_payout_ind_roc_3_3,prev_payout_ind_roc_3_7,prev_payout_ind_roc_5_0,prev_payout_ind_roc_5_1,prev_payout_ind_roc_5_3,prev_payout_ind_roc_5_7,prev_payout_ind_roc_8_0,prev_payout_ind_roc_8_1,prev_payout_ind_roc_8_3,prev_payout_ind_roc_8_7,prev_payout_ind_rsi_12_0,prev_payout_ind_rsi_12_1,prev_payout_ind_rsi_12_3,prev_payout_ind_rsi_12_7,prev_payout_ind_rsi_18_0,prev_payout_ind_rsi_18_1,prev_payout_ind_rsi_18_3,prev_payout_ind_rsi_18_7,prev_payout_ind_rsi_2_0,prev_payout_ind_rsi_2_1,prev_payout_ind_rsi_2_3,prev_payout_ind_rsi_2_7,prev_payout_ind_rsi_30_0,prev_payout_ind_rsi_30_1,prev_payout_ind_rsi_30_3,prev_payout_ind_rsi_30_7,prev_payout_ind_rsi_3_0,prev_payout_ind_rsi_3_1,prev_payout_ind_rsi_3_3,prev_payout_ind_rsi_3_7,prev_payout_ind_rsi_5_0,prev_payout_ind_rsi_5_1,prev_payout_ind_rsi_5_3,prev_payout_ind_rsi_5_7,prev_payout_ind_rsi_8_0,prev_payout_ind_rsi_8_1,prev_payout_ind_rsi_8_3,prev_payout_ind_rsi_8_7,prev_payout_ind_sma_12_0,prev_payout_ind_sma_12_1,prev_payout_ind_sma_12_3,prev_payout_ind_sma_12_7,prev_payout_ind_sma_18_0,prev_payout_ind_sma_18_1,prev_payout_ind_sma_18_3,prev_payout_ind_sma_18_7,prev_payout_ind_sma_2_0,prev_payout_ind_sma_2_1,prev_payout_ind_sma_2_3,prev_payout_ind_sma_2_7,prev_payout_ind_sma_30_0,prev_payout_ind_sma_30_1,prev_payout_ind_sma_30_3,prev_payout_ind_sma_30_7,prev_payout_ind_sma_3_0,prev_payout_ind_sma_3_1,prev_payout_ind_sma_3_3,prev_payout_ind_sma_3_7,prev_payout_ind_sma_5_0,prev_payout_ind_sma_5_1,prev_payout_ind_sma_5_3,prev_payout_ind_sma_5_7,prev_payout_ind_sma_8_0,prev_payout_ind_sma_8_1,prev_payout_ind_sma_8_3,prev_payout_ind_sma_8_7,prev_payout_ind_trix_12_0,prev_payout_ind_trix_12_1,prev_payout_ind_trix_12_3,prev_payout_ind_trix_12_7,prev_payout_ind_trix_18_0,prev_payout_ind_trix_18_1,prev_payout_ind_trix_18_3,prev_payout_ind_trix_18_7,prev_payout_ind_trix_2_0,prev_payout_ind_trix_2_1,prev_payout_ind_trix_2_3,prev_payout_ind_trix_2_7,prev_payout_ind_trix_30_0,prev_payout_ind_trix_30_1,prev_payout_ind_trix_30_3,prev_payout_ind_trix_30_7,prev_payout_ind_trix_3_0,prev_payout_ind_trix_3_1,prev_payout_ind_trix_3_3,prev_payout_ind_trix_3_7,prev_payout_ind_trix_5_0,prev_payout_ind_trix_5_1,prev_payout_ind_trix_5_3,prev_payout_ind_trix_5_7,prev_payout_ind_trix_8_0,prev_payout_ind_trix_8_1,prev_payout_ind_trix_8_3,prev_payout_ind_trix_8_7,prev_payout_ind_wem_12_0,prev_payout_ind_wem_12_1,prev_payout_ind_wem_12_3,prev_payout_ind_wem_12_7,prev_payout_ind_wem_18_0,prev_payout_ind_wem_18_1,prev_payout_ind_wem_18_3,prev_payout_ind_wem_18_7,prev_payout_ind_wem_2_0,prev_payout_ind_wem_2_1,prev_payout_ind_wem_2_3,prev_payout_ind_wem_2_7,prev_payout_ind_wem_30_0,prev_payout_ind_wem_30_1,prev_payout_ind_wem_30_3,prev_payout_ind_wem_30_7,prev_payout_ind_wem_3_0,prev_payout_ind_wem_3_1,prev_payout_ind_wem_3_3,prev_payout_ind_wem_3_7,prev_payout_ind_wem_5_0,prev_payout_ind_wem_5_1,prev_payout_ind_wem_5_3,prev_payout_ind_wem_5_7,prev_payout_ind_wem_8_0,prev_payout_ind_wem_8_1,prev_payout_ind_wem_8_3,prev_payout_ind_wem_8_7,prev_payout_ind_wma_12_0,prev_payout_ind_wma_12_1,prev_payout_ind_wma_12_3,prev_payout_ind_wma_12_7,prev_payout_ind_wma_18_0,prev_payout_ind_wma_18_1,prev_payout_ind_wma_18_3,prev_payout_ind_wma_18_7,prev_payout_ind_wma_2_0,prev_payout_ind_wma_2_1,prev_payout_ind_wma_2_3,prev_payout_ind_wma_2_7,prev_payout_ind_wma_30_0,prev_payout_ind_wma_30_1,prev_payout_ind_wma_30_3,prev_payout_ind_wma_30_7,prev_payout_ind_wma_3_0,prev_payout_ind_wma_3_1,prev_payout_ind_wma_3_3,prev_payout_ind_wma_3_7,prev_payout_ind_wma_5_0,prev_payout_ind_wma_5_1,prev_payout_ind_wma_5_3,prev_payout_ind_wma_5_7,prev_payout_ind_wma_8_0,prev_payout_ind_wma_8_1,prev_payout_ind_wma_8_3,prev_payout_ind_wma_8_7,prev_seconds_history_10,prev_seconds_history_11,prev_seconds_history_12,prev_seconds_history_13,prev_seconds_history_14,prev_seconds_history_15,prev_seconds_history_16,prev_seconds_history_17,prev_seconds_history_18,prev_seconds_history_19,prev_seconds_history_20,prev_seconds_history_21,prev_seconds_history_22,prev_seconds_history_23,prev_seconds_history_24,prev_seconds_history_25,prev_seconds_history_26,prev_seconds_history_27,prev_seconds_history_28,prev_seconds_history_8,prev_seconds_history_9,second_aim_end_price,second_aim_final_bear_ratio,second_aim_final_bull_ratio,second_aim_position,second_aim_price_change,second_aim_price_change_percent,second_aim_price_change_ratio,second_aim_round_number,second_aim_start_price,second_payout_history_10,second_payout_history_11,second_payout_history_12,second_payout_history_13,second_payout_history_14,second_payout_history_15,second_payout_history_16,second_payout_history_17,second_payout_history_18,second_payout_history_19,second_payout_history_20,second_payout_history_21,second_payout_history_8,second_payout_history_9,second_payout_ind_ema_12_0,second_payout_ind_ema_12_1,second_payout_ind_ema_12_3,second_payout_ind_ema_12_7,second_payout_ind_ema_18_0,second_payout_ind_ema_18_1,second_payout_ind_ema_18_3,second_payout_ind_ema_18_7,second_payout_ind_ema_2_0,second_payout_ind_ema_2_1,second_payout_ind_ema_2_3,second_payout_ind_ema_2_7,second_payout_ind_ema_30_0,second_payout_ind_ema_30_1,second_payout_ind_ema_30_3,second_payout_ind_ema_30_7,second_payout_ind_ema_3_0,second_payout_ind_ema_3_1,second_payout_ind_ema_3_3,second_payout_ind_ema_3_7,second_payout_ind_ema_5_0,second_payout_ind_ema_5_1,second_payout_ind_ema_5_3,second_payout_ind_ema_5_7,second_payout_ind_ema_8_0,second_payout_ind_ema_8_1,second_payout_ind_ema_8_3,second_payout_ind_ema_8_7,second_payout_ind_gain_12_0,second_payout_ind_gain_12_1,second_payout_ind_gain_12_3,second_payout_ind_gain_12_7,second_payout_ind_gain_18_0,second_payout_ind_gain_18_1,second_payout_ind_gain_18_3,second_payout_ind_gain_18_7,second_payout_ind_gain_2_0,second_payout_ind_gain_2_1,second_payout_ind_gain_2_3,second_payout_ind_gain_2_7,second_payout_ind_gain_30_0,second_payout_ind_gain_30_1,second_payout_ind_gain_30_3,second_payout_ind_gain_30_7,second_payout_ind_gain_3_0,second_payout_ind_gain_3_1,second_payout_ind_gain_3_3,second_payout_ind_gain_3_7,second_payout_ind_gain_5_0,second_payout_ind_gain_5_1,second_payout_ind_gain_5_3,second_payout_ind_gain_5_7,second_payout_ind_gain_8_0,second_payout_ind_gain_8_1,second_payout_ind_gain_8_3,second_payout_ind_gain_8_7,second_payout_ind_loss_12_0,second_payout_ind_loss_12_1,second_payout_ind_loss_12_3,second_payout_ind_loss_12_7,second_payout_ind_loss_18_0,second_payout_ind_loss_18_1,second_payout_ind_loss_18_3,second_payout_ind_loss_18_7,second_payout_ind_loss_2_0,second_payout_ind_loss_2_1,second_payout_ind_loss_2_3,second_payout_ind_loss_2_7,second_payout_ind_loss_30_0,second_payout_ind_loss_30_1,second_payout_ind_loss_30_3,second_payout_ind_loss_30_7,second_payout_ind_loss_3_0,second_payout_ind_loss_3_1,second_payout_ind_loss_3_3,second_payout_ind_loss_3_7,second_payout_ind_loss_5_0,second_payout_ind_loss_5_1,second_payout_ind_loss_5_3,second_payout_ind_loss_5_7,second_payout_ind_loss_8_0,second_payout_ind_loss_8_1,second_payout_ind_loss_8_3,second_payout_ind_loss_8_7,second_payout_ind_roc_12_0,second_payout_ind_roc_12_1,second_payout_ind_roc_12_3,second_payout_ind_roc_12_7,second_payout_ind_roc_18_0,second_payout_ind_roc_18_1,second_payout_ind_roc_18_3,second_payout_ind_roc_18_7,second_payout_ind_roc_2_0,second_payout_ind_roc_2_1,second_payout_ind_roc_2_3,second_payout_ind_roc_2_7,second_payout_ind_roc_30_0,second_payout_ind_roc_30_1,second_payout_ind_roc_30_3,second_payout_ind_roc_30_7,second_payout_ind_roc_3_0,second_payout_ind_roc_3_1,second_payout_ind_roc_3_3,second_payout_ind_roc_3_7,second_payout_ind_roc_5_0,second_payout_ind_roc_5_1,second_payout_ind_roc_5_3,second_payout_ind_roc_5_7,second_payout_ind_roc_8_0,second_payout_ind_roc_8_1,second_payout_ind_roc_8_3,second_payout_ind_roc_8_7,second_payout_ind_rsi_12_0,second_payout_ind_rsi_12_1,second_payout_ind_rsi_12_3,second_payout_ind_rsi_12_7,second_payout_ind_rsi_18_0,second_payout_ind_rsi_18_1,second_payout_ind_rsi_18_3,second_payout_ind_rsi_18_7,second_payout_ind_rsi_2_0,second_payout_ind_rsi_2_1,second_payout_ind_rsi_2_3,second_payout_ind_rsi_2_7,second_payout_ind_rsi_30_0,second_payout_ind_rsi_30_1,second_payout_ind_rsi_30_3,second_payout_ind_rsi_30_7,second_payout_ind_rsi_3_0,second_payout_ind_rsi_3_1,second_payout_ind_rsi_3_3,second_payout_ind_rsi_3_7,second_payout_ind_rsi_5_0,second_payout_ind_rsi_5_1,second_payout_ind_rsi_5_3,second_payout_ind_rsi_5_7,second_payout_ind_rsi_8_0,second_payout_ind_rsi_8_1,second_payout_ind_rsi_8_3,second_payout_ind_rsi_8_7,second_payout_ind_sma_12_0,second_payout_ind_sma_12_1,second_payout_ind_sma_12_3,second_payout_ind_sma_12_7,second_payout_ind_sma_18_0,second_payout_ind_sma_18_1,second_payout_ind_sma_18_3,second_payout_ind_sma_18_7,second_payout_ind_sma_2_0,second_payout_ind_sma_2_1,second_payout_ind_sma_2_3,second_payout_ind_sma_2_7,second_payout_ind_sma_30_0,second_payout_ind_sma_30_1,second_payout_ind_sma_30_3,second_payout_ind_sma_30_7,second_payout_ind_sma_3_0,second_payout_ind_sma_3_1,second_payout_ind_sma_3_3,second_payout_ind_sma_3_7,second_payout_ind_sma_5_0,second_payout_ind_sma_5_1,second_payout_ind_sma_5_3,second_payout_ind_sma_5_7,second_payout_ind_sma_8_0,second_payout_ind_sma_8_1,second_payout_ind_sma_8_3,second_payout_ind_sma_8_7,second_payout_ind_trix_12_0,second_payout_ind_trix_12_1,second_payout_ind_trix_12_3,second_payout_ind_trix_12_7,second_payout_ind_trix_18_0,second_payout_ind_trix_18_1,second_payout_ind_trix_18_3,second_payout_ind_trix_18_7,second_payout_ind_trix_2_0,second_payout_ind_trix_2_1,second_payout_ind_trix_2_3,second_payout_ind_trix_2_7,second_payout_ind_trix_30_0,second_payout_ind_trix_30_1,second_payout_ind_trix_30_3,second_payout_ind_trix_30_7,second_payout_ind_trix_3_0,second_payout_ind_trix_3_1,second_payout_ind_trix_3_3,second_payout_ind_trix_3_7,second_payout_ind_trix_5_0,second_payout_ind_trix_5_1,second_payout_ind_trix_5_3,second_payout_ind_trix_5_7,second_payout_ind_trix_8_0,second_payout_ind_trix_8_1,second_payout_ind_trix_8_3,second_payout_ind_trix_8_7,second_payout_ind_wem_12_0,second_payout_ind_wem_12_1,second_payout_ind_wem_12_3,second_payout_ind_wem_12_7,second_payout_ind_wem_18_0,second_payout_ind_wem_18_1,second_payout_ind_wem_18_3,second_payout_ind_wem_18_7,second_payout_ind_wem_2_0,second_payout_ind_wem_2_1,second_payout_ind_wem_2_3,second_payout_ind_wem_2_7,second_payout_ind_wem_30_0,second_payout_ind_wem_30_1,second_payout_ind_wem_30_3,second_payout_ind_wem_30_7,second_payout_ind_wem_3_0,second_payout_ind_wem_3_1,second_payout_ind_wem_3_3,second_payout_ind_wem_3_7,second_payout_ind_wem_5_0,second_payout_ind_wem_5_1,second_payout_ind_wem_5_3,second_payout_ind_wem_5_7,second_payout_ind_wem_8_0,second_payout_ind_wem_8_1,second_payout_ind_wem_8_3,second_payout_ind_wem_8_7,second_payout_ind_wma_12_0,second_payout_ind_wma_12_1,second_payout_ind_wma_12_3,second_payout_ind_wma_12_7,second_payout_ind_wma_18_0,second_payout_ind_wma_18_1,second_payout_ind_wma_18_3,second_payout_ind_wma_18_7,second_payout_ind_wma_2_0,second_payout_ind_wma_2_1,second_payout_ind_wma_2_3,second_payout_ind_wma_2_7,second_payout_ind_wma_30_0,second_payout_ind_wma_30_1,second_payout_ind_wma_30_3,second_payout_ind_wma_30_7,second_payout_ind_wma_3_0,second_payout_ind_wma_3_1,second_payout_ind_wma_3_3,second_payout_ind_wma_3_7,second_payout_ind_wma_5_0,second_payout_ind_wma_5_1,second_payout_ind_wma_5_3,second_payout_ind_wma_5_7,second_payout_ind_wma_8_0,second_payout_ind_wma_8_1,second_payout_ind_wma_8_3,second_payout_ind_wma_8_7,second_seconds_history_10,second_seconds_history_11,second_seconds_history_12,second_seconds_history_13,second_seconds_history_14,second_seconds_history_15,second_seconds_history_16,second_seconds_history_17,second_seconds_history_18,second_seconds_history_19,second_seconds_history_20,second_seconds_history_21,second_seconds_history_22,second_seconds_history_23,second_seconds_history_24,second_seconds_history_25,second_seconds_history_26,second_seconds_history_27,second_seconds_history_28,second_seconds_history_8,second_seconds_history_9" in file /media/arthur/Data/champs/variables/039795sec08//variables.csv.training.aim_final_bear_ratio.csv
[LightGBM] [Fatal] Check failed: (dataset->num_total_features_) == (static_cast<int>(feature_names_.size())) at /home/arthur/dev/btc/LightGBM/src/io/dataset_loader.cpp, line 1100 .
Met Exceptions:
Check failed: (dataset->num_total_features_) == (static_cast<int>(feature_names_.size())) at /home/arthur/dev/btc/LightGBM/src/io/dataset_loader.cpp, line 1100 .
```
The config file:
```
# task type, support train and predict
task = train
# boosting type, support gbdt for now, alias: boosting, boost
boosting_type = gbdt
# also rf
# was: boosting_type = gbdt
# application type, support following application
# regression , regression task
# binary , binary classification task
# lambdarank , lambdarank task
# alias: application, app
objective = regression
# eval metrics, support multi metric, delimite by ',' , support following metrics
# l1
# l2 , default metric for regression
# ndcg , default metric for lambdarank
# auc
# binary_logloss , default metric for binary
# binary_error
metric = l2
# was l2.
# frequence for metric output
metric_freq = 1
# true if need output metric for training data, alias: tranining_metric, train_metric
is_training_metric = true
# column in data to use as label
# label_column = 0
# number of bins for feature bucket, 255 is a recommend setting, it can save memories, and also has good accuracy.
max_bin = 255
# was 255.
# forced bin thresholds
# forcedbins_filename = forced_bins.json
# training data
# if exsting weight file, should name to "regression.train.weight"
# alias: train_data, train
data = /media/arthur/Data/champs/variables/039795sec08//variables.csv.training.aim_final_bear_ratio.csv
# /media/arthur/Data/champs/variables/033253/variables.csv.block_1.primary.aim_final_bear_ratio.csv
# validation data, support multi validation data, separated by ','
# if exsting weight file, should name to "regression.test.weight"
# alias: valid, test, test_data,
valid_data = /media/arthur/Data/champs/variables/039795sec08//variables.csv.validation.aim_final_bear_ratio.csv
# /media/arthur/Data/champs/variables/033253/variables.csv.block_1.validation.aim_final_bear_ratio.csv
# number of trees(iterations), alias: num_tree, num_iteration, num_iterations, num_round, num_rounds
num_trees = 100
# best was 300 (with lr 0.002 )
# was 100
# shrinkage rate , alias: shrinkage_rate
learning_rate = 0.05
# best was 0.002
# was 0.05
# number of leaves for one tree, alias: num_leaf
num_leaves = 31
# was 31
# type of tree learner, support following types:
# serial , single machine version
# feature , use feature parallel to train
# data , use data parallel to train
# voting , use voting based parallel to train
# alias: tree
tree_learner = serial
# was serial.
# number of threads for multi-threading. One thread will use one CPU, default is setted to #cpu.
num_threads = 4
# was 1.
# feature sub-sample, will random select 80% feature to train on each iteration
# alias: sub_feature
feature_fraction = 0.9
# Support bagging (data sub-sample), will perform bagging every 5 iterations
bagging_freq = 5
# Bagging farction, will random select 80% data on bagging
# alias: sub_row
bagging_fraction = 0.8
# minimal number data for one leaf, use this to deal with over-fit
# alias : min_data_per_leaf, min_data
min_data_in_leaf = 100
# minimal sum hessians for one leaf, use this to deal with over-fit
min_sum_hessian_in_leaf = 5.0
# save memory and faster speed for sparse feature, alias: is_sparse
is_enable_sparse = true
# when data is bigger than memory size, set this to true. otherwise set false will have faster speed
# alias: two_round_loading, two_round
use_two_round_loading = false
# true if need to save data to binary file and application will auto load data from binary file next time
# alias: is_save_binary, save_binary
is_save_binary_file = false
# output model file
output_model = /tmp/model-all-aim_final_bear_ratio-8s.txt
# /home/arthur/dev/btc/champs/misc/lightgbm/final_bear_ratio_model.txt
# support continuous train from trained gbdt model
# input_model= trained_model.txt
# output prediction file for predict task
# output_result= prediction.txt
# number of machines in distributed training, alias: num_machine
num_machines = 1
# local listening port in distributed training, alias: local_port
local_listen_port = 12400
# machines list file for distributed training, alias: mlist
# machine_list_file = mlist.txt
# verbosity
verbosity = 2
# Header row.
has_header = true
# Label column
label_column=name:aim_final_bear_ratio
# label=name:aim_final_bear_ratio
convert_model_language=cpp
convert_model_file=/tmp/model-all-aim_final_bear_ratio-8s.txt.cpp
bin_construct_sample_cnt = 10000000
subsample_for_bin = 10000000
```
I tried attaching the CSV file but it's too big.
Here are the first few lines:
```
╰─⠠⠵ head -n 2 /media/arthur/Data/champs/variables/039795sec08//variables.csv.training.aim_final_bear_ratio.csv on main|✚8…6
aim_final_bear_ratio,payout_history_10,payout_history_11,payout_history_12,payout_history_13,payout_history_14,payout_history_15,payout_history_16,payout_history_17,payout_history_18,payout_history_19,payout_history_20,payout_history_21,payout_history_8,payout_history_9,payout_ind_ema_12_0,payout_ind_ema_12_1,payout_ind_ema_12_3,payout_ind_ema_12_7,payout_ind_ema_18_0,payout_ind_ema_18_1,payout_ind_ema_18_3,payout_ind_ema_18_7,payout_ind_ema_2_0,payout_ind_ema_2_1,payout_ind_ema_2_3,payout_ind_ema_2_7,payout_ind_ema_30_0,payout_ind_ema_30_1,payout_ind_ema_30_3,payout_ind_ema_30_7,payout_ind_ema_3_0,payout_ind_ema_3_1,payout_ind_ema_3_3,payout_ind_ema_3_7,payout_ind_ema_5_0,payout_ind_ema_5_1,payout_ind_ema_5_3,payout_ind_ema_5_7,payout_ind_ema_8_0,payout_ind_ema_8_1,payout_ind_ema_8_3,payout_ind_ema_8_7,payout_ind_gain_12_0,payout_ind_gain_12_1,payout_ind_gain_12_3,payout_ind_gain_12_7,payout_ind_gain_18_0,payout_ind_gain_18_1,payout_ind_gain_18_3,payout_ind_gain_18_7,payout_ind_gain_2_0,payout_ind_gain_2_1,payout_ind_gain_2_3,payout_ind_gain_2_7,payout_ind_gain_30_0,payout_ind_gain_30_1,payout_ind_gain_30_3,payout_ind_gain_30_7,payout_ind_gain_3_0,payout_ind_gain_3_1,payout_ind_gain_3_3,payout_ind_gain_3_7,payout_ind_gain_5_0,payout_ind_gain_5_1,payout_ind_gain_5_3,payout_ind_gain_5_7,payout_ind_gain_8_0,payout_ind_gain_8_1,payout_ind_gain_8_3,payout_ind_gain_8_7,payout_ind_loss_12_0,payout_ind_loss_12_1,payout_ind_loss_12_3,payout_ind_loss_12_7,payout_ind_loss_18_0,payout_ind_loss_18_1,payout_ind_loss_18_3,payout_ind_loss_18_7,payout_ind_loss_2_0,payout_ind_loss_2_1,payout_ind_loss_2_3,payout_ind_loss_2_7,payout_ind_loss_30_0,payout_ind_loss_30_1,payout_ind_loss_30_3,payout_ind_loss_30_7,payout_ind_loss_3_0,payout_ind_loss_3_1,payout_ind_loss_3_3,payout_ind_loss_3_7,payout_ind_loss_5_0,payout_ind_loss_5_1,payout_ind_loss_5_3,payout_ind_loss_5_7,payout_ind_loss_8_0,payout_ind_loss_8_1,payout_ind_loss_8_3,payout_ind_loss_8_7,payout_ind_roc_12_0,payout_ind_roc_12_1,payout_ind_roc_12_3,payout_ind_roc_12_7,payout_ind_roc_18_0,payout_ind_roc_18_1,payout_ind_roc_18_3,payout_ind_roc_18_7,payout_ind_roc_2_0,payout_ind_roc_2_1,payout_ind_roc_2_3,payout_ind_roc_2_7,payout_ind_roc_30_0,payout_ind_roc_30_1,payout_ind_roc_30_3,payout_ind_roc_30_7,payout_ind_roc_3_0,payout_ind_roc_3_1,payout_ind_roc_3_3,payout_ind_roc_3_7,payout_ind_roc_5_0,payout_ind_roc_5_1,payout_ind_roc_5_3,payout_ind_roc_5_7,payout_ind_roc_8_0,payout_ind_roc_8_1,payout_ind_roc_8_3,payout_ind_roc_8_7,payout_ind_rsi_12_0,payout_ind_rsi_12_1,payout_ind_rsi_12_3,payout_ind_rsi_12_7,payout_ind_rsi_18_0,payout_ind_rsi_18_1,payout_ind_rsi_18_3,payout_ind_rsi_18_7,payout_ind_rsi_2_0,payout_ind_rsi_2_1,payout_ind_rsi_2_3,payout_ind_rsi_2_7,payout_ind_rsi_30_0,payout_ind_rsi_30_1,payout_ind_rsi_30_3,payout_ind_rsi_30_7,payout_ind_rsi_3_0,payout_ind_rsi_3_1,payout_ind_rsi_3_3,payout_ind_rsi_3_7,payout_ind_rsi_5_0,payout_ind_rsi_5_1,payout_ind_rsi_5_3,payout_ind_rsi_5_7,payout_ind_rsi_8_0,payout_ind_rsi_8_1,payout_ind_rsi_8_3,payout_ind_rsi_8_7,payout_ind_sma_12_0,payout_ind_sma_12_1,payout_ind_sma_12_3,payout_ind_sma_12_7,payout_ind_sma_18_0,payout_ind_sma_18_1,payout_ind_sma_18_3,payout_ind_sma_18_7,payout_ind_sma_2_0,payout_ind_sma_2_1,payout_ind_sma_2_3,payout_ind_sma_2_7,payout_ind_sma_30_0,payout_ind_sma_30_1,payout_ind_sma_30_3,payout_ind_sma_30_7,payout_ind_sma_3_0,payout_ind_sma_3_1,payout_ind_sma_3_3,payout_ind_sma_3_7,payout_ind_sma_5_0,payout_ind_sma_5_1,payout_ind_sma_5_3,payout_ind_sma_5_7,payout_ind_sma_8_0,payout_ind_sma_8_1,payout_ind_sma_8_3,payout_ind_sma_8_7,payout_ind_trix_12_0,payout_ind_trix_12_1,payout_ind_trix_12_3,payout_ind_trix_12_7,payout_ind_trix_18_0,payout_ind_trix_18_1,payout_ind_trix_18_3,payout_ind_trix_18_7,payout_ind_trix_2_0,payout_ind_trix_2_1,payout_ind_trix_2_3,payout_ind_trix_2_7,payout_ind_trix_30_0,payout_ind_trix_30_1,payout_ind_trix_30_3,payout_ind_trix_30_7,payout_ind_trix_3_0,payout_ind_trix_3_1,payout_ind_trix_3_3,payout_ind_trix_3_7,payout_ind_trix_5_0,payout_ind_trix_5_1,payout_ind_trix_5_3,payout_ind_trix_5_7,payout_ind_trix_8_0,payout_ind_trix_8_1,payout_ind_trix_8_3,payout_ind_trix_8_7,payout_ind_wem_12_0,payout_ind_wem_12_1,payout_ind_wem_12_3,payout_ind_wem_12_7,payout_ind_wem_18_0,payout_ind_wem_18_1,payout_ind_wem_18_3,payout_ind_wem_18_7,payout_ind_wem_2_0,payout_ind_wem_2_1,payout_ind_wem_2_3,payout_ind_wem_2_7,payout_ind_wem_30_0,payout_ind_wem_30_1,payout_ind_wem_30_3,payout_ind_wem_30_7,payout_ind_wem_3_0,payout_ind_wem_3_1,payout_ind_wem_3_3,payout_ind_wem_3_7,payout_ind_wem_5_0,payout_ind_wem_5_1,payout_ind_wem_5_3,payout_ind_wem_5_7,payout_ind_wem_8_0,payout_ind_wem_8_1,payout_ind_wem_8_3,payout_ind_wem_8_7,payout_ind_wma_12_0,payout_ind_wma_12_1,payout_ind_wma_12_3,payout_ind_wma_12_7,payout_ind_wma_18_0,payout_ind_wma_18_1,payout_ind_wma_18_3,payout_ind_wma_18_7,payout_ind_wma_2_0,payout_ind_wma_2_1,payout_ind_wma_2_3,payout_ind_wma_2_7,payout_ind_wma_30_0,payout_ind_wma_30_1,payout_ind_wma_30_3,payout_ind_wma_30_7,payout_ind_wma_3_0,payout_ind_wma_3_1,payout_ind_wma_3_3,payout_ind_wma_3_7,payout_ind_wma_5_0,payout_ind_wma_5_1,payout_ind_wma_5_3,payout_ind_wma_5_7,payout_ind_wma_8_0,payout_ind_wma_8_1,payout_ind_wma_8_3,payout_ind_wma_8_7,seconds_history_10,seconds_history_11,seconds_history_12,seconds_history_13,seconds_history_14,seconds_history_15,seconds_history_16,seconds_history_17,seconds_history_18,seconds_history_19,seconds_history_20,seconds_history_21,seconds_history_22,seconds_history_23,seconds_history_24,seconds_history_25,seconds_history_26,seconds_history_27,seconds_history_28,seconds_history_8,seconds_history_9,prev_aim_end_price,prev_aim_final_bear_ratio,prev_aim_final_bull_ratio,prev_aim_position,prev_aim_price_change,prev_aim_price_change_percent,prev_aim_price_change_ratio,prev_aim_round_number,prev_aim_start_price,prev_payout_history_10,prev_payout_history_11,prev_payout_history_12,prev_payout_history_13,prev_payout_history_14,prev_payout_history_15,prev_payout_history_16,prev_payout_history_17,prev_payout_history_18,prev_payout_history_19,prev_payout_history_20,prev_payout_history_21,prev_payout_history_8,prev_payout_history_9,prev_payout_ind_ema_12_0,prev_payout_ind_ema_12_1,prev_payout_ind_ema_12_3,prev_payout_ind_ema_12_7,prev_payout_ind_ema_18_0,prev_payout_ind_ema_18_1,prev_payout_ind_ema_18_3,prev_payout_ind_ema_18_7,prev_payout_ind_ema_2_0,prev_payout_ind_ema_2_1,prev_payout_ind_ema_2_3,prev_payout_ind_ema_2_7,prev_payout_ind_ema_30_0,prev_payout_ind_ema_30_1,prev_payout_ind_ema_30_3,prev_payout_ind_ema_30_7,prev_payout_ind_ema_3_0,prev_payout_ind_ema_3_1,prev_payout_ind_ema_3_3,prev_payout_ind_ema_3_7,prev_payout_ind_ema_5_0,prev_payout_ind_ema_5_1,prev_payout_ind_ema_5_3,prev_payout_ind_ema_5_7,prev_payout_ind_ema_8_0,prev_payout_ind_ema_8_1,prev_payout_ind_ema_8_3,prev_payout_ind_ema_8_7,prev_payout_ind_gain_12_0,prev_payout_ind_gain_12_1,prev_payout_ind_gain_12_3,prev_payout_ind_gain_12_7,prev_payout_ind_gain_18_0,prev_payout_ind_gain_18_1,prev_payout_ind_gain_18_3,prev_payout_ind_gain_18_7,prev_payout_ind_gain_2_0,prev_payout_ind_gain_2_1,prev_payout_ind_gain_2_3,prev_payout_ind_gain_2_7,prev_payout_ind_gain_30_0,prev_payout_ind_gain_30_1,prev_payout_ind_gain_30_3,prev_payout_ind_gain_30_7,prev_payout_ind_gain_3_0,prev_payout_ind_gain_3_1,prev_payout_ind_gain_3_3,prev_payout_ind_gain_3_7,prev_payout_ind_gain_5_0,prev_payout_ind_gain_5_1,prev_payout_ind_gain_5_3,prev_payout_ind_gain_5_7,prev_payout_ind_gain_8_0,prev_payout_ind_gain_8_1,prev_payout_ind_gain_8_3,prev_payout_ind_gain_8_7,prev_payout_ind_loss_12_0,prev_payout_ind_loss_12_1,prev_payout_ind_loss_12_3,prev_payout_ind_loss_12_7,prev_payout_ind_loss_18_0,prev_payout_ind_loss_18_1,prev_payout_ind_loss_18_3,prev_payout_ind_loss_18_7,prev_payout_ind_loss_2_0,prev_payout_ind_loss_2_1,prev_payout_ind_loss_2_3,prev_payout_ind_loss_2_7,prev_payout_ind_loss_30_0,prev_payout_ind_loss_30_1,prev_payout_ind_loss_30_3,prev_payout_ind_loss_30_7,prev_payout_ind_loss_3_0,prev_payout_ind_loss_3_1,prev_payout_ind_loss_3_3,prev_payout_ind_loss_3_7,prev_payout_ind_loss_5_0,prev_payout_ind_loss_5_1,prev_payout_ind_loss_5_3,prev_payout_ind_loss_5_7,prev_payout_ind_loss_8_0,prev_payout_ind_loss_8_1,prev_payout_ind_loss_8_3,prev_payout_ind_loss_8_7,prev_payout_ind_roc_12_0,prev_payout_ind_roc_12_1,prev_payout_ind_roc_12_3,prev_payout_ind_roc_12_7,prev_payout_ind_roc_18_0,prev_payout_ind_roc_18_1,prev_payout_ind_roc_18_3,prev_payout_ind_roc_18_7,prev_payout_ind_roc_2_0,prev_payout_ind_roc_2_1,prev_payout_ind_roc_2_3,prev_payout_ind_roc_2_7,prev_payout_ind_roc_30_0,prev_payout_ind_roc_30_1,prev_payout_ind_roc_30_3,prev_payout_ind_roc_30_7,prev_payout_ind_roc_3_0,prev_payout_ind_roc_3_1,prev_payout_ind_roc_3_3,prev_payout_ind_roc_3_7,prev_payout_ind_roc_5_0,prev_payout_ind_roc_5_1,prev_payout_ind_roc_5_3,prev_payout_ind_roc_5_7,prev_payout_ind_roc_8_0,prev_payout_ind_roc_8_1,prev_payout_ind_roc_8_3,prev_payout_ind_roc_8_7,prev_payout_ind_rsi_12_0,prev_payout_ind_rsi_12_1,prev_payout_ind_rsi_12_3,prev_payout_ind_rsi_12_7,prev_payout_ind_rsi_18_0,prev_payout_ind_rsi_18_1,prev_payout_ind_rsi_18_3,prev_payout_ind_rsi_18_7,prev_payout_ind_rsi_2_0,prev_payout_ind_rsi_2_1,prev_payout_ind_rsi_2_3,prev_payout_ind_rsi_2_7,prev_payout_ind_rsi_30_0,prev_payout_ind_rsi_30_1,prev_payout_ind_rsi_30_3,prev_payout_ind_rsi_30_7,prev_payout_ind_rsi_3_0,prev_payout_ind_rsi_3_1,prev_payout_ind_rsi_3_3,prev_payout_ind_rsi_3_7,prev_payout_ind_rsi_5_0,prev_payout_ind_rsi_5_1,prev_payout_ind_rsi_5_3,prev_payout_ind_rsi_5_7,prev_payout_ind_rsi_8_0,prev_payout_ind_rsi_8_1,prev_payout_ind_rsi_8_3,prev_payout_ind_rsi_8_7,prev_payout_ind_sma_12_0,prev_payout_ind_sma_12_1,prev_payout_ind_sma_12_3,prev_payout_ind_sma_12_7,prev_payout_ind_sma_18_0,prev_payout_ind_sma_18_1,prev_payout_ind_sma_18_3,prev_payout_ind_sma_18_7,prev_payout_ind_sma_2_0,prev_payout_ind_sma_2_1,prev_payout_ind_sma_2_3,prev_payout_ind_sma_2_7,prev_payout_ind_sma_30_0,prev_payout_ind_sma_30_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```
## Environment info
LightGBM version or commit hash: Latest from github
Ubuntu 22.04
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