{"cells":[{"metadata":{"trusted":true},"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.metrics import mean_absolute_error","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"ls ../input","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Don't vote for this upvote Andrews New Script**"},{"metadata":{"trusted":true},"cell_type":"code","source":"X = pd.read_csv('../input/andrews-new-stuff/train_features.csv')\nX_test = pd.read_csv('../input/andrews-new-stuff/test_features.csv')\ny = pd.read_csv('../input/andrews-new-stuff/y.csv')\nsubmission = pd.read_csv('../input/andrews-new-stuff/submission.csv')","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"X_test.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"y.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"alldata = pd.concat([X,X_test])","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"\nss = StandardScaler()\nalldata[alldata.columns] = ss.fit_transform(alldata[alldata.columns].astype(float))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"alldata.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def GPI(data):\n    return (5.577521 +\n            0.040000*np.tanh((((((((((((((-1.0*((((data[\"ffti_range_3000_4000\"]) + (data[\"percentile_roll_std_10\"])))))) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"percentile_roll_std_20\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((data[\"fftr_range_-3000_-2000\"]) + (((((data[\"percentile_roll_std_10\"]) + (((data[\"percentile_95\"]) + (data[\"ffti_range_-4000_-3000\"]))))) * 2.0)))) * 2.0)) * 2.0))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((-1.0*((data[\"fftr_range_3000_4000\"])))) - (data[\"percentile_roll_std_10\"]))) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"iqr\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"range_-1000_0\"]) + (data[\"iqr\"])))))) - (((data[\"ffti_range_2000_3000\"]) + (data[\"percentile_roll_std_5\"]))))) * 2.0)) - (data[\"min_roll_std_1000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((14.20582294464111328)) * ((((((((-1.0*((((data[\"min_roll_std_10000\"]) + (((data[\"percentile_roll_std_25\"]) + (((data[\"ffti_range_3000_4000\"]) * 2.0))))))))) * 2.0)) - (data[\"percentile_roll_std_5\"]))) * 2.0)))) +\n            0.040000*np.tanh((((-1.0*((((data[\"min_roll_std_100\"]) + (((((data[\"iqr\"]) + (((((data[\"num_peaks_10\"]) + (((data[\"percentile_roll_std_5\"]) + (data[\"ffti_range_-4000_-3000\"]))))) * 2.0)))) * 2.0))))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"ffti_range_-1000_0\"]) - (((data[\"num_peaks_10\"]) + (data[\"fftr_range_-3000_-2000\"]))))) - (data[\"percentile_95\"]))) - (data[\"percentile_95\"]))) * 2.0)) * 2.0)) - (data[\"min_roll_std_500\"]))) +\n            0.040000*np.tanh((((((((((-1.0*((((((data[\"range_-1000_0\"]) + (data[\"num_peaks_10\"]))) + (data[\"iqr\"])))))) - (((data[\"ffti_range_3000_4000\"]) + (data[\"percentile_roll_std_1\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((-2.0) - (data[\"fftr_range_2000_3000\"]))) - (((((((data[\"percentile_roll_std_10\"]) + (((data[\"percentile_95\"]) * 2.0)))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((data[\"min_roll_std_1000\"]) + (((((((((data[\"num_peaks_10\"]) + (data[\"percentile_roll_std_20\"]))) + (data[\"fftr_range_-4000_-3000\"]))) * 2.0)) + (data[\"iqr\"]))))) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh(((((((data[\"range_0_1000\"]) - (((((data[\"iqr\"]) + (((data[\"range_-1000_0\"]) + (((data[\"min_roll_std_500\"]) + (data[\"abs_percentile_80\"]))))))) + (data[\"fftr_range_-3000_-2000\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((-3.0) * (((data[\"fftr_range_2000_3000\"]) + (((data[\"abs_percentile_80\"]) + (((((data[\"num_peaks_10\"]) + (data[\"percentile_roll_std_5\"]))) * 2.0)))))))) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((data[\"percentile_roll_std_20\"]) + (((((data[\"ffti_range_-3000_-2000\"]) + (((((data[\"gmean\"]) + (data[\"range_-1000_0\"]))) * 2.0)))) * 2.0)))) * 2.0))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) - ((((((data[\"ffti_count_big\"]) + (((((data[\"fftr_exp_Moving_average_30000_std\"]) - (data[\"mean_change_rate\"]))) * 2.0)))/2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_range_-1000_0\"]) - (((((((data[\"iqr\"]) + (((data[\"num_peaks_10\"]) * 2.0)))) + (((data[\"percentile_roll_std_10\"]) + (data[\"ffti_range_2000_3000\"]))))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"fftr_av_change_abs_roll_mean_50\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)) - (data[\"fftr_range_-4000_-3000\"]))) * 2.0)) * 2.0)) - (data[\"fftr_av_change_abs_roll_mean_50\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"ffti_range_0_1000\"]) - ((((data[\"min_roll_std_100\"]) + (data[\"iqr\"]))/2.0)))) - (((data[\"fftr_range_-3000_-2000\"]) + (data[\"percentile_roll_std_5\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((data[\"range_0_1000\"]) * 2.0)) - (data[\"num_peaks_10\"]))) - (data[\"iqr\"]))) * 2.0)) * 2.0)) * 2.0)) - (data[\"percentile_roll_mean_20\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((data[\"iqr\"])))) - (((((((((data[\"iqr\"]) + (((((data[\"percentile_roll_std_1\"]) - (data[\"range_0_1000\"]))) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"num_peaks_10\"]) - (((((((((((((data[\"num_peaks_10\"]) + (((data[\"percentile_roll_std_25\"]) + (data[\"ffti_range_-4000_-3000\"]))))) + (data[\"gmean\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh((((-1.0*((((((data[\"num_peaks_10\"]) + (((((((((data[\"abs_percentile_80\"]) + (data[\"percentile_roll_std_10\"]))) + (data[\"fftr_range_-3000_-2000\"]))) * 2.0)) + (data[\"min_roll_std_100\"]))))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((data[\"mean_change_rate\"]) - (data[\"iqr\"]))) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) - (data[\"min_roll_std_10000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_last_50000\"]) - (data[\"ave_roll_mean_100\"]))) - (((data[\"ffti_range_3000_4000\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) - (data[\"percentile_roll_std_1\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((-1.0*((data[\"ffti_range_-4000_-3000\"])))) - (data[\"abs_percentile_80\"]))) - ((((data[\"ffti_range_-3000_-2000\"]) + (data[\"percentile_roll_std_5\"]))/2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((data[\"num_peaks_10\"])))) - (((((((data[\"num_peaks_10\"]) + (data[\"iqr\"]))) + (data[\"min_roll_std_10000\"]))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) - (((data[\"min_roll_std_10000\"]) + (((((data[\"ffti_range_-4000_-3000\"]) + (data[\"min_roll_std_500\"]))) + (data[\"num_peaks_10\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"ffti_range_0_1000\"]) - (data[\"abs_percentile_80\"]))) - (data[\"ffti_range_2000_3000\"]))) - (((data[\"ffti_abs_max_roll_mean_10\"]) + (data[\"percentile_roll_std_5\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((-2.0) - (((((data[\"percentile_roll_std_1\"]) + (((((data[\"iqr\"]) - (((data[\"range_0_1000\"]) * 2.0)))) + (data[\"num_peaks_10\"]))))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"percentile_roll_std_5\"]) - (((((((((data[\"percentile_roll_std_5\"]) + (data[\"fftr_range_-4000_-3000\"]))) + (((data[\"range_-1000_0\"]) + (data[\"ave_roll_mean_1000\"]))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((data[\"min_roll_std_500\"]) + (((((((((data[\"percentile_roll_std_10\"]) + (data[\"fftr_iqr\"]))) + (data[\"abs_percentile_80\"]))) * 2.0)) + (data[\"min_roll_std_50\"])))))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_range_-1000_0\"]) + (((((((-1.0) - (((data[\"num_peaks_10\"]) + (((data[\"percentile_roll_std_10\"]) * 2.0)))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"range_0_1000\"]) - (data[\"percentile_75\"]))) * 2.0)) - (((data[\"ffti_range_-3000_-2000\"]) + (data[\"percentile_roll_std_5\"]))))) * 2.0)) * 2.0)) - (data[\"percentile_roll_std_5\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_range_0_1000\"]) - (data[\"num_peaks_10\"]))) - (data[\"percentile_roll_std_5\"]))) - (((data[\"abs_percentile_80\"]) * 2.0)))) * 2.0)) * 2.0)) - (data[\"ffti_range_-3000_-2000\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate_last_50000\"]) - (((data[\"min_roll_std_50\"]) - (((((data[\"ffti_range_-1000_0\"]) - (data[\"num_peaks_10\"]))) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"range_0_1000\"]) - (((((1.0) + (((data[\"min_roll_std_1000\"]) + (((data[\"percentile_roll_std_1\"]) + (data[\"num_peaks_10\"]))))))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((-1.0*((((((data[\"percentile_roll_std_10\"]) + (data[\"ffti_range_3000_4000\"]))) + (((data[\"abs_percentile_80\"]) * 2.0))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate\"]) - (((data[\"abs_percentile_50\"]) + ((((data[\"min_roll_std_1000\"]) + (data[\"num_peaks_10\"]))/2.0)))))) - (((data[\"min_roll_std_100\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((data[\"num_peaks_10\"]) + (((((((data[\"percentile_roll_std_10\"]) + (data[\"abs_percentile_80\"]))) * 2.0)) * 2.0)))) + (data[\"fftr_abs_percentile_20\"]))) * 2.0))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((-1.0*((data[\"num_peaks_10\"])))) - (((data[\"range_-1000_0\"]) * 2.0)))) - (((data[\"fftr_range_-3000_-2000\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) * 2.0)) - (((data[\"min_roll_std_500\"]) + (data[\"percentile_roll_std_10\"]))))) - (((data[\"num_peaks_10\"]) * 2.0)))) + (-2.0))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"ffti_classic_sta_lta2_mean\"]) - (((((((((data[\"abs_percentile_90\"]) * 2.0)) + (data[\"iqr\"]))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"range_0_1000\"]) * 2.0)) - (((((((data[\"min_roll_std_500\"]) + (data[\"min_roll_std_100\"]))) + (((((data[\"min_roll_std_10000\"]) + (data[\"abs_percentile_50\"]))) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate_last_50000\"]) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"percentile_roll_std_40\"]))) - (data[\"percentile_roll_std_1\"]))) * 2.0)) - (data[\"percentile_roll_std_40\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"fftr_av_change_abs_roll_mean_10\"]) - (((((((((((data[\"ffti_range_2000_3000\"]) + (((((data[\"abs_percentile_90\"]) * 2.0)) * 2.0)))) * 2.0)) + (data[\"min_roll_std_50\"]))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((((((((((((((((data[\"fftr_av_change_abs_roll_std_10\"]) + (((data[\"mean_change_rate\"]) * 2.0)))) * 2.0)) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((-1.0*((data[\"abs_percentile_25\"])))) - (((((data[\"percentile_95\"]) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((data[\"min_roll_std_10000\"]) + (data[\"percentile_roll_std_10\"])))))) - (((((data[\"iqr\"]) + (((((data[\"abs_percentile_50\"]) + (data[\"fftr_range_-4000_-3000\"]))) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate_last_50000\"]) - (data[\"num_peaks_10\"]))) - (data[\"range_-1000_0\"]))) - (((data[\"min_roll_std_100\"]) - (data[\"mean_change_rate_first_50000\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((-1.0*((((data[\"percentile_roll_std_5\"]) * 2.0))))) - (((1.0) * 2.0)))) - (data[\"percentile_roll_std_5\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((((((((data[\"percentile_95\"]) * 2.0)) * 2.0)) * 2.0)) + (data[\"fftr_skew\"])))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((-1.0*((data[\"min_roll_std_10000\"])))) - (data[\"abs_percentile_50\"]))) * 2.0)) * 2.0)) * 2.0)) - (((data[\"ffti_range_0_1000\"]) - (data[\"range_0_1000\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate\"]) + (data[\"percentile_25\"]))) * 2.0)) + ((-1.0*(((((data[\"fftr_max\"]) + (data[\"num_peaks_10\"]))/2.0))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((((data[\"abs_percentile_70\"]) + (data[\"fftr_range_2000_3000\"]))) + (((data[\"abs_percentile_60\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0))))) - (data[\"percentile_roll_std_5\"]))) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*(((((data[\"percentile_roll_std_5\"]) + (((((((5.0)) / 2.0)) + (((data[\"num_peaks_10\"]) * 2.0)))/2.0)))/2.0))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((((((((((data[\"ffti_percentile_70\"]) + (((data[\"percentile_roll_std_10\"]) + (((data[\"abs_percentile_70\"]) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_roll_std_70\"]) - (((((data[\"percentile_90\"]) - (data[\"percentile_20\"]))) + (data[\"abs_percentile_70\"]))))) * 2.0)) - (((data[\"percentile_90\"]) + (data[\"min_roll_std_50\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"mean_change_rate\"]) * 2.0)) * 2.0)) + (((((((data[\"mean_change_rate_first_50000\"]) - (data[\"percentile_80\"]))) + (data[\"mean_change_rate_last_10000\"]))) - (data[\"percentile_30\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"abs_percentile_50\"]) + (((((data[\"range_0_1000\"]) + (((((data[\"range_0_1000\"]) - ((((((data[\"abs_percentile_25\"]) + (data[\"abs_percentile_50\"]))/2.0)) * 2.0)))) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"range_0_1000\"]) * 2.0)) + (data[\"abs_percentile_50\"]))) * 2.0)) * 2.0)) - (((data[\"min_roll_std_500\"]) + (((data[\"percentile_roll_mean_40\"]) * 2.0)))))) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((((((((((((data[\"percentile_90\"]) * 2.0)) + (data[\"ffti_percentile_25\"]))) * 2.0)) * 2.0)) * 2.0))))) * 2.0)) - (data[\"percentile_80\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((data[\"min_roll_std_10000\"])))) + ((((((((-1.0*((data[\"abs_percentile_40\"])))) + (data[\"mean_change_rate\"]))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"abs_percentile_10\"]) - (((data[\"abs_percentile_50\"]) + (((((((data[\"abs_percentile_70\"]) + (data[\"ffti_range_-3000_-2000\"]))) * 2.0)) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((7.85423231124877930)) * (((((data[\"abs_percentile_50\"]) * 2.0)) + (((data[\"mean_change_rate\"]) - (((((data[\"min_roll_std_10000\"]) + (((data[\"abs_percentile_70\"]) - (data[\"mean_change_rate\"]))))) * 2.0)))))))) +\n            0.040000*np.tanh((((((((((((((((((((-1.0*((((data[\"percentile_90\"]) * 2.0))))) + (data[\"fftr_abs_percentile_60\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*(((((((((((((10.67502307891845703)) + (((data[\"min_roll_std_500\"]) * 2.0)))/2.0)) + (((((((data[\"num_peaks_10\"]) * 2.0)) + (data[\"min_roll_std_1000\"]))) * 2.0)))/2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((((((((((((((((((-1.0*((((data[\"min_roll_std_10000\"]) + (data[\"abs_percentile_50\"])))))) * 2.0)) - (data[\"ffti_exp_Moving_average_50000_mean\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_roll_std_30\"]) + (((((((data[\"abs_percentile_90\"]) - (((data[\"percentile_90\"]) * 2.0)))) * 2.0)) * 2.0)))) - (((data[\"percentile_90\"]) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"percentile_roll_std_25\"]) - (((data[\"num_peaks_10\"]) - (((data[\"percentile_roll_std_25\"]) + (((((((data[\"percentile_20\"]) - (data[\"percentile_roll_std_20\"]))) * 2.0)) * 2.0)))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((((((((data[\"abs_percentile_70\"]) - (data[\"percentile_20\"]))) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) - (data[\"ffti_classic_sta_lta8_mean\"])))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"ffti_min_roll_mean_50\"]) - (data[\"autocorrelation_10\"]))) - ((((((((((data[\"min_roll_std_500\"]) + (data[\"num_peaks_100\"]))/2.0)) * 2.0)) + (data[\"abs_percentile_50\"]))) * 2.0)))) - (data[\"min_roll_std_500\"]))) +\n            0.040000*np.tanh(((((((data[\"ffti_trend\"]) - (((((((data[\"fftr_range_2000_3000\"]) + (data[\"fftr_range_-2000_-1000\"]))) + (((((data[\"percentile_90\"]) * 2.0)) * 2.0)))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"abs_percentile_70\"]) * (((data[\"percentile_20\"]) * 2.0)))) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"abs_percentile_70\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate_last_10000\"]) - (data[\"min_roll_std_500\"]))) + (((data[\"mean_change_rate\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) - (data[\"min_roll_std_50\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"abs_percentile_20\"]) - (data[\"fftr_spkt_welch_density_5\"]))) - (data[\"percentile_90\"]))) * 2.0)) - (data[\"percentile_90\"]))) + (data[\"percentile_roll_std_60\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((-1.0) + ((((-1.0*((((((data[\"abs_percentile_25\"]) - (data[\"mean_change_rate_last_10000\"]))) - (((((((-1.0) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0))))))) * 2.0)))) +\n            0.040000*np.tanh(((3.0) * (((((((data[\"percentile_20\"]) + (data[\"percentile_90\"]))) + ((((data[\"percentile_20\"]) + ((-1.0*((-1.0)))))/2.0)))) - (((data[\"percentile_80\"]) * 2.0)))))) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate\"]) * 2.0)) * 2.0)) - (((data[\"ffti_abs_percentile_40\"]) * 2.0)))) * (((((((data[\"iqr\"]) * 2.0)) * 2.0)) * (((data[\"gmean\"]) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"abs_percentile_20\"]) + (((((((data[\"ffti_mean_last_50000\"]) - (((data[\"fftr_percentile_roll_mean_50\"]) - (((data[\"classic_sta_lta5_mean\"]) - (((data[\"ffti_abs_percentile_10\"]) + (data[\"percentile_roll_std_1\"]))))))))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"exp_Moving_average_50000_std\"]) + (((data[\"ffti_percentile_roll_mean_95\"]) - (((data[\"min_roll_std_100\"]) + (((((((data[\"ffti_range_-3000_-2000\"]) + (((data[\"autocorrelation_10\"]) - (data[\"percentile_10\"]))))) * 2.0)) * 2.0)))))))) +\n            0.040000*np.tanh(((data[\"mean_change_rate_last_1000\"]) - (((((((data[\"ffti_mean_first_50000\"]) + (data[\"ffti_abs_percentile_5\"]))) + (data[\"num_peaks_50\"]))) - (((data[\"classic_sta_lta3_mean\"]) - (((data[\"abs_percentile_5\"]) + (data[\"percentile_70\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"percentile_80\"]) * (((data[\"min_roll_std_10000\"]) * (((((((-2.0) - (data[\"num_peaks_10\"]))) - (data[\"min_roll_std_10000\"]))) * 2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"mean_change_rate_first_1000\"]) - (((((((((data[\"fftr_percentile_roll_std_80\"]) + (data[\"fftr_mean_first_50000\"]))) + (data[\"fftr_percentile_roll_mean_1\"]))) + (data[\"fftr_percentile_roll_mean_1\"]))) * 2.0)))) * 2.0)) - (data[\"min_roll_std_500\"]))) +\n            0.040000*np.tanh(((((((((((data[\"abs_percentile_20\"]) - (((data[\"abs_percentile_75\"]) + (((((((data[\"ffti_percentile_roll_std_80\"]) * 2.0)) * 2.0)) - (data[\"percentile_roll_std_70\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"abs_percentile_50\"]) - (data[\"num_peaks_10\"]))) + (((((data[\"abs_percentile_50\"]) - (((data[\"percentile_roll_std_10\"]) + (data[\"fftr_percentile_roll_std_80\"]))))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"autocorrelation_5\"]) + (((((((data[\"fftr_av_change_abs_roll_std_10\"]) - (((((((data[\"abs_percentile_75\"]) + (data[\"ffti_percentile_roll_std_75\"]))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_mean_last_50000\"]) - (((data[\"fftr_percentile_roll_mean_75\"]) - (-1.0))))) - (data[\"min_roll_std_100\"]))) + (((data[\"mean_change_rate_first_1000\"]) + (data[\"skew\"]))))) - (data[\"fftr_percentile_roll_mean_75\"]))) +\n            0.040000*np.tanh(((((((((((data[\"percentile_roll_std_10\"]) + ((((-1.0*((data[\"min_roll_std_10000\"])))) * (((data[\"percentile_roll_std_10\"]) * (data[\"percentile_roll_std_10\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"ffti_percentile_75\"]) - (((((data[\"range_-1000_0\"]) * (((data[\"percentile_roll_std_5\"]) * (data[\"percentile_80\"]))))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"percentile_10\"]) - (((data[\"classic_sta_lta7_mean\"]) * (((((data[\"fftr_range_2000_3000\"]) + (data[\"fftr_av_change_abs_roll_std_50\"]))) - (((((data[\"exp_Moving_average_50000_std\"]) - (data[\"fftr_percentile_40\"]))) * 2.0)))))))) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((data[\"fftr_percentile_roll_mean_10\"]) * 2.0)) * 2.0)) * (((data[\"fftr_min_roll_mean_10000\"]) - (data[\"percentile_roll_std_75\"])))))))) - (((((data[\"ffti_percentile_roll_std_80\"]) * 2.0)) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((((((((data[\"ffti_percentile_70\"]) + ((((((data[\"autocorrelation_100\"]) + (((data[\"num_peaks_10\"]) * (data[\"num_peaks_10\"]))))/2.0)) * 2.0)))/2.0)) * (data[\"fftr_percentile_20\"]))) * 2.0)) - (data[\"fftr_percentile_20\"]))) +\n            0.040000*np.tanh(((((((((data[\"num_peaks_10\"]) - (((data[\"percentile_roll_std_10\"]) * ((((((data[\"fftr_percentile_roll_std_75\"]) + (((data[\"min_roll_std_10000\"]) * (data[\"num_peaks_10\"]))))/2.0)) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"fftr_percentile_30\"]) * (data[\"fftr_abs_percentile_40\"]))) - (((data[\"mean_change_rate_first_50000\"]) * (data[\"ffti_max_roll_mean_10000\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) + (data[\"classic_sta_lta6_mean\"]))) +\n            0.040000*np.tanh(((((((((data[\"autocorrelation_5\"]) - (((((((data[\"fftr_percentile_roll_std_80\"]) * 2.0)) * 2.0)) + (data[\"fftr_percentile_roll_std_80\"]))))) - (((data[\"autocorrelation_5\"]) * (data[\"abs_mean\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_min_roll_std_10000\"]) - (((data[\"percentile_40\"]) * (data[\"iqr\"]))))) - (((data[\"ave_roll_std_100\"]) - (((data[\"fftr_percentile_75\"]) * (data[\"fftr_exp_Moving_average_3000_mean\"]))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_mean_last_50000\"]) + (((data[\"abs_percentile_70\"]) - (((((((((data[\"ffti_exp_Moving_average_50000_std\"]) * 2.0)) * (data[\"ffti_range_p4000_pinf\"]))) * 2.0)) + ((((data[\"min_roll_std_50\"]) + (data[\"fftr_autocorrelation_50\"]))/2.0)))))))) +\n            0.040000*np.tanh(((data[\"ffti_min_first_1000\"]) - (((((((data[\"abs_percentile_25\"]) + (((((data[\"fftr_ave_roll_mean_10000\"]) - ((-1.0*((data[\"ffti_percentile_roll_mean_50\"])))))) * 2.0)))) + (data[\"fftr_time_rev_asym_stat_5\"]))) + (data[\"min_roll_std_50\"]))))) +\n            0.040000*np.tanh(((((data[\"percentile_roll_std_60\"]) * 2.0)) - (((((data[\"ffti_range_2000_3000\"]) + (data[\"fftr_abs_percentile_70\"]))) * (((((((data[\"num_peaks_10\"]) * (data[\"num_peaks_10\"]))) + (data[\"fftr_abs_percentile_70\"]))) * 2.0)))))) +\n            0.040000*np.tanh((-1.0*((((((((((((data[\"fftr_abs_max_roll_mean_100\"]) * 2.0)) + (((data[\"mean_last_50000\"]) + (((data[\"ffti_av_change_abs_roll_std_10000\"]) - (data[\"ffti_min_last_1000\"]))))))) + (data[\"ffti_autocorrelation_50\"]))) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh(((((data[\"abs_percentile_70\"]) + (((data[\"fftr_Hann_window_mean_50\"]) + (((((((((data[\"percentile_60\"]) * (((data[\"percentile_20\"]) * (data[\"abs_percentile_40\"]))))) * 2.0)) * 2.0)) * 2.0)))))) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_min_roll_std_500\"]) - (data[\"fftr_kstat_1\"]))) + (data[\"av_change_abs_roll_mean_1000\"]))) + (((data[\"ffti_max_to_min\"]) - (((((data[\"exp_Moving_average_50000_std\"]) * (((data[\"percentile_roll_std_80\"]) * 2.0)))) * 2.0)))))) +\n            0.040000*np.tanh(((((data[\"fftr_percentile_roll_mean_70\"]) * (((data[\"ffti_abs_percentile_1\"]) + (data[\"fftr_range_3000_4000\"]))))) - (((data[\"fftr_range_p4000_pinf\"]) * (((data[\"ffti_abs_percentile_1\"]) + (((((data[\"fftr_min_roll_std_500\"]) * 2.0)) * 2.0)))))))) +\n            0.040000*np.tanh(((((data[\"fftr_abs_percentile_5\"]) * (((((((((((((data[\"fftr_percentile_roll_mean_80\"]) - (data[\"ffti_iqr\"]))) + (data[\"percentile_roll_mean_1\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) + (data[\"percentile_20\"]))) +\n            0.040000*np.tanh(((((((((data[\"percentile_roll_std_90\"]) - ((-1.0*((((((data[\"min_roll_std_10000\"]) * (data[\"ffti_min_last_10000\"]))) * (((data[\"min_roll_std_100\"]) + (data[\"abs_percentile_90\"])))))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"mean_change_rate_first_1000\"]) - (data[\"classic_sta_lta7_mean\"]))) + ((-1.0*((((((data[\"fftr_mean_first_50000\"]) + (((data[\"fftr_percentile_roll_mean_70\"]) - (data[\"ffti_skew\"]))))) + (data[\"fftr_percentile_roll_std_80\"])))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"percentile_75\"]) - (((((data[\"ffti_av_change_abs_roll_std_50\"]) - (((data[\"fftr_percentile_roll_std_40\"]) - (((((((data[\"fftr_percentile_roll_std_75\"]) - (data[\"min_roll_mean_500\"]))) * 2.0)) * 2.0)))))) * 2.0)))) +\n            0.040000*np.tanh(((((((data[\"fftr_min_roll_std_500\"]) + (((((data[\"classic_sta_lta6_mean\"]) + (((((data[\"fftr_min_first_10000\"]) * 2.0)) * 2.0)))) + ((((data[\"ffti_min_roll_std_10\"]) + (data[\"ffti_std_roll_mean_10000\"]))/2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"percentile_60\"]) + (((((data[\"fftr_percentile_roll_std_50\"]) - (((data[\"percentile_60\"]) * (((data[\"fftr_percentile_60\"]) + (((data[\"fftr_av_change_abs_roll_std_10000\"]) + (data[\"ffti_autocorrelation_10000\"]))))))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((data[\"fftr_num_peaks_50\"]) + (((data[\"ffti_min_roll_std_10000\"]) + (((((data[\"percentile_20\"]) - (data[\"av_change_abs_roll_std_500\"]))) + (((data[\"ffti_percentile_40\"]) + (((data[\"fftr_hmean\"]) - (data[\"percentile_70\"]))))))))))) +\n            0.040000*np.tanh(((data[\"autocorrelation_50\"]) + (((data[\"percentile_70\"]) * ((((((((((data[\"percentile_75\"]) * (data[\"range_0_1000\"]))) * 2.0)) + (((data[\"percentile_70\"]) * (data[\"percentile_20\"]))))/2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((((data[\"percentile_60\"]) * 2.0)) * (((data[\"mean_change_rate_first_10000\"]) - (((((data[\"fftr_mean_last_50000\"]) + (((data[\"min_last_10000\"]) + (((data[\"percentile_roll_std_25\"]) * 2.0)))))) * (data[\"ffti_abs_max_roll_mean_10\"]))))))) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate_last_10000\"]) * (data[\"ffti_autocorrelation_5000\"]))) * 2.0)) + (data[\"ffti_percentile_roll_mean_95\"]))) + (((data[\"fftr_mean_first_50000\"]) * (((((data[\"fftr_range_2000_3000\"]) - (data[\"fftr_mean_first_50000\"]))) * 2.0)))))) +\n            0.040000*np.tanh((((((-1.0*((((((((data[\"ffti_abs_percentile_60\"]) * (data[\"ffti_percentile_roll_std_30\"]))) + (((((data[\"ffti_percentile_roll_std_20\"]) * (data[\"fftr_min_roll_std_50\"]))) + (data[\"fftr_spkt_welch_density_5\"]))))) * 2.0))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"ffti_mean_last_50000\"]) + (data[\"fftr_time_rev_asym_stat_10\"]))) - (((data[\"min_roll_std_50\"]) - (((((data[\"autocorrelation_500\"]) + (data[\"mean_change_rate_last_1000\"]))) + (data[\"ffti_max_to_min\"]))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_classic_sta_lta5_mean\"]) - (((data[\"ffti_std_first_1000\"]) - (((((data[\"ffti_iqr\"]) - (((data[\"ffti_range_2000_3000\"]) * ((-1.0*((data[\"percentile_roll_std_10\"])))))))) * ((-1.0*((data[\"ffti_range_2000_3000\"])))))))))) +\n            0.040000*np.tanh(((((data[\"abs_percentile_70\"]) + (((data[\"classic_sta_lta5_mean\"]) * (((((((data[\"ffti_iqr\"]) * (((data[\"classic_sta_lta5_mean\"]) - (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)))))) - (data[\"autocorrelation_10000\"]))) +\n            0.040000*np.tanh(((data[\"ffti_range_minf_m4000\"]) * (((data[\"fftr_percentile_roll_mean_5\"]) - (((((((((data[\"fftr_mean_first_50000\"]) * (((data[\"ffti_kurt\"]) + (data[\"fftr_percentile_60\"]))))) - (data[\"fftr_percentile_roll_mean_5\"]))) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((((data[\"ffti_range_3000_4000\"]) * 2.0)) * (((data[\"ffti_percentile_roll_mean_80\"]) - (((((((data[\"autocorrelation_100\"]) + (data[\"ffti_percentile_roll_std_50\"]))) + (data[\"autocorrelation_5\"]))) + (((data[\"ffti_percentile_roll_std_25\"]) * 2.0)))))))) +\n            0.040000*np.tanh(((((data[\"ffti_abs_percentile_1\"]) + (((data[\"min_last_50000\"]) + (((data[\"autocorrelation_50\"]) * (((data[\"mean_last_1000\"]) - (data[\"ffti_percentile_roll_std_40\"]))))))))) + (((data[\"fftr_range_2000_3000\"]) * (data[\"fftr_ave_roll_mean_1000\"]))))) +\n            0.040000*np.tanh(((((((data[\"ffti_percentile_roll_std_40\"]) + (data[\"skew\"]))) - (((data[\"fftr_percentile_roll_std_5\"]) - (((data[\"ffti_percentile_roll_std_50\"]) - (data[\"fftr_percentile_roll_mean_20\"]))))))) - ((((data[\"ffti_abs_max_roll_mean_10\"]) + (data[\"ffti_av_change_abs_roll_std_10\"]))/2.0)))) +\n            0.040000*np.tanh((-1.0*((((data[\"percentile_roll_std_80\"]) * (((data[\"classic_sta_lta2_mean\"]) + (((data[\"fftr_percentile_roll_std_30\"]) - (((data[\"mean_change_rate_first_1000\"]) * (((((data[\"ffti_range_-4000_-3000\"]) * 2.0)) + (data[\"percentile_roll_std_30\"])))))))))))))) +\n            0.040000*np.tanh(((((data[\"ffti_std_roll_mean_10000\"]) * (((data[\"min_roll_std_50\"]) - (data[\"fftr_max_roll_mean_100\"]))))) - (((data[\"fftr_percentile_roll_std_20\"]) + (((data[\"ffti_kstat_1\"]) + (((data[\"fftr_classic_sta_lta5_mean\"]) * (data[\"fftr_autocorrelation_10\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"ffti_range_-3000_-2000\"]) + (((data[\"ffti_autocorrelation_50\"]) * (data[\"ffti_num_peaks_50\"]))))) - (((data[\"ffti_abs_percentile_60\"]) * (data[\"ffti_range_-3000_-2000\"]))))) - (((data[\"ffti_range_-3000_-2000\"]) * (data[\"ffti_range_-3000_-2000\"]))))) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_mean_change_abs\"]) + (((((data[\"ffti_percentile_roll_mean_50\"]) + (data[\"fftr_mean_change_abs\"]))) * (data[\"fftr_av_change_abs_roll_std_10\"]))))) * 2.0)) * 2.0)) * 2.0)) - (data[\"ffti_min_roll_std_50\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"abs_percentile_70\"]) - (((data[\"ffti_percentile_roll_mean_5\"]) - (((data[\"mean_change_rate_first_50000\"]) - (data[\"fftr_max_roll_std_100\"]))))))) * 2.0)) - (((data[\"ffti_percentile_roll_mean_5\"]) - (data[\"mean_change_rate_first_50000\"]))))) +\n            0.040000*np.tanh(((((data[\"min_last_10000\"]) + (((data[\"ffti_percentile_roll_std_1\"]) + (((((data[\"fftr_range_-3000_-2000\"]) * (data[\"fftr_percentile_roll_mean_1\"]))) * 2.0)))))) + (((((data[\"fftr_range_-3000_-2000\"]) * (data[\"ffti_percentile_roll_std_1\"]))) * 2.0)))) +\n            0.039984*np.tanh(((data[\"ffti_min_first_1000\"]) + (((((data[\"fftr_av_change_abs_roll_std_1000\"]) * (((((data[\"ffti_med\"]) + (data[\"fftr_time_rev_asym_stat_100\"]))) + (data[\"fftr_time_rev_asym_stat_100\"]))))) + (((data[\"fftr_abs_percentile_40\"]) * (data[\"fftr_num_peaks_20\"]))))))) +\n            0.040000*np.tanh(((((data[\"ffti_spkt_welch_density_10\"]) - (((data[\"fftr_time_rev_asym_stat_5\"]) + (((data[\"ffti_min_roll_std_10000\"]) - (((data[\"ffti_classic_sta_lta5_mean\"]) * (data[\"fftr_percentile_roll_mean_70\"]))))))))) - (((data[\"ffti_percentile_roll_mean_50\"]) + (data[\"ffti_percentile_roll_std_10\"]))))) +\n            0.035107*np.tanh(((((((((data[\"fftr_autocorrelation_100\"]) * (data[\"fftr_autocorrelation_100\"]))) + (((((data[\"ffti_min_roll_std_50\"]) * ((-1.0*(((((data[\"fftr_autocorrelation_100\"]) + (data[\"fftr_max_last_1000\"]))/2.0))))))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.039984*np.tanh(((((data[\"abs_percentile_20\"]) - (data[\"ffti_min_roll_std_50\"]))) + (((data[\"classic_sta_lta3_mean\"]) + ((((((-1.0*((((data[\"fftr_num_peaks_20\"]) * 2.0))))) * (data[\"fftr_range_0_1000\"]))) - (data[\"fftr_num_peaks_20\"]))))))) +\n            0.040000*np.tanh(((data[\"classic_sta_lta4_mean\"]) * (((((((((data[\"ffti_num_peaks_10\"]) + (data[\"fftr_hmean\"]))) + (data[\"ffti_percentile_roll_mean_10\"]))) - (((data[\"max_first_10000\"]) - (data[\"ffti_num_peaks_10\"]))))) - (data[\"autocorrelation_5\"]))))) +\n            0.040000*np.tanh(((data[\"fftr_ave_roll_mean_100\"]) - (((data[\"num_peaks_10\"]) * (((data[\"fftr_ave_roll_mean_100\"]) * (((((data[\"ffti_classic_sta_lta2_mean\"]) * 2.0)) * 2.0)))))))) +\n            0.040000*np.tanh(((((((data[\"ffti_autocorrelation_10000\"]) * (((data[\"ffti_abs_max_roll_mean_10\"]) - ((((data[\"ffti_max_to_min\"]) + (((data[\"ffti_percentile_roll_mean_90\"]) - (((data[\"ffti_abs_max_roll_mean_10\"]) * (data[\"ffti_exp_Moving_average_300_mean\"]))))))/2.0)))))) * 2.0)) * 2.0)) +\n            0.039984*np.tanh(((data[\"min_roll_std_100\"]) * ((((-1.0*((data[\"ffti_percentile_roll_std_50\"])))) + (((data[\"fftr_time_rev_asym_stat_1\"]) - (((((data[\"exp_Moving_average_30000_std\"]) - (data[\"ffti_autocorrelation_100\"]))) - ((-1.0*((data[\"skew\"])))))))))))) +\n            0.040000*np.tanh(((((data[\"ffti_skew\"]) * (((data[\"min_roll_std_50\"]) - (data[\"fftr_min_roll_std_10000\"]))))) + (((data[\"ffti_percentile_roll_std_40\"]) + (((data[\"fftr_percentile_roll_mean_70\"]) * (data[\"fftr_time_rev_asym_stat_1\"]))))))) +\n            0.039984*np.tanh(((((data[\"fftr_percentile_roll_mean_1\"]) + (data[\"fftr_percentile_roll_mean_1\"]))) * ((-1.0*((((((((data[\"fftr_percentile_roll_mean_1\"]) + (data[\"fftr_percentile_roll_mean_1\"]))) + (((data[\"ffti_max\"]) + (data[\"ffti_av_change_abs_roll_mean_10000\"]))))) * 2.0))))))) +\n            0.040000*np.tanh((-1.0*((((data[\"av_change_abs_roll_std_500\"]) * (((((((((((data[\"ffti_kstat_1\"]) + (data[\"min_roll_std_1000\"]))) + (data[\"ffti_av_change_abs_roll_std_10000\"]))) * 2.0)) + (data[\"fftr_min_roll_std_50\"]))) * 2.0))))))) +\n            0.040000*np.tanh(((((((((data[\"fftr_percentile_roll_std_20\"]) + (((data[\"ffti_av_change_abs_roll_std_50\"]) + (data[\"percentile_50\"]))))) + (data[\"autocorrelation_1000\"]))) * (((data[\"percentile_10\"]) * (data[\"fftr_iqr\"]))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"min_roll_std_500\"]) * (((data[\"ffti_percentile_roll_std_1\"]) + (((((((((((data[\"mean_change_rate_last_1000\"]) * (data[\"ffti_av_change_abs_roll_std_10000\"]))) * 2.0)) + (data[\"ffti_av_change_abs_roll_std_10000\"]))) * 2.0)) - (data[\"std_last_50000\"]))))))) +\n            0.039984*np.tanh(((data[\"kstat_1\"]) * (((((((((data[\"fftr_min_roll_std_500\"]) + ((((((data[\"classic_sta_lta6_mean\"]) - (data[\"iqr\"]))) + (data[\"autocorrelation_50\"]))/2.0)))) * 2.0)) * 2.0)) + (data[\"ffti_max_to_min_diff\"]))))) +\n            0.040000*np.tanh(((((((((data[\"fftr_min_roll_std_10000\"]) * (((data[\"fftr_min_roll_mean_500\"]) - (data[\"spkt_welch_density_1\"]))))) * 2.0)) * 2.0)) + (((data[\"fftr_abs_percentile_5\"]) + (((data[\"classic_sta_lta4_mean\"]) * (data[\"ffti_exp_Moving_average_50000_mean\"]))))))) +\n            0.040000*np.tanh(((data[\"fftr_autocorrelation_1000\"]) * (((data[\"ffti_av_change_abs_roll_mean_500\"]) + (((((((data[\"fftr_autocorrelation_1000\"]) * (data[\"ffti_kstat_1\"]))) + (((data[\"abs_max_roll_std_100\"]) + (data[\"ffti_av_change_abs_roll_mean_500\"]))))) * (data[\"num_peaks_10\"]))))))) +\n            0.039984*np.tanh(((data[\"min_roll_std_50\"]) * (((data[\"percentile_roll_std_25\"]) + (((((data[\"ffti_abs_max_roll_mean_50\"]) + (((data[\"abs_mean\"]) * (((data[\"mean_change_rate_last_10000\"]) - (data[\"percentile_roll_std_25\"]))))))) - (data[\"min_roll_std_50\"]))))))) +\n            0.039984*np.tanh((((((data[\"fftr_min_roll_std_500\"]) - (data[\"av_change_abs_roll_mean_50\"]))) + (((data[\"classic_sta_lta6_mean\"]) + (((data[\"ffti_med\"]) - (((((data[\"av_change_abs_roll_std_500\"]) * (data[\"ffti_percentile_roll_mean_40\"]))) * 2.0)))))))/2.0)) +\n            0.040000*np.tanh(((((((((((data[\"exp_Moving_average_50000_std\"]) * (data[\"ffti_percentile_roll_mean_50\"]))) * 2.0)) + (((data[\"ffti_percentile_roll_mean_50\"]) * (data[\"ffti_percentile_roll_mean_50\"]))))) * 2.0)) + (((data[\"fftr_ave_roll_mean_1000\"]) * (data[\"fftr_autocorrelation_5\"]))))) +\n            0.039875*np.tanh(((data[\"classic_sta_lta8_mean\"]) * (((((data[\"autocorrelation_1000\"]) + (((data[\"fftr_trend\"]) + (((((((data[\"ffti_av_change_abs_roll_std_500\"]) * 2.0)) + (data[\"fftr_percentile_roll_mean_25\"]))) * 2.0)))))) + (data[\"fftr_percentile_roll_mean_25\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_mean_95\"]) * (((((((data[\"av_change_abs_roll_mean_50\"]) * 2.0)) - ((-1.0*((((((((data[\"av_change_abs_roll_mean_50\"]) - (data[\"ffti_min_roll_std_500\"]))) * 2.0)) * 2.0))))))) - (data[\"mean_change_rate_first_10000\"]))))) +\n            0.040000*np.tanh((((((data[\"autocorrelation_1000\"]) + ((((data[\"autocorrelation_50\"]) + (data[\"mean_change_rate_last_10000\"]))/2.0)))/2.0)) - ((-1.0*((((data[\"classic_sta_lta2_mean\"]) * (((data[\"fftr_time_rev_asym_stat_1\"]) - (data[\"ffti_av_change_abs_roll_mean_10000\"])))))))))) +\n            0.040000*np.tanh(((data[\"ffti_min_last_10000\"]) - (((data[\"ffti_av_change_abs_roll_std_10\"]) * (((((data[\"autocorrelation_50\"]) + (data[\"ffti_spkt_welch_density_5\"]))) + (((((data[\"ffti_spkt_welch_density_5\"]) + (data[\"ffti_min_last_10000\"]))) + (data[\"av_change_abs_roll_std_500\"]))))))))) +\n            0.039984*np.tanh(((data[\"ffti_max_to_min\"]) * (((((data[\"ave_roll_mean_100\"]) + (data[\"ffti_med\"]))) + (((((((data[\"ave_roll_mean_100\"]) + (data[\"ffti_percentile_50\"]))) - (data[\"mean_change_rate_last_1000\"]))) + (data[\"fftr_min_last_1000\"]))))))) +\n            0.040000*np.tanh(((((data[\"min_roll_std_100\"]) - (data[\"med\"]))) * (((((data[\"percentile_90\"]) - (((data[\"min_roll_std_500\"]) * (data[\"ffti_max_roll_mean_50\"]))))) - (((data[\"ffti_kurt\"]) - (data[\"min_roll_std_100\"]))))))) +\n            0.039984*np.tanh(((data[\"ffti_percentile_roll_mean_60\"]) * (((data[\"fftr_abs_percentile_1\"]) + (((((data[\"autocorrelation_100\"]) + (((data[\"ffti_mean_last_1000\"]) - (data[\"ffti_percentile_roll_mean_60\"]))))) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"max_first_10000\"]) * (((((data[\"max_first_10000\"]) + (((((data[\"fftr_spkt_welch_density_10\"]) - (((data[\"ffti_spkt_welch_density_5\"]) + (((data[\"skew\"]) + (data[\"ffti_autocorrelation_5\"]))))))) * 2.0)))) * 2.0)))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_60\"]) + (((data[\"fftr_mean_first_1000\"]) * (((data[\"percentile_30\"]) + (((data[\"fftr_mean_first_1000\"]) * (((data[\"fftr_percentile_70\"]) * (((data[\"ffti_range_-1000_0\"]) - (data[\"fftr_percentile_70\"]))))))))))))) +\n            0.040000*np.tanh(((((data[\"fftr_time_rev_asym_stat_10\"]) * (data[\"ffti_percentile_50\"]))) + (((((data[\"exp_Moving_average_50000_std\"]) * (data[\"autocorrelation_500\"]))) + (((data[\"fftr_time_rev_asym_stat_5\"]) * (((data[\"fftr_time_rev_asym_stat_10\"]) + (data[\"min_first_1000\"]))))))))) +\n            0.040000*np.tanh((((((((data[\"max_roll_mean_10\"]) + (data[\"fftr_min_roll_std_50\"]))/2.0)) + (((data[\"classic_sta_lta4_mean\"]) * (data[\"fftr_hmean\"]))))) + (((data[\"percentile_roll_std_80\"]) * (data[\"percentile_25\"]))))) +\n            0.040000*np.tanh(((((data[\"fftr_mean_last_1000\"]) * (((data[\"fftr_mean_last_1000\"]) + ((((-1.0*((((data[\"ffti_percentile_roll_std_50\"]) + (data[\"fftr_mean_last_50000\"])))))) * 2.0)))))) - (((data[\"ffti_autocorrelation_5000\"]) * (data[\"exp_Moving_average_50000_std\"]))))) +\n            0.040000*np.tanh(((((data[\"exp_Moving_average_50000_std\"]) / 2.0)) + (((data[\"ffti_percentile_roll_mean_99\"]) + (((data[\"mean_change_abs\"]) * ((-1.0*((((data[\"exp_Moving_average_50000_std\"]) + ((((data[\"av_change_rate_roll_std_1000\"]) + (data[\"fftr_num_peaks_10\"]))/2.0))))))))))))) +\n            0.039984*np.tanh((((data[\"ffti_av_change_abs_roll_std_1000\"]) + ((((((((data[\"min_last_1000\"]) + (((data[\"min_last_1000\"]) / 2.0)))/2.0)) - (data[\"ffti_max_first_1000\"]))) - ((((data[\"fftr_spkt_welch_density_5\"]) + (data[\"fftr_abs_max_roll_mean_100\"]))/2.0)))))/2.0)) +\n            0.039984*np.tanh(((data[\"ffti_autocorrelation_1000\"]) * (((data[\"ffti_std_last_10000\"]) - ((((data[\"num_peaks_10\"]) + ((((data[\"ffti_ave_roll_mean_100\"]) + (((data[\"ffti_sum\"]) * (((((data[\"ffti_percentile_roll_mean_10\"]) * 2.0)) * 2.0)))))/2.0)))/2.0)))))) +\n            0.040000*np.tanh(((data[\"autocorrelation_500\"]) * (((data[\"percentile_70\"]) + (((data[\"exp_Moving_average_50000_std\"]) + (((data[\"percentile_80\"]) - (((data[\"ffti_min_roll_std_100\"]) + (((data[\"ffti_mean_change_rate\"]) + (data[\"fftr_min_roll_std_50\"]))))))))))))) +\n            0.039969*np.tanh(((data[\"ffti_min_roll_mean_100\"]) * (((((((data[\"percentile_roll_std_40\"]) * (data[\"min_roll_std_1000\"]))) + (data[\"ffti_av_change_abs_roll_std_10\"]))) - (((((data[\"fftr_mean\"]) + (data[\"ffti_kurt\"]))) + (data[\"ffti_percentile_roll_mean_95\"]))))))) +\n            0.040000*np.tanh(((((((((data[\"classic_sta_lta6_mean\"]) - (data[\"max_last_10000\"]))) - ((((data[\"min_first_10000\"]) + (((data[\"ffti_min_roll_std_100\"]) + (data[\"max_last_10000\"]))))/2.0)))) + (data[\"classic_sta_lta4_mean\"]))) - (data[\"min_first_10000\"]))) +\n            0.039891*np.tanh((((((data[\"mean_change_rate_last_10000\"]) - (data[\"percentile_50\"]))) + (((-1.0) + (((((-1.0) + (((data[\"mean_change_rate_last_10000\"]) * (data[\"mean_change_rate_last_10000\"]))))) + (data[\"ffti_mean_change_abs\"]))))))/2.0)) +\n            0.039984*np.tanh((((((data[\"ffti_mean_first_10000\"]) * (data[\"fftr_time_rev_asym_stat_1\"]))) + ((((data[\"min_roll_std_10\"]) + (((((data[\"av_change_abs_roll_mean_500\"]) + (((data[\"fftr_hmean\"]) * (data[\"skew\"]))))) + (data[\"fftr_hmean\"]))))/2.0)))/2.0)) +\n            0.040000*np.tanh(((data[\"fftr_range_2000_3000\"]) * (((data[\"percentile_10\"]) - ((((((((data[\"num_peaks_10\"]) + (data[\"percentile_roll_mean_99\"]))/2.0)) * (((data[\"ffti_av_change_abs_roll_std_10000\"]) - (data[\"percentile_10\"]))))) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"std_last_1000\"]) * (((data[\"autocorrelation_10000\"]) - (((data[\"fftr_hmean\"]) * ((((((data[\"fftr_classic_sta_lta6_mean\"]) * 2.0)) + (((((data[\"ffti_av_change_abs_roll_mean_10000\"]) * 2.0)) * 2.0)))/2.0)))))))) +\n            0.039984*np.tanh(((data[\"ffti_abs_percentile_20\"]) * (((((data[\"fftr_ave_roll_mean_1000\"]) * ((-1.0*((((data[\"ffti_classic_sta_lta6_mean\"]) * 2.0))))))) + (((((data[\"fftr_percentile_roll_std_50\"]) + (data[\"fftr_min_last_1000\"]))) + (data[\"fftr_min_last_1000\"]))))))) +\n            0.040000*np.tanh((((((((((data[\"fftr_ave_roll_mean_1000\"]) - (data[\"fftr_abs_max_roll_mean_10000\"]))) + (data[\"percentile_90\"]))) - (data[\"fftr_max_last_50000\"]))) + (((data[\"ffti_autocorrelation_1000\"]) * (((data[\"ffti_std_roll_std_100\"]) - (data[\"ffti_range_-3000_-2000\"]))))))/2.0)) +\n            0.039953*np.tanh(((((((data[\"ffti_min_roll_std_10\"]) + (data[\"min_roll_std_500\"]))) + (((data[\"min_roll_mean_1000\"]) + (data[\"fftr_range_2000_3000\"]))))) * (((data[\"ffti_abs_max_roll_mean_500\"]) - (((data[\"fftr_abs_percentile_20\"]) / 2.0)))))) +\n            0.040000*np.tanh(((data[\"percentile_roll_std_70\"]) * (((((data[\"ffti_av_change_abs_roll_std_500\"]) + (((data[\"ffti_av_change_abs_roll_std_10000\"]) + (((data[\"exp_Moving_std_3000_mean\"]) * (((data[\"fftr_percentile_roll_std_10\"]) - (data[\"percentile_roll_mean_90\"]))))))))) + (data[\"ffti_sum\"]))))) +\n            0.039062*np.tanh(((((data[\"mean_change_rate_first_10000\"]) / 2.0)) - (((data[\"fftr_mean_change_rate_last_1000\"]) - (((data[\"fftr_range_-3000_-2000\"]) - ((((((data[\"fftr_percentile_roll_std_10\"]) + (data[\"ffti_av_change_abs_roll_std_500\"]))/2.0)) + (data[\"fftr_mean_change_rate_last_1000\"]))))))))) +\n            0.040000*np.tanh((-1.0*((((data[\"fftr_mean_last_1000\"]) * (((((((data[\"ffti_abs_max\"]) + (data[\"ffti_percentile_roll_mean_75\"]))) - (data[\"ffti_av_change_abs_roll_std_100\"]))) + (((data[\"abs_percentile_20\"]) - (data[\"ffti_mean\"])))))))))) +\n            0.038578*np.tanh(((((((((data[\"fftr_range_p4000_pinf\"]) * (((data[\"mean_change_abs\"]) * (data[\"classic_sta_lta8_mean\"]))))) * 2.0)) * 2.0)) + ((((data[\"fftr_max_roll_mean_500\"]) + ((((data[\"fftr_max_roll_mean_500\"]) + (data[\"autocorrelation_500\"]))/2.0)))/2.0)))) +\n            0.040000*np.tanh(((data[\"abs_percentile_70\"]) * ((((data[\"autocorrelation_5000\"]) + (((((data[\"fftr_percentile_roll_mean_90\"]) + ((((((data[\"abs_percentile_20\"]) + (data[\"fftr_percentile_roll_mean_80\"]))/2.0)) + (data[\"fftr_percentile_roll_mean_90\"]))))) * (data[\"ffti_ave_roll_mean_50\"]))))/2.0)))) +\n            0.040000*np.tanh(((((data[\"fftr_percentile_roll_std_20\"]) * (((((data[\"ffti_autocorrelation_500\"]) - (data[\"fftr_percentile_roll_mean_70\"]))) - (data[\"num_peaks_100\"]))))) - (((data[\"fftr_percentile_50\"]) * (data[\"ffti_percentile_roll_mean_95\"]))))) +\n            0.039969*np.tanh(((data[\"fftr_hmean\"]) * ((((((data[\"abs_std\"]) + (((data[\"fftr_mean_first_50000\"]) + (((data[\"fftr_exp_Moving_average_300_mean\"]) - (data[\"fftr_time_rev_asym_stat_50\"]))))))) + (((data[\"ffti_percentile_roll_mean_75\"]) + (data[\"autocorrelation_10000\"]))))/2.0)))) +\n            0.039984*np.tanh(((((((data[\"fftr_time_rev_asym_stat_1\"]) - (data[\"ffti_percentile_roll_mean_40\"]))) - (data[\"fftr_mean\"]))) * ((((data[\"ffti_min_roll_std_10\"]) + (((((data[\"ffti_hmean\"]) * (data[\"mean_last_10000\"]))) + (data[\"fftr_spkt_welch_density_5\"]))))/2.0)))) +\n            0.039984*np.tanh(((data[\"ffti_av_change_abs_roll_mean_10000\"]) * (((((data[\"fftr_abs_percentile_5\"]) * 2.0)) - (((((data[\"max_last_50000\"]) + (data[\"exp_Moving_average_50000_mean\"]))) + (((data[\"exp_Moving_average_50000_std\"]) - (((data[\"fftr_abs_percentile_5\"]) * 2.0)))))))))) +\n            0.040000*np.tanh(((data[\"fftr_hmean\"]) * ((((data[\"ffti_percentile_roll_std_20\"]) + ((((((-1.0*((data[\"fftr_num_peaks_50\"])))) + (data[\"ffti_av_change_abs_roll_std_100\"]))) + (((data[\"ffti_autocorrelation_1000\"]) + (data[\"ffti_max_to_min_diff\"]))))))/2.0)))) +\n            0.039969*np.tanh(((data[\"ffti_Hann_window_mean_50\"]) * (((data[\"percentile_roll_std_80\"]) + (((data[\"ffti_percentile_roll_mean_50\"]) + (((((data[\"percentile_roll_std_80\"]) - (((data[\"ffti_sum\"]) * 2.0)))) + (data[\"fftr_av_change_abs_roll_mean_10000\"]))))))))) +\n            0.039984*np.tanh(((((data[\"percentile_60\"]) * (((data[\"ffti_mean_change_rate\"]) * 2.0)))) - (((((data[\"fftr_mean_first_50000\"]) * (((((data[\"ffti_percentile_roll_std_10\"]) * 2.0)) * 2.0)))) * 2.0)))) +\n            0.040000*np.tanh(((data[\"fftr_mean\"]) * (((((((data[\"mean_change_rate\"]) * (data[\"ffti_autocorrelation_10000\"]))) + (data[\"percentile_roll_std_75\"]))) + ((((((data[\"mean_change_rate_first_1000\"]) + (data[\"percentile_roll_std_60\"]))/2.0)) * (data[\"fftr_min_roll_mean_1000\"]))))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_mean_60\"]) * (((((data[\"abs_percentile_25\"]) + (((data[\"ffti_skew\"]) * (data[\"percentile_roll_mean_25\"]))))) - (((data[\"fftr_max_first_10000\"]) * (((data[\"ffti_max_to_min\"]) + (data[\"ffti_abs_percentile_60\"]))))))))) +\n            0.040000*np.tanh((((((((data[\"autocorrelation_100\"]) * (data[\"ffti_min_roll_std_1000\"]))) + (((data[\"av_change_abs_roll_std_100\"]) * (data[\"ffti_exp_Moving_average_50000_mean\"]))))) + (((data[\"autocorrelation_10000\"]) * (((data[\"ffti_exp_Moving_average_50000_mean\"]) * (data[\"autocorrelation_100\"]))))))/2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_sum\"]) * (data[\"ffti_kstat_1\"]))) * 2.0)) - (((data[\"num_peaks_50\"]) / 2.0)))) + (((((data[\"num_peaks_50\"]) * (data[\"ffti_sum\"]))) - (data[\"ffti_kstat_1\"]))))) +\n            0.039984*np.tanh((((data[\"ffti_min_roll_mean_10\"]) + (((((data[\"fftr_trend\"]) * ((((((((data[\"ffti_min_roll_std_50\"]) + (data[\"min_roll_std_1000\"]))) + (data[\"ffti_min_roll_std_50\"]))/2.0)) - (((data[\"ffti_min_roll_std_10\"]) / 2.0)))))) * 2.0)))/2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_min_roll_std_500\"]) * (((data[\"ffti_mean_first_50000\"]) + (((((data[\"min_roll_std_10\"]) * (((data[\"ffti_mean_first_50000\"]) * 2.0)))) + (((data[\"min_roll_std_10\"]) * (data[\"ffti_exp_Moving_average_50000_std\"]))))))))) * 2.0)) +\n            0.039984*np.tanh(((((data[\"ffti_min_roll_std_10\"]) * (data[\"max_roll_mean_100\"]))) + (((data[\"mean_change_abs\"]) * (((((data[\"fftr_percentile_roll_std_40\"]) - (((data[\"ffti_min_roll_std_10\"]) * (data[\"abs_percentile_20\"]))))) + (data[\"fftr_percentile_roll_std_40\"]))))))) +\n            0.040000*np.tanh(((data[\"ffti_mean_last_50000\"]) * (((((((data[\"exp_Moving_average_50000_std\"]) * (((data[\"ffti_autocorrelation_1000\"]) + (data[\"ffti_percentile_roll_std_25\"]))))) - ((((data[\"fftr_percentile_roll_std_10\"]) + (data[\"percentile_roll_std_25\"]))/2.0)))) - (data[\"ffti_percentile_roll_std_20\"]))))) +\n            0.040000*np.tanh(((data[\"percentile_60\"]) * (((data[\"percentile_60\"]) * (((data[\"percentile_60\"]) * ((((data[\"ffti_av_change_abs_roll_std_10\"]) + (((data[\"num_peaks_20\"]) - (((data[\"fftr_time_rev_asym_stat_10\"]) * (data[\"abs_percentile_20\"]))))))/2.0)))))))) +\n            0.039969*np.tanh(((data[\"ffti_max_roll_mean_1000\"]) * (((((((((((data[\"fftr_min_first_1000\"]) * (data[\"abs_percentile_70\"]))) * 2.0)) + (data[\"fftr_min_first_1000\"]))) + ((((-1.0*((data[\"ffti_percentile_roll_std_50\"])))) * 2.0)))) * 2.0)))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_std_1\"]) * (((((((data[\"classic_sta_lta8_mean\"]) + (data[\"fftr_percentile_roll_std_40\"]))) + (((((data[\"fftr_percentile_roll_std_40\"]) - (data[\"ffti_num_peaks_10\"]))) - (data[\"ffti_percentile_roll_std_1\"]))))) - (data[\"abs_percentile_20\"]))))) +\n            0.040000*np.tanh(((((((data[\"ffti_av_change_abs_roll_std_500\"]) * ((((((data[\"min_roll_std_500\"]) + (((data[\"ffti_autocorrelation_100\"]) * (data[\"ffti_av_change_abs_roll_mean_10000\"]))))/2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.031856*np.tanh(((((data[\"max_to_min\"]) * (((data[\"ffti_Hann_window_mean_15000\"]) + ((((data[\"fftr_min_roll_std_10\"]) + (data[\"max_to_min\"]))/2.0)))))) - (((data[\"max_last_10000\"]) + (((data[\"ffti_skew\"]) * (data[\"ffti_num_peaks_50\"]))))))) +\n            0.033341*np.tanh(((((((data[\"ffti_c3_100\"]) + ((((((data[\"fftr_spkt_welch_density_10\"]) + (data[\"fftr_c3_5\"]))) + ((((data[\"fftr_c3_5\"]) + (((data[\"fftr_time_rev_asym_stat_5\"]) * (data[\"ffti_exp_Moving_average_30000_std\"]))))/2.0)))/2.0)))) * 2.0)) * 2.0)) +\n            0.024416*np.tanh(((((data[\"fftr_hmean\"]) / 2.0)) - ((((((data[\"min_roll_std_50\"]) * (((data[\"min_roll_std_50\"]) + (((data[\"fftr_mean_first_10000\"]) + (data[\"ffti_av_change_abs_roll_std_10000\"]))))))) + (data[\"fftr_percentile_roll_std_10\"]))/2.0)))) +\n            0.039984*np.tanh(((((data[\"ffti_percentile_roll_std_25\"]) * (((((((data[\"ffti_num_peaks_100\"]) + (data[\"min_last_50000\"]))) + ((((((data[\"ffti_mean_last_10000\"]) + (data[\"max_first_10000\"]))/2.0)) + (data[\"fftr_percentile_roll_std_10\"]))))) * 2.0)))) * 2.0)) +\n            0.039984*np.tanh((((((((data[\"ffti_percentile_roll_mean_80\"]) + (data[\"ffti_min_roll_std_10\"]))) * ((-1.0*((data[\"ffti_av_change_abs_roll_std_10\"])))))) + (((data[\"fftr_spkt_welch_density_10\"]) * (((data[\"ffti_min_roll_std_10\"]) - (data[\"fftr_spkt_welch_density_10\"]))))))/2.0)) +\n            0.039969*np.tanh(((data[\"std_last_10000\"]) * ((((((data[\"ffti_mean_change_abs\"]) + (data[\"min_roll_std_500\"]))/2.0)) + (((((((data[\"max_roll_std_500\"]) + (data[\"ffti_percentile_roll_std_10\"]))) + (data[\"av_change_rate_roll_mean_10000\"]))) + (data[\"av_change_rate_roll_mean_10000\"]))))))) +\n            0.039984*np.tanh((-1.0*((((((data[\"ffti_percentile_roll_std_60\"]) * (((((data[\"fftr_percentile_80\"]) + (((data[\"fftr_percentile_80\"]) + (data[\"fftr_exp_Moving_average_50000_mean\"]))))) + (((data[\"fftr_num_peaks_100\"]) + (data[\"ffti_exp_Moving_average_30000_mean\"]))))))) * 2.0))))) +\n            0.039984*np.tanh((((((data[\"fftr_exp_Moving_average_30000_mean\"]) * ((((((data[\"av_change_rate_roll_std_100\"]) + (data[\"autocorrelation_5\"]))/2.0)) - (((data[\"ffti_ave_roll_mean_1000\"]) * (data[\"ffti_skew\"]))))))) + ((((data[\"autocorrelation_5\"]) + (data[\"ffti_percentile_roll_std_10\"]))/2.0)))/2.0)) +\n            0.039953*np.tanh((-1.0*((((((((((data[\"ffti_autocorrelation_10\"]) + (data[\"ffti_percentile_roll_std_70\"]))/2.0)) + (data[\"ffti_percentile_roll_std_75\"]))/2.0)) - (((data[\"fftr_mean_last_1000\"]) * ((((data[\"ffti_num_peaks_100\"]) + (data[\"ffti_autocorrelation_1000\"]))/2.0))))))))) +\n            0.039969*np.tanh(((data[\"fftr_percentile_roll_std_5\"]) * (((((((data[\"autocorrelation_5\"]) + (data[\"exp_Moving_average_30000_std\"]))) + (((data[\"fftr_percentile_roll_std_20\"]) - (((data[\"ffti_min_roll_std_10\"]) + (data[\"ffti_min_roll_std_10\"]))))))) + (data[\"ffti_av_change_abs_roll_std_1000\"]))))) +\n            0.039984*np.tanh(((data[\"fftr_time_rev_asym_stat_1\"]) * (((data[\"classic_sta_lta8_mean\"]) * (((((data[\"ffti_percentile_30\"]) + (((((((data[\"ffti_sum\"]) + (data[\"max_last_10000\"]))/2.0)) + (data[\"ffti_autocorrelation_10\"]))/2.0)))) + (data[\"ffti_sum\"]))))))) +\n            0.040000*np.tanh(((((data[\"ffti_av_change_abs_roll_std_1000\"]) * (((((data[\"ffti_av_change_abs_roll_std_1000\"]) - (data[\"exp_Moving_average_30000_std\"]))) + (((((((data[\"ffti_min_roll_std_10\"]) * (data[\"ffti_av_change_abs_roll_std_1000\"]))) * 2.0)) + (data[\"ffti_autocorrelation_10\"]))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_max_first_1000\"]) * (((((data[\"ffti_min_roll_std_500\"]) - (data[\"ffti_autocorrelation_50\"]))) - (((((((data[\"ffti_autocorrelation_50\"]) - (data[\"ffti_num_peaks_100\"]))) - (data[\"ffti_num_peaks_10\"]))) - (data[\"av_change_abs_roll_std_500\"]))))))) +\n            0.037061*np.tanh(((((((((data[\"ffti_percentile_roll_std_1\"]) * (((((data[\"fftr_exp_Moving_average_300_mean\"]) + (((data[\"ffti_max_last_1000\"]) - (data[\"ffti_av_change_abs_roll_mean_50\"]))))) - (data[\"ffti_av_change_abs_roll_mean_50\"]))))) * (data[\"autocorrelation_10000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"min_roll_std_100\"]) * (((((((data[\"min_roll_mean_500\"]) + (data[\"min_roll_mean_500\"]))) + (((data[\"fftr_min_roll_std_1000\"]) + (data[\"min_first_50000\"]))))) - (data[\"mean_change_rate_last_10000\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_mean_change_rate\"]) * (((data[\"fftr_classic_sta_lta1_mean\"]) * (((data[\"classic_sta_lta2_mean\"]) + (((data[\"classic_sta_lta2_mean\"]) + ((-1.0*((((data[\"ave_roll_mean_500\"]) - (data[\"ffti_min_roll_std_1000\"])))))))))))))) +\n            0.040000*np.tanh(((((data[\"min_roll_std_50\"]) * (((data[\"autocorrelation_10\"]) * (((data[\"fftr_mean_first_50000\"]) - (((((data[\"ffti_std_roll_mean_10000\"]) - (data[\"fftr_min_roll_std_100\"]))) * (data[\"av_change_rate_roll_mean_10\"]))))))))) * 2.0)) +\n            0.039922*np.tanh((((((data[\"ffti_min_roll_std_500\"]) * (((((data[\"fftr_abs_percentile_10\"]) * 2.0)) * 2.0)))) + (((data[\"ffti_mean\"]) * ((((-1.0*((data[\"fftr_num_peaks_50\"])))) + ((-1.0*((data[\"fftr_num_peaks_20\"])))))))))/2.0)) +\n            0.040000*np.tanh(((data[\"abs_percentile_75\"]) * (((data[\"min_roll_std_50\"]) + (((((data[\"ffti_min_first_1000\"]) * (data[\"percentile_60\"]))) + (((data[\"ffti_num_peaks_50\"]) + (data[\"fftr_percentile_roll_mean_1\"]))))))))) +\n            0.039984*np.tanh((((((data[\"fftr_range_2000_3000\"]) + (data[\"std_roll_mean_10000\"]))/2.0)) * (((data[\"autocorrelation_10000\"]) + ((-1.0*((((data[\"std_roll_mean_10000\"]) * (((data[\"fftr_mean\"]) - ((-1.0*((data[\"percentile_99\"]))))))))))))))) +\n            0.039578*np.tanh(((((data[\"ffti_mean_first_1000\"]) + (((((data[\"num_peaks_50\"]) - (data[\"fftr_max_roll_mean_10000\"]))) - ((((data[\"fftr_max_roll_mean_10000\"]) + (data[\"autocorrelation_500\"]))/2.0)))))) * (((data[\"autocorrelation_500\"]) + (data[\"fftr_percentile_roll_std_60\"]))))) +\n            0.040000*np.tanh(((((((data[\"ffti_classic_sta_lta1_mean\"]) + (data[\"fftr_percentile_50\"]))/2.0)) + (((data[\"fftr_min_roll_std_1000\"]) * (((data[\"ffti_ave10\"]) + (((((data[\"spkt_welch_density_100\"]) + (data[\"fftr_ave_roll_mean_500\"]))) - (data[\"ffti_sum\"]))))))))/2.0)) +\n            0.035592*np.tanh(((data[\"percentile_roll_std_40\"]) * (((((((data[\"autocorrelation_5000\"]) + (((data[\"ffti_av_change_abs_roll_std_50\"]) * 2.0)))) + (((data[\"mean_change_abs\"]) + (data[\"ffti_av_change_abs_roll_std_50\"]))))) / 2.0)))) +\n            0.039984*np.tanh(((data[\"ffti_hmean\"]) * (((data[\"min_first_10000\"]) + (((data[\"min_roll_std_50\"]) * (((((data[\"fftr_autocorrelation_10000\"]) + (data[\"mean_first_1000\"]))) + (data[\"fftr_min_roll_std_500\"]))))))))) +\n            0.040000*np.tanh(((((data[\"percentile_25\"]) * (data[\"fftr_range_2000_3000\"]))) + (((((data[\"av_change_rate_roll_mean_50\"]) * 2.0)) * (((((((data[\"mean_change_rate_last_1000\"]) + (data[\"skew\"]))) + (data[\"ffti_num_peaks_50\"]))) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"min_roll_std_10\"]) * (((data[\"ffti_av_change_abs_roll_mean_10000\"]) + (((((data[\"ffti_av_change_abs_roll_mean_10000\"]) * (data[\"min_roll_std_10\"]))) - (((((data[\"ffti_classic_sta_lta6_mean\"]) * (data[\"exp_Moving_average_50000_std\"]))) - (data[\"exp_Moving_average_50000_std\"]))))))))) +\n            0.039969*np.tanh(((data[\"ffti_percentile_roll_std_30\"]) * (((((data[\"ffti_kurt\"]) + (data[\"fftr_time_rev_asym_stat_100\"]))) + (((data[\"exp_Moving_average_3000_mean\"]) + (((((data[\"fftr_time_rev_asym_stat_100\"]) - (data[\"ffti_min_first_50000\"]))) - (data[\"fftr_ave_roll_mean_10000\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"av_change_rate_roll_mean_10\"]) * (((((((((data[\"fftr_mean_change_rate_first_1000\"]) - ((-1.0*((data[\"fftr_percentile_roll_std_95\"])))))) * 2.0)) * (data[\"ffti_range_minf_m4000\"]))) - (data[\"ffti_range_p4000_pinf\"]))))) * 2.0)) * 2.0)) +\n            0.038390*np.tanh(((((data[\"ffti_av_change_abs_roll_std_50\"]) * ((-1.0*((data[\"ffti_mean_first_1000\"])))))) - (((data[\"ffti_ave10\"]) * (((data[\"ffti_percentile_75\"]) + (((data[\"abs_percentile_20\"]) * (data[\"fftr_range_-2000_-1000\"]))))))))) +\n            0.039984*np.tanh(((data[\"fftr_c3_1000\"]) - ((((((data[\"mean_change_abs\"]) - (data[\"av_change_rate_roll_mean_50\"]))) + ((((((data[\"fftr_min_roll_mean_1000\"]) + (((data[\"ffti_skew\"]) - (data[\"fftr_c3_1000\"]))))/2.0)) + (data[\"ffti_av_change_abs_roll_std_500\"]))))/2.0)))) +\n            0.040000*np.tanh(((data[\"ffti_abs_max_roll_std_10\"]) * (((data[\"classic_sta_lta4_mean\"]) + (((data[\"ffti_av_change_abs_roll_mean_10000\"]) + (((data[\"classic_sta_lta4_mean\"]) + (((data[\"ffti_autocorrelation_10000\"]) + (((data[\"fftr_percentile_roll_std_95\"]) * (data[\"fftr_autocorrelation_5000\"]))))))))))))) +\n            0.040000*np.tanh(((data[\"exp_Moving_average_50000_std\"]) * (((data[\"exp_Moving_average_50000_std\"]) * (((data[\"exp_Moving_average_50000_std\"]) * (((((data[\"fftr_range_-3000_-2000\"]) - (data[\"ffti_percentile_roll_std_60\"]))) - (((data[\"autocorrelation_10000\"]) * (data[\"fftr_range_-3000_-2000\"]))))))))))) +\n            0.031919*np.tanh((-1.0*(((((-1.0*(((((data[\"ffti_min_roll_std_100\"]) + ((((data[\"ffti_min_roll_mean_500\"]) + (data[\"ffti_percentile_roll_std_1\"]))/2.0)))/2.0))))) + (((data[\"ffti_ave_roll_mean_1000\"]) * (data[\"ffti_percentile_roll_std_1\"])))))))) +\n            0.039984*np.tanh((((((data[\"mean_change_rate_first_1000\"]) + ((((((data[\"fftr_range_-3000_-2000\"]) + (((data[\"mean_change_rate_first_1000\"]) * (((data[\"mean_change_rate_first_1000\"]) * (data[\"med\"]))))))/2.0)) * (data[\"mean_change_rate\"]))))/2.0)) * (data[\"med\"]))) +\n            0.031153*np.tanh(((((((data[\"ffti_percentile_roll_mean_90\"]) * (((data[\"av_change_abs_roll_mean_50\"]) - (data[\"av_change_rate_roll_std_10000\"]))))) * 2.0)) - (((data[\"fftr_mean_change_rate_first_10000\"]) - (((((data[\"classic_sta_lta7_mean\"]) * (data[\"ffti_num_peaks_10\"]))) * 2.0)))))) +\n            0.037515*np.tanh((-1.0*((((data[\"classic_sta_lta8_mean\"]) * (((((data[\"fftr_min_roll_std_10\"]) - (data[\"ffti_min_roll_mean_10000\"]))) - (((data[\"fftr_std_last_10000\"]) * (((((data[\"ffti_percentile_roll_mean_99\"]) * (data[\"classic_sta_lta8_mean\"]))) / 2.0))))))))))) +\n            0.039969*np.tanh(((data[\"ffti_av_change_abs_roll_std_10000\"]) * (((data[\"ffti_ave_roll_mean_10\"]) - (((((-1.0*((((((data[\"ffti_ave_roll_mean_10\"]) * (data[\"ffti_ave_roll_mean_10\"]))) - ((-1.0*((data[\"ffti_min_roll_std_50\"]))))))))) + (data[\"ffti_av_change_abs_roll_std_10000\"]))/2.0)))))) +\n            0.039406*np.tanh(((((((data[\"abs_percentile_20\"]) * (data[\"ffti_autocorrelation_1000\"]))) - (((data[\"fftr_min_roll_std_100\"]) * (data[\"classic_sta_lta1_mean\"]))))) - (((data[\"abs_percentile_20\"]) * (((data[\"fftr_min_roll_std_100\"]) * (data[\"classic_sta_lta1_mean\"]))))))) +\n            0.040000*np.tanh(((data[\"spkt_welch_density_50\"]) * (((((((((data[\"min_roll_std_50\"]) + (data[\"fftr_mean_change_rate\"]))) + ((-1.0*((data[\"min_roll_std_10000\"])))))) + (data[\"time_rev_asym_stat_10\"]))) + (data[\"fftr_abs_max_roll_mean_500\"]))))) +\n            0.040000*np.tanh(((data[\"std_roll_std_10\"]) * (((data[\"fftr_sum\"]) * (((((data[\"ffti_min_roll_std_50\"]) - (data[\"ffti_range_2000_3000\"]))) - (((data[\"fftr_percentile_roll_mean_5\"]) * (((data[\"fftr_percentile_roll_mean_5\"]) - (data[\"ffti_av_change_abs_roll_mean_100\"]))))))))))) +\n            0.039984*np.tanh(((data[\"ffti_mean_change_rate\"]) * (((((((data[\"ffti_max_last_1000\"]) / 2.0)) - (data[\"autocorrelation_500\"]))) + (((data[\"av_change_abs_roll_std_500\"]) + (((data[\"fftr_time_rev_asym_stat_10\"]) - (data[\"ffti_min_roll_std_1000\"]))))))))) +\n            0.040000*np.tanh((((((((((data[\"ffti_percentile_roll_std_5\"]) * 2.0)) + (data[\"abs_percentile_10\"]))/2.0)) * 2.0)) * (((data[\"ffti_sum\"]) - (((data[\"ffti_av_change_abs_roll_std_10000\"]) - (((data[\"abs_percentile_80\"]) - (data[\"ffti_av_change_abs_roll_std_500\"]))))))))) +\n            0.040000*np.tanh((((data[\"ffti_percentile_roll_std_30\"]) + (((data[\"fftr_num_peaks_100\"]) * ((((((((data[\"min_roll_std_1000\"]) * (data[\"ffti_av_change_abs_roll_std_10\"]))) * 2.0)) + (data[\"fftr_num_peaks_100\"]))/2.0)))))/2.0)) +\n            0.039218*np.tanh(((data[\"autocorrelation_5000\"]) * ((((((data[\"ffti_autocorrelation_5000\"]) + (data[\"ffti_percentile_roll_std_20\"]))/2.0)) + (((data[\"fftr_std_roll_mean_100\"]) * (((((data[\"ffti_av_change_abs_roll_mean_10\"]) / 2.0)) + (((data[\"ffti_autocorrelation_5000\"]) * 2.0)))))))))) +\n            0.034201*np.tanh(((data[\"ffti_ave10\"]) * ((-1.0*((((data[\"autocorrelation_500\"]) + ((-1.0*((((((data[\"fftr_mean_last_50000\"]) * (data[\"fftr_mean_last_50000\"]))) + (data[\"mean_first_10000\"]))))))))))))) +\n            0.038921*np.tanh(((data[\"fftr_num_peaks_10\"]) * (((data[\"exp_Moving_average_30000_std\"]) - (((((((((data[\"ffti_mean_change_rate\"]) * 2.0)) * 2.0)) * 2.0)) * ((((data[\"fftr_percentile_roll_mean_1\"]) + (data[\"ffti_mean_change_rate\"]))/2.0)))))))) +\n            0.039937*np.tanh((((((data[\"ffti_mean_last_50000\"]) + (((data[\"fftr_percentile_roll_std_40\"]) + (((((data[\"ffti_mean_change_rate_last_10000\"]) * (data[\"ffti_mean_change_rate_last_1000\"]))) - ((((data[\"ffti_min_roll_std_10000\"]) + (data[\"ffti_abs_percentile_5\"]))/2.0)))))))) + (data[\"ffti_Hann_window_mean_15000\"]))/2.0)) +\n            0.039250*np.tanh(((((((data[\"ffti_percentile_roll_mean_95\"]) * (((data[\"ffti_exp_Moving_average_300_mean\"]) * (((data[\"ffti_percentile_40\"]) + (data[\"ffti_max_roll_mean_10\"]))))))) + (((data[\"ffti_percentile_40\"]) + (data[\"fftr_abs_percentile_20\"]))))) * 2.0)) +\n            0.039937*np.tanh((((((-1.0*(((((-1.0*((data[\"fftr_min_roll_std_500\"])))) + (data[\"percentile_roll_std_1\"])))))) * (data[\"exp_Moving_average_3000_std\"]))) + ((((data[\"classic_sta_lta6_mean\"]) + (((data[\"fftr_min_roll_std_500\"]) * (data[\"ffti_mean\"]))))/2.0)))) +\n            0.039984*np.tanh(((((((data[\"num_peaks_50\"]) * (data[\"ffti_mean_first_50000\"]))) - (((data[\"fftr_max_last_10000\"]) - (((data[\"ffti_percentile_roll_mean_80\"]) * (data[\"ffti_min_last_1000\"]))))))) + (((data[\"min_last_1000\"]) * (data[\"ffti_min_last_1000\"]))))) +\n            0.038312*np.tanh(((((((data[\"skew\"]) * (((((data[\"ffti_percentile_roll_mean_30\"]) + (((data[\"ffti_percentile_roll_mean_30\"]) * (data[\"ffti_av_change_abs_roll_std_10\"]))))) - (data[\"fftr_range_-3000_-2000\"]))))) * 2.0)) * 2.0)) +\n            0.039969*np.tanh(((data[\"av_change_abs_roll_mean_50\"]) * ((-1.0*((((((data[\"num_peaks_50\"]) + (data[\"ffti_av_change_abs_roll_std_500\"]))) + (((data[\"ffti_av_change_abs_roll_std_500\"]) + (((data[\"max_first_1000\"]) + (data[\"ffti_num_peaks_100\"])))))))))))) +\n            0.040000*np.tanh(((data[\"med\"]) * (((((data[\"med\"]) * (data[\"fftr_percentile_roll_mean_99\"]))) + (((data[\"ffti_min_first_1000\"]) * (((data[\"fftr_percentile_roll_mean_99\"]) + (((data[\"ffti_med\"]) + (data[\"fftr_percentile_roll_mean_99\"]))))))))))) +\n            0.039093*np.tanh(((data[\"classic_sta_lta2_mean\"]) * (((((data[\"fftr_percentile_roll_std_25\"]) - (data[\"spkt_welch_density_50\"]))) - (((((((data[\"fftr_abs_percentile_20\"]) + (data[\"spkt_welch_density_50\"]))) * (data[\"fftr_num_peaks_10\"]))) * 2.0)))))) +\n            0.039969*np.tanh(((((((data[\"skew\"]) + (((data[\"ffti_percentile_roll_mean_75\"]) * (((data[\"fftr_moment_3\"]) + (data[\"fftr_autocorrelation_1000\"]))))))/2.0)) + (((((data[\"fftr_percentile_roll_std_20\"]) * (data[\"fftr_abs_percentile_1\"]))) * 2.0)))/2.0)) +\n            0.039969*np.tanh(((((((((data[\"abs_percentile_80\"]) * ((((data[\"abs_percentile_10\"]) + (data[\"fftr_classic_sta_lta6_mean\"]))/2.0)))) - (data[\"fftr_percentile_roll_std_70\"]))) - (data[\"fftr_mean_change_rate_last_1000\"]))) - (((data[\"fftr_classic_sta_lta6_mean\"]) * (data[\"fftr_mean_change_rate_last_1000\"]))))) +\n            0.038812*np.tanh(((data[\"fftr_autocorrelation_10000\"]) * (((((((((data[\"mean_change_rate_first_1000\"]) - (data[\"autocorrelation_10000\"]))) - (data[\"ffti_percentile_roll_mean_30\"]))) - (data[\"ffti_min_roll_std_10000\"]))) - ((((data[\"min_first_50000\"]) + (data[\"fftr_autocorrelation_10000\"]))/2.0)))))) +\n            0.039969*np.tanh(((((((data[\"abs_percentile_10\"]) - (data[\"fftr_mean_change_rate_first_10000\"]))) - (((((data[\"fftr_exp_Moving_average_3000_mean\"]) - (data[\"ffti_mean_change_rate_last_1000\"]))) - (((data[\"exp_Moving_average_50000_std\"]) / 2.0)))))) * (data[\"min_roll_std_10\"]))) +\n            0.040000*np.tanh(((((data[\"av_change_abs_roll_std_50\"]) * ((((data[\"fftr_autocorrelation_10000\"]) + (((((((((data[\"ffti_percentile_roll_mean_60\"]) - (data[\"fftr_percentile_roll_std_60\"]))) - (data[\"fftr_percentile_roll_std_60\"]))) - (data[\"fftr_percentile_roll_std_60\"]))) * 2.0)))/2.0)))) * 2.0)) +\n            0.024369*np.tanh(((data[\"ffti_spkt_welch_density_5\"]) * (((data[\"spkt_welch_density_50\"]) + (((((((((data[\"ffti_spkt_welch_density_5\"]) + (((((data[\"fftr_percentile_roll_std_5\"]) + (data[\"fftr_percentile_roll_mean_1\"]))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_std_60\"]) * (((((data[\"ffti_min_last_1000\"]) + (((data[\"ffti_max_to_min_diff\"]) * 2.0)))) + (((((data[\"fftr_av_change_abs_roll_mean_500\"]) + ((-1.0*((data[\"ffti_mean\"])))))) + (data[\"fftr_min_roll_std_500\"]))))))) +\n            0.039969*np.tanh(((data[\"fftr_percentile_roll_std_40\"]) * (((((data[\"ffti_percentile_roll_std_5\"]) + (data[\"ffti_percentile_roll_std_5\"]))) - (((data[\"std_roll_mean_10000\"]) - (((((data[\"fftr_percentile_roll_std_60\"]) + (data[\"trend\"]))) - (data[\"min_roll_std_10\"]))))))))))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def GPII(data):\n    return (5.577521 +\n            0.040000*np.tanh((((((((((-1.0*((((data[\"fftr_range_-3000_-2000\"]) + (data[\"min_roll_std_10000\"])))))) + (((((data[\"fftr_abs_trend\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((data[\"min_roll_std_10000\"]) + (((data[\"percentile_roll_std_10\"]) + (((((((data[\"num_peaks_10\"]) + (data[\"ffti_range_-4000_-3000\"]))) * 2.0)) + (data[\"iqr\"]))))))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh((((((((((((((data[\"fftr_av_change_abs_roll_std_500\"]) - (((data[\"percentile_roll_std_10\"]) + (data[\"ffti_range_-3000_-2000\"]))))) * 2.0)) + (((((data[\"range_0_1000\"]) * 2.0)) * 2.0)))/2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"ffti_range_0_1000\"]) - (data[\"min_roll_std_10000\"]))) - (data[\"percentile_roll_std_30\"]))) - (data[\"num_peaks_10\"]))) - (data[\"fftr_range_-3000_-2000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_range_-1000_0\"]) - (((data[\"min_roll_std_10000\"]) + (data[\"num_peaks_10\"]))))) - (((data[\"fftr_range_-4000_-3000\"]) + (data[\"percentile_roll_std_20\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((((-1.0*((data[\"ffti_range_-4000_-3000\"])))) - (data[\"percentile_roll_std_5\"]))) - (data[\"percentile_roll_std_20\"]))) * 2.0)) - (data[\"ffti_range_-3000_-2000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*((((((data[\"ffti_range_3000_4000\"]) + (data[\"min_roll_std_500\"]))) + (data[\"iqr\"])))))) - (((((data[\"ffti_range_3000_4000\"]) + (data[\"percentile_roll_std_10\"]))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((data[\"min_roll_std_1000\"]) - (((((((data[\"ffti_range_-1000_0\"]) - (((data[\"percentile_roll_std_20\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) - (data[\"ffti_range_-4000_-3000\"])))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"range_-1000_0\"]) + (data[\"iqr\"])))))) - (((data[\"ffti_range_2000_3000\"]) + (data[\"percentile_roll_std_5\"]))))) * 2.0)) - (data[\"min_roll_std_1000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((data[\"fftr_range_-3000_-2000\"]) + (((data[\"iqr\"]) + (((((data[\"percentile_roll_std_5\"]) + (((data[\"percentile_95\"]) + (data[\"ffti_range_3000_4000\"]))))) * 2.0)))))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*(((((((((data[\"iqr\"]) + (data[\"fftr_range_2000_3000\"]))) + (data[\"ffti_range_3000_4000\"]))/2.0)) + (((data[\"num_peaks_10\"]) + (data[\"percentile_roll_std_10\"])))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"ffti_percentile_40\"]) - ((((((data[\"fftr_range_-3000_-2000\"]) + (data[\"min_roll_std_100\"]))/2.0)) + (((data[\"percentile_roll_std_5\"]) + (data[\"num_peaks_10\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"fftr_av_change_abs_roll_mean_1000\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)) - (data[\"ffti_range_-4000_-3000\"]))) * 2.0)) * 2.0)) + (data[\"ffti_range_0_1000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"fftr_trend\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)) - (data[\"fftr_range_-3000_-2000\"]))) * 2.0)) * 2.0)) - (data[\"fftr_range_-4000_-3000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"range_0_1000\"]) * 2.0)) - (((((data[\"iqr\"]) * 2.0)) + (data[\"min_roll_std_1000\"]))))) - (data[\"fftr_range_-3000_-2000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) * 2.0)) * 2.0)) - (((data[\"iqr\"]) + (((data[\"hmean\"]) + (((data[\"min_roll_std_500\"]) + (data[\"fftr_range_2000_3000\"]))))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_sum\"]) - (((((((((data[\"num_peaks_10\"]) + (data[\"fftr_range_-4000_-3000\"]))) + (((data[\"percentile_roll_std_20\"]) + (data[\"percentile_95\"]))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) - (((data[\"num_peaks_10\"]) + (((((data[\"percentile_roll_std_30\"]) + (data[\"fftr_range_-3000_-2000\"]))) + (data[\"abs_percentile_75\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate_last_50000\"]) - (data[\"percentile_75\"]))) - (data[\"num_peaks_10\"]))) - (data[\"percentile_roll_std_10\"]))) * 2.0)) * 2.0)) * 2.0)) + (data[\"ffti_range_0_1000\"]))) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((((data[\"num_peaks_10\"]) * 2.0))))) - (((((data[\"ffti_abs_percentile_30\"]) + (((data[\"iqr\"]) + (data[\"min_roll_std_10000\"]))))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-2.0) + (((((((data[\"ffti_range_-1000_0\"]) - (((data[\"percentile_roll_std_20\"]) * 2.0)))) * 2.0)) * 2.0)))/2.0)) - (data[\"min_roll_std_50\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_range_-1000_0\"]) - (((data[\"min_roll_std_100\"]) + (((data[\"num_peaks_10\"]) * 2.0)))))) - (data[\"percentile_roll_std_20\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_av_change_abs_roll_mean_10000\"]) + (((((data[\"range_0_1000\"]) - (data[\"fftr_range_-4000_-3000\"]))) - (data[\"percentile_roll_std_5\"]))))) * 2.0)) * 2.0)) * 2.0)) - (data[\"ffti_range_-4000_-3000\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"num_peaks_10\"]) - (((((((((data[\"num_peaks_10\"]) * 2.0)) + (((data[\"iqr\"]) + (data[\"min_roll_std_10000\"]))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) - (((data[\"mean_first_50000\"]) - ((-1.0*((((data[\"percentile_roll_std_10\"]) + (data[\"fftr_range_2000_3000\"])))))))))) * 2.0)) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((((data[\"num_peaks_10\"]) - (((data[\"mean_change_rate\"]) - (((data[\"abs_percentile_50\"]) + ((((data[\"ffti_range_2000_3000\"]) + (data[\"min_roll_std_1000\"]))/2.0)))))))) * 2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"ffti_range_3000_4000\"]) + (((data[\"abs_percentile_75\"]) + (data[\"num_peaks_10\"])))))))) * 2.0)) - (data[\"min_roll_std_10000\"]))) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((((data[\"num_peaks_10\"]) + (((data[\"iqr\"]) - (data[\"mean_change_rate_last_50000\"]))))) * 2.0))))) - (data[\"abs_percentile_80\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_range_0_1000\"]) - (((((data[\"percentile_roll_mean_75\"]) - (data[\"mean_change_rate\"]))) * 2.0)))) * 2.0)) - (data[\"percentile_roll_std_20\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((((((((((data[\"percentile_roll_std_10\"]) + (((((data[\"ffti_range_-4000_-3000\"]) + (data[\"abs_percentile_80\"]))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate\"]) - (((data[\"percentile_roll_mean_60\"]) - (data[\"mean_change_rate\"]))))) * 2.0)) - (data[\"percentile_roll_mean_60\"]))) * 2.0)) * 2.0)) - (data[\"min_roll_std_50\"]))) * 2.0)) +\n            0.040000*np.tanh(((((-2.0) - (((((((((data[\"num_peaks_10\"]) + (data[\"min_roll_std_500\"]))) + (data[\"min_roll_std_100\"]))) - ((-1.0*((((data[\"min_roll_std_10000\"]) * 2.0))))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"range_0_1000\"]) - (data[\"abs_percentile_80\"]))) - ((((data[\"percentile_roll_mean_10\"]) + (data[\"fftr_range_-3000_-2000\"]))/2.0)))) * 2.0)) * 2.0)) - (data[\"min_roll_std_10000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*((((data[\"fftr_range_-3000_-2000\"]) + (((((data[\"abs_percentile_50\"]) + (data[\"percentile_roll_std_10\"]))) - (data[\"range_0_1000\"])))))))) * 2.0)) - (data[\"min_roll_std_50\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_percentile_40\"]) - ((((-1.0*((data[\"mean_change_rate_last_50000\"])))) + (((data[\"num_peaks_10\"]) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"mean_change_rate\"]) + (((((data[\"mean_change_rate\"]) + ((-1.0*((((data[\"iqr\"]) + (data[\"num_peaks_10\"])))))))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((((data[\"percentile_roll_std_10\"]) + (((((data[\"abs_percentile_80\"]) * 2.0)) - ((-1.0*((data[\"ffti_range_3000_4000\"]))))))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((-3.0) - (((((((((data[\"min_roll_std_1000\"]) + (((data[\"min_roll_std_10000\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) - (data[\"mean_change_rate\"]))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((((-1.0*((((data[\"abs_percentile_90\"]) * 2.0))))) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) - (data[\"percentile_roll_std_5\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((((data[\"ffti_range_2000_3000\"]) + (data[\"percentile_roll_std_1\"])))))) - (data[\"percentile_95\"]))) - (data[\"abs_percentile_50\"]))) * 2.0)) - (((data[\"percentile_roll_std_1\"]) + (data[\"num_peaks_100\"]))))) +\n            0.040000*np.tanh(((((((((((((((data[\"range_0_1000\"]) * 2.0)) - (data[\"ffti_range_2000_3000\"]))) * 2.0)) - (((data[\"min_roll_std_100\"]) + (data[\"min_roll_std_1000\"]))))) - (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((((((data[\"fftr_abs_percentile_20\"]) + (((((((data[\"abs_percentile_80\"]) + (data[\"iqr\"]))) * 2.0)) * 2.0)))) * 2.0)) + (data[\"percentile_roll_std_10\"])))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((-2.0) - (((((((data[\"ffti_range_2000_3000\"]) + (((((data[\"num_peaks_10\"]) - (data[\"mean_change_rate\"]))) * 2.0)))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((((((((((data[\"abs_percentile_80\"]) * 2.0)) + (data[\"num_peaks_10\"]))) * 2.0)) + (data[\"min_roll_std_50\"]))) + (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh(((data[\"abs_percentile_40\"]) - (((((((((((((data[\"abs_percentile_40\"]) * 2.0)) + (((data[\"num_peaks_10\"]) - (((data[\"mean_change_rate\"]) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((((((data[\"percentile_10\"]) - (((data[\"abs_percentile_50\"]) + (((((((data[\"abs_percentile_50\"]) + (data[\"num_peaks_10\"]))) + (data[\"percentile_roll_std_5\"]))) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"range_0_1000\"]) - (((data[\"num_peaks_10\"]) - (-1.0))))) * 2.0)) - (data[\"Hann_window_mean_15000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((((((data[\"percentile_95\"]) + (data[\"abs_percentile_70\"]))) + (data[\"percentile_roll_std_1\"]))) + (((((((data[\"fftr_percentile_roll_std_80\"]) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((-1.0*((((((((((data[\"min_roll_std_500\"]) + (((((((2.0) + (((data[\"percentile_roll_std_20\"]) * 2.0)))) + (data[\"num_peaks_10\"]))) * 2.0)))) * 2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((((-1.0*((((((((data[\"abs_percentile_70\"]) + (((data[\"ffti_range_2000_3000\"]) + (((data[\"fftr_std_first_10000\"]) + (((data[\"abs_percentile_70\"]) + (data[\"percentile_roll_std_10\"]))))))))) * 2.0)) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((((data[\"abs_percentile_20\"]) - (data[\"range_-1000_0\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) - (data[\"fftr_percentile_75\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((((((((data[\"num_peaks_100\"]) + (data[\"percentile_30\"]))) + (((((((data[\"percentile_95\"]) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((((((((((-1.0*((((((((data[\"num_peaks_10\"]) - (((data[\"mean_change_rate\"]) * 2.0)))) * 2.0)) * 2.0))))) - (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)) - (data[\"percentile_80\"]))) +\n            0.040000*np.tanh((((((((((((-1.0*((((((((data[\"abs_percentile_50\"]) + (data[\"percentile_roll_std_1\"]))) * 2.0)) * 2.0))))) - (data[\"iqr\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((9.34147071838378906)) * (((data[\"classic_sta_lta6_mean\"]) - (((((((data[\"percentile_95\"]) * 2.0)) + (((((data[\"ffti_max_first_50000\"]) * (data[\"ffti_max_first_50000\"]))) + (data[\"fftr_abs_percentile_75\"]))))) * 2.0)))))) +\n            0.040000*np.tanh(((((((((-2.0) + (-2.0))) - (((((((data[\"num_peaks_10\"]) + ((((data[\"min_roll_std_100\"]) + (data[\"percentile_90\"]))/2.0)))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"ffti_mean_last_50000\"]) - (((data[\"min_roll_std_50\"]) + (((((data[\"percentile_90\"]) * 2.0)) * 2.0)))))) - (data[\"autocorrelation_10\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"percentile_20\"]) - ((((((data[\"abs_percentile_70\"]) - (data[\"iqr\"]))) + (data[\"ffti_range_2000_3000\"]))/2.0)))) - (data[\"percentile_80\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"abs_percentile_70\"]) * 2.0)) - (((((data[\"min_roll_std_10000\"]) + (data[\"abs_percentile_50\"]))) * ((9.84468555450439453)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"abs_percentile_50\"]) + (((((((((data[\"abs_percentile_50\"]) - (data[\"percentile_90\"]))) + (((data[\"mean_change_rate\"]) - (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"fftr_percentile_20\"]) - (((data[\"num_peaks_10\"]) - (((data[\"abs_percentile_20\"]) - (((data[\"abs_percentile_25\"]) - ((-1.0*((data[\"gmean\"])))))))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate_first_50000\"]) - (data[\"num_peaks_10\"]))) - (data[\"min_roll_std_500\"]))) + (((((data[\"mean_change_rate\"]) * 2.0)) - (((data[\"min_roll_std_100\"]) - (data[\"mean_change_rate_last_10000\"]))))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_range_minf_m4000\"]) - (((((((((data[\"percentile_90\"]) * 2.0)) * 2.0)) * 2.0)) + (data[\"ffti_range_-2000_-1000\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_classic_sta_lta2_mean\"]) - (((((((((((((data[\"percentile_90\"]) * 2.0)) * 2.0)) - (data[\"ffti_classic_sta_lta2_mean\"]))) - (data[\"abs_percentile_20\"]))) * 2.0)) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_roll_std_10\"]) - (((((((data[\"percentile_roll_std_25\"]) - (data[\"percentile_20\"]))) * 2.0)) * 2.0)))) * 2.0)) - (((data[\"min_roll_std_1000\"]) - (data[\"mean_change_rate_first_10000\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_20\"]) - ((((data[\"fftr_percentile_roll_std_80\"]) + (((((data[\"fftr_percentile_roll_std_80\"]) - (data[\"classic_sta_lta6_mean\"]))) + (((data[\"abs_percentile_70\"]) * 2.0)))))/2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*((((((((data[\"ffti_av_change_abs_roll_std_10\"]) + (data[\"percentile_80\"]))) + (((data[\"ffti_spkt_welch_density_5\"]) - (data[\"percentile_20\"]))))) * 2.0))))) - (data[\"percentile_80\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_trend\"]) + ((((-1.0*((data[\"classic_sta_lta7_mean\"])))) + (((((((((data[\"abs_percentile_20\"]) - (((data[\"percentile_90\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"abs_percentile_50\"]) - (data[\"range_-1000_0\"]))) * 2.0)) - (data[\"percentile_roll_std_1\"]))) + (((data[\"mean_change_rate_first_50000\"]) - (data[\"abs_percentile_70\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((data[\"percentile_roll_std_5\"]) + (data[\"ffti_spkt_welch_density_1\"])))))) + (((((((((data[\"mean_change_rate_first_50000\"]) - (data[\"abs_percentile_25\"]))) - (data[\"abs_percentile_50\"]))) * 2.0)) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate\"]) - ((-1.0*((((((data[\"percentile_10\"]) - (data[\"abs_percentile_5\"]))) * 2.0))))))) * 2.0)) * 2.0)) + (data[\"mean_change_rate_last_10000\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((((-1.0) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) * 2.0)) + (data[\"mean_change_rate_last_10000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"abs_percentile_20\"]) + (((((((data[\"abs_percentile_20\"]) - (((data[\"ffti_percentile_25\"]) + ((((4.72319602966308594)) * (data[\"percentile_90\"]))))))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"mean_change_rate_last_10000\"]) - (((data[\"fftr_percentile_roll_mean_60\"]) + (((data[\"ffti_mean_first_50000\"]) + (((data[\"num_peaks_100\"]) + (data[\"min_roll_std_100\"]))))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"exp_Moving_average_50000_mean\"]) + (data[\"ave_roll_mean_100\"]))) * 2.0)) * (data[\"ave_roll_mean_100\"]))) - (((((((data[\"percentile_90\"]) + (data[\"ave_roll_mean_100\"]))) * 2.0)) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((6.0)) * ((((((6.0)) * ((-1.0*((((data[\"num_peaks_10\"]) - (-1.0)))))))) - ((-1.0*((((data[\"mean_change_rate_last_50000\"]) + (data[\"exp_Moving_average_50000_std\"])))))))))) +\n            0.040000*np.tanh((-1.0*((((((((((((data[\"fftr_percentile_roll_mean_5\"]) + (((((data[\"percentile_roll_std_5\"]) + (((data[\"percentile_80\"]) - (data[\"percentile_75\"]))))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh((((((((-1.0*((((((((((((data[\"num_peaks_10\"]) + (data[\"abs_percentile_25\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0))))) * 2.0)) - (3.0))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate\"]) / 2.0)) + (((data[\"ffti_iqr\"]) * (((data[\"percentile_roll_std_5\"]) * (data[\"range_0_1000\"]))))))) - (data[\"range_0_1000\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate_first_1000\"]) + (((((((data[\"mean_change_rate\"]) * 2.0)) * 2.0)) - (((data[\"min_roll_std_50\"]) + (data[\"min_roll_std_500\"]))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((data[\"mean_change_rate\"]) * (((((((data[\"ave_roll_mean_10\"]) * 2.0)) + (data[\"ffti_abs_percentile_10\"]))) * (((((((data[\"ffti_range_0_1000\"]) * 2.0)) * 2.0)) * 2.0)))))) * 2.0))))) +\n            0.040000*np.tanh(((((((((data[\"ffti_percentile_40\"]) - (((data[\"fftr_percentile_roll_mean_10\"]) + (((data[\"min_roll_std_500\"]) + (((((data[\"fftr_percentile_roll_mean_10\"]) * 2.0)) * 2.0)))))))) - (data[\"ffti_percentile_roll_mean_50\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_mean_last_50000\"]) - (((((((((data[\"abs_percentile_75\"]) - (((data[\"hmean\"]) - (((data[\"ave10\"]) + (((data[\"ffti_percentile_roll_std_80\"]) * 2.0)))))))) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate\"]) - (data[\"ffti_mean_change_rate\"]))) * 2.0)) - (data[\"ffti_av_change_abs_roll_std_10000\"]))) + (data[\"percentile_10\"]))) + (data[\"classic_sta_lta4_mean\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"percentile_roll_std_70\"]) - (((((data[\"min_roll_std_10000\"]) * (((((data[\"min_roll_std_10000\"]) * (((data[\"percentile_80\"]) + (data[\"ffti_abs_percentile_50\"]))))) + (data[\"percentile_80\"]))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"fftr_percentile_75\"]) * (((((((((data[\"fftr_ave_roll_mean_500\"]) - (((data[\"percentile_roll_std_10\"]) * (data[\"percentile_roll_std_1\"]))))) - (data[\"ffti_abs_percentile_75\"]))) * 2.0)) * 2.0)))) + (data[\"ffti_classic_sta_lta2_mean\"]))) +\n            0.040000*np.tanh(((((((data[\"percentile_roll_std_30\"]) + (((data[\"min_roll_std_10000\"]) - (((((((data[\"min_roll_std_10000\"]) * 2.0)) * (((data[\"percentile_roll_std_30\"]) * 2.0)))) * (data[\"percentile_80\"]))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"percentile_10\"]) * (((data[\"exp_Moving_average_50000_std\"]) + (data[\"fftr_abs_percentile_30\"]))))) * 2.0)) - (((((data[\"ffti_percentile_roll_std_80\"]) * 2.0)) * 2.0)))) + (data[\"percentile_roll_std_60\"]))) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_mean_last_50000\"]) + (((data[\"mean_change_rate_first_1000\"]) + (((data[\"ffti_range_minf_m4000\"]) - (((((((data[\"ffti_range_minf_m4000\"]) * (data[\"ffti_range_minf_m4000\"]))) * (data[\"ffti_range_minf_m4000\"]))) + (data[\"fftr_percentile_roll_mean_75\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"min_roll_std_10000\"]) * ((-1.0*((((((((data[\"fftr_abs_percentile_60\"]) * 2.0)) * (data[\"min_roll_std_10000\"]))) * 2.0))))))) - (((data[\"autocorrelation_10\"]) - (data[\"percentile_roll_std_70\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"skew\"]) - (data[\"fftr_ave_roll_mean_10\"]))) - (data[\"fftr_percentile_roll_mean_5\"]))) + (((data[\"ffti_max_roll_std_100\"]) * (((data[\"fftr_gmean\"]) * (data[\"fftr_skew\"]))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"num_peaks_10\"]) + (((((((data[\"percentile_roll_std_10\"]) * (((((((data[\"fftr_trend\"]) - (data[\"ffti_abs_mean\"]))) - (data[\"ffti_std_roll_std_500\"]))) - (data[\"ffti_range_-3000_-2000\"]))))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((data[\"min_last_50000\"]) - (((data[\"ffti_autocorrelation_50\"]) - (((((data[\"autocorrelation_50\"]) - (data[\"ffti_max_roll_mean_50\"]))) - ((((data[\"ffti_min_roll_std_50\"]) + (data[\"fftr_time_rev_asym_stat_5\"]))/2.0)))))))) - (data[\"min_roll_std_100\"]))) +\n            0.040000*np.tanh(((((data[\"percentile_roll_std_70\"]) + (((data[\"percentile_10\"]) + (((((data[\"percentile_10\"]) * 2.0)) * (((data[\"percentile_roll_std_70\"]) * ((((-1.0*((data[\"fftr_av_change_abs_roll_mean_1000\"])))) * 2.0)))))))))) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"percentile_roll_std_50\"]) + (data[\"ffti_trend\"]))) - (((((((data[\"fftr_abs_percentile_60\"]) + (((data[\"min_roll_std_1000\"]) * (data[\"percentile_roll_std_50\"]))))) * 2.0)) * (data[\"ffti_percentile_60\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"percentile_60\"]) * (data[\"percentile_20\"]))) + (((data[\"autocorrelation_5\"]) + (((data[\"autocorrelation_5\"]) - (((((((((data[\"fftr_percentile_roll_std_75\"]) * 2.0)) * 2.0)) * 2.0)) * 2.0)))))))) +\n            0.040000*np.tanh(((data[\"fftr_min_roll_std_50\"]) + (((data[\"fftr_min_roll_std_500\"]) + (((data[\"fftr_percentile_30\"]) * (((((((data[\"exp_Moving_average_50000_std\"]) + (data[\"fftr_min_roll_std_50\"]))) - (data[\"fftr_ave_roll_mean_10000\"]))) - (data[\"fftr_percentile_30\"]))))))))) +\n            0.040000*np.tanh(((((((((data[\"abs_percentile_80\"]) + (((data[\"abs_percentile_80\"]) * ((-1.0*((((data[\"percentile_roll_std_10\"]) * (((data[\"percentile_roll_std_10\"]) + (data[\"fftr_Hann_window_mean_1500\"])))))))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_percentile_roll_mean_5\"]) - (data[\"percentile_40\"]))) - (((((data[\"med\"]) + (data[\"autocorrelation_100\"]))) + (((data[\"num_peaks_50\"]) + (data[\"min_roll_std_50\"]))))))) - (data[\"num_peaks_50\"]))) +\n            0.040000*np.tanh(((((data[\"ffti_percentile_roll_mean_95\"]) - (((data[\"percentile_roll_std_80\"]) * (((((data[\"exp_Moving_average_30000_std\"]) - (data[\"fftr_min_roll_mean_10000\"]))) * 2.0)))))) - (((data[\"ffti_Hann_window_mean_50\"]) * (data[\"percentile_40\"]))))) +\n            0.040000*np.tanh(((((((data[\"percentile_60\"]) * (data[\"ffti_percentile_roll_mean_5\"]))) - (data[\"ffti_percentile_roll_mean_5\"]))) - (((data[\"ffti_abs_max_roll_mean_10\"]) + (((data[\"min_roll_std_50\"]) - (((data[\"percentile_60\"]) * (data[\"percentile_20\"]))))))))) +\n            0.040000*np.tanh(((((data[\"fftr_min_roll_std_500\"]) + (((((((data[\"percentile_roll_std_70\"]) + (data[\"ffti_range_3000_4000\"]))) * 2.0)) * (((data[\"fftr_mean_first_50000\"]) - (((data[\"autocorrelation_100\"]) + (data[\"fftr_min_roll_std_500\"]))))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"autocorrelation_50\"]) - (((((((data[\"ffti_spkt_welch_density_5\"]) + (((data[\"ffti_percentile_roll_std_25\"]) * (((((data[\"fftr_percentile_70\"]) + (data[\"fftr_abs_percentile_1\"]))) + (data[\"ffti_range_2000_3000\"]))))))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((((data[\"autocorrelation_5\"]) - (data[\"fftr_percentile_roll_mean_20\"]))) + (((data[\"percentile_20\"]) + (((((data[\"ffti_range_minf_m4000\"]) * ((((-1.0*((data[\"ffti_exp_Moving_average_50000_std\"])))) * 2.0)))) * 2.0)))))) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_classic_sta_lta8_mean\"]) + (((((((data[\"fftr_percentile_roll_mean_10\"]) * 2.0)) * 2.0)) - (data[\"skew\"]))))) * 2.0)) * (((((data[\"ave_roll_std_10000\"]) * 2.0)) + (data[\"ffti_max_roll_mean_1000\"]))))) +\n            0.040000*np.tanh(((((((((data[\"ffti_percentile_roll_std_1\"]) - (((data[\"ffti_percentile_roll_std_80\"]) - (((data[\"ffti_range_-3000_-2000\"]) * (((data[\"fftr_exp_Moving_average_3000_mean\"]) * 2.0)))))))) - (data[\"ffti_percentile_roll_mean_50\"]))) - (data[\"fftr_exp_Moving_average_3000_mean\"]))) * 2.0)) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_50\"]) + (((data[\"fftr_abs_percentile_10\"]) * (((((data[\"fftr_num_peaks_20\"]) + (((data[\"percentile_20\"]) * (((data[\"percentile_50\"]) + (data[\"fftr_ave_roll_mean_10\"]))))))) + (data[\"percentile_20\"]))))))) +\n            0.040000*np.tanh(((((data[\"fftr_hmean\"]) - (((data[\"ffti_percentile_roll_std_50\"]) * (((((((data[\"ffti_abs_percentile_5\"]) * 2.0)) * 2.0)) * 2.0)))))) - (((data[\"ffti_abs_percentile_5\"]) + (data[\"fftr_percentile_roll_std_5\"]))))) +\n            0.040000*np.tanh(((((data[\"num_peaks_10\"]) * 2.0)) + (((data[\"abs_percentile_70\"]) + (((data[\"exp_Moving_average_50000_std\"]) - (((data[\"num_peaks_10\"]) * (((data[\"num_peaks_10\"]) * (((data[\"num_peaks_10\"]) * 2.0)))))))))))) +\n            0.040000*np.tanh((((((data[\"mean_change_rate_first_1000\"]) + (data[\"ffti_skew\"]))/2.0)) + (((((data[\"ffti_min_first_1000\"]) + (((data[\"ffti_skew\"]) - (((data[\"fftr_autocorrelation_50\"]) + (data[\"fftr_percentile_roll_std_25\"]))))))) + (data[\"fftr_min_roll_std_500\"]))))) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate_first_1000\"]) - (((data[\"fftr_spkt_welch_density_5\"]) * 2.0)))) - (data[\"med\"]))) - (((data[\"fftr_spkt_welch_density_5\"]) + (data[\"ffti_av_change_abs_roll_std_50\"]))))) - (data[\"autocorrelation_10000\"]))) +\n            0.040000*np.tanh(((((data[\"ffti_percentile_roll_mean_95\"]) - (((((data[\"fftr_range_0_1000\"]) * 2.0)) * ((-1.0*((((((data[\"fftr_range_-4000_-3000\"]) + (data[\"classic_sta_lta7_mean\"]))) - (data[\"fftr_range_0_1000\"])))))))))) + (data[\"percentile_roll_std_60\"]))) +\n            0.040000*np.tanh(((((((data[\"av_change_rate_roll_std_50\"]) * 2.0)) * (((data[\"fftr_range_-1000_0\"]) * 2.0)))) + (((data[\"fftr_percentile_roll_std_40\"]) + (((data[\"min_roll_std_10000\"]) * (((data[\"fftr_range_-1000_0\"]) * (data[\"fftr_mean_first_50000\"]))))))))) +\n            0.039984*np.tanh(((((data[\"av_change_abs_roll_mean_1000\"]) + (((((data[\"ffti_max_to_min\"]) + ((((data[\"ffti_min_last_1000\"]) + ((((((data[\"ffti_abs_percentile_1\"]) + (data[\"av_change_abs_roll_mean_1000\"]))/2.0)) - (data[\"percentile_75\"]))))/2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((data[\"mean_change_rate\"]) * (((((((data[\"percentile_roll_mean_99\"]) + (((((data[\"percentile_90\"]) + (data[\"fftr_abs_percentile_50\"]))) * 2.0)))) * 2.0)) * (((data[\"percentile_roll_mean_99\"]) - (data[\"ffti_mean_last_10000\"]))))))) +\n            0.040000*np.tanh(((((((data[\"fftr_num_peaks_50\"]) + (((((data[\"max_last_50000\"]) * 2.0)) * 2.0)))) + (((data[\"fftr_max_roll_mean_100\"]) + (((data[\"ffti_autocorrelation_5000\"]) + (data[\"fftr_mean_last_1000\"]))))))) * (data[\"percentile_20\"]))) +\n            0.040000*np.tanh(((data[\"skew\"]) + (((((data[\"ffti_min_last_1000\"]) + (((data[\"fftr_spkt_welch_density_10\"]) + (data[\"ffti_percentile_roll_std_40\"]))))) - (((data[\"fftr_percentile_roll_mean_50\"]) - ((((data[\"fftr_min_roll_std_100\"]) + (data[\"fftr_num_peaks_50\"]))/2.0)))))))) +\n            0.040000*np.tanh(((((((((data[\"ffti_mean_last_50000\"]) - (data[\"ffti_abs_percentile_5\"]))) + (((((((((data[\"ffti_mean_last_50000\"]) + (data[\"mean_change_rate_last_1000\"]))) + (data[\"autocorrelation_500\"]))/2.0)) + (data[\"ffti_min_roll_mean_50\"]))/2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"autocorrelation_5\"]) + ((((((((data[\"min_roll_std_500\"]) * (((((((data[\"ffti_percentile_roll_mean_99\"]) * 2.0)) * 2.0)) * 2.0)))) + (((data[\"fftr_min_last_50000\"]) * 2.0)))/2.0)) + (data[\"classic_sta_lta6_mean\"]))))) +\n            0.040000*np.tanh(((((((((((data[\"ffti_percentile_40\"]) * (((data[\"fftr_min_roll_std_500\"]) - (((((-1.0*((data[\"autocorrelation_5\"])))) + ((-1.0*((data[\"ffti_min_roll_std_100\"])))))/2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"classic_sta_lta6_mean\"]) * (((((data[\"percentile_75\"]) + (data[\"fftr_num_peaks_20\"]))) + (((data[\"percentile_75\"]) * (((data[\"classic_sta_lta6_mean\"]) - (((data[\"fftr_mean_last_50000\"]) + (data[\"fftr_ave_roll_std_1000\"]))))))))))) +\n            0.040000*np.tanh(((((((data[\"mean_change_rate_first_10000\"]) * (data[\"fftr_abs_max_roll_mean_50\"]))) * 2.0)) - (((data[\"ffti_percentile_80\"]) * (((((((data[\"fftr_range_-3000_-2000\"]) + (data[\"fftr_max_roll_mean_10000\"]))) + (data[\"fftr_max_roll_mean_10000\"]))) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"max_first_1000\"]) * (((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (data[\"percentile_roll_std_5\"]))) * ((-1.0*(((((-1.0*((data[\"ffti_av_change_abs_roll_std_10000\"])))) + (((data[\"percentile_roll_std_40\"]) + (data[\"percentile_roll_std_5\"])))))))))))) +\n            0.039984*np.tanh(((((((((data[\"autocorrelation_50\"]) * (data[\"ffti_autocorrelation_10000\"]))) + (((data[\"ffti_autocorrelation_10000\"]) * (data[\"ffti_range_-3000_-2000\"]))))) + (data[\"abs_percentile_40\"]))) * 2.0)) +\n            0.039484*np.tanh(((((((((((((((data[\"percentile_5\"]) + ((((data[\"ffti_percentile_75\"]) + (data[\"av_change_abs_roll_std_10\"]))/2.0)))) + (data[\"ffti_percentile_roll_std_50\"]))) + (data[\"ffti_percentile_roll_std_50\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"fftr_time_rev_asym_stat_5\"]) - (((data[\"fftr_abs_trend\"]) * (data[\"ffti_kstat_1\"]))))) * 2.0)) * 2.0)) * 2.0)) * (((data[\"fftr_time_rev_asym_stat_10\"]) - (data[\"spkt_welch_density_50\"]))))) +\n            0.039984*np.tanh(((((data[\"ffti_min_roll_std_50\"]) * (((data[\"fftr_num_peaks_100\"]) + ((((((data[\"fftr_av_change_abs_roll_mean_1000\"]) + (data[\"ffti_autocorrelation_10\"]))/2.0)) + ((-1.0*((((data[\"abs_percentile_25\"]) - (data[\"fftr_num_peaks_100\"])))))))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"min_roll_std_500\"]) + (((data[\"num_peaks_10\"]) - (((data[\"min_roll_std_500\"]) * (((data[\"num_peaks_10\"]) * (((data[\"min_roll_std_500\"]) * (((data[\"num_peaks_10\"]) * (data[\"min_roll_std_500\"]))))))))))))) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_range_2000_3000\"]) * (data[\"percentile_75\"]))) * (data[\"mean_change_rate\"]))) - (((data[\"fftr_abs_percentile_5\"]) * ((-1.0*((data[\"percentile_20\"])))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.039984*np.tanh(((data[\"percentile_80\"]) + (((data[\"percentile_80\"]) + (((data[\"percentile_roll_std_40\"]) * (((data[\"percentile_roll_std_40\"]) + (((data[\"autocorrelation_10000\"]) - (((data[\"percentile_75\"]) * (data[\"percentile_80\"]))))))))))))) +\n            0.040000*np.tanh(((((((((data[\"max_to_min_diff\"]) * (data[\"fftr_abs_max_roll_std_10\"]))) * 2.0)) + (((data[\"ffti_range_2000_3000\"]) * (((((data[\"fftr_percentile_20\"]) - (data[\"ffti_range_2000_3000\"]))) + (data[\"fftr_time_rev_asym_stat_10\"]))))))) * 2.0)) +\n            0.039984*np.tanh(((((data[\"mean_change_rate_first_10000\"]) * (((((data[\"ffti_min_roll_mean_500\"]) + (((((((data[\"mean_change_rate_first_50000\"]) + (data[\"ffti_av_change_abs_roll_std_10\"]))) * 2.0)) * 2.0)))) + (data[\"ffti_av_change_abs_roll_std_10\"]))))) - (data[\"fftr_max_roll_mean_100\"]))) +\n            0.040000*np.tanh(((data[\"percentile_roll_mean_95\"]) * (((((data[\"fftr_min_roll_std_500\"]) - (data[\"percentile_90\"]))) - ((((-1.0*((data[\"mean_change_rate_first_50000\"])))) * (((data[\"percentile_90\"]) + (data[\"percentile_90\"]))))))))) +\n            0.040000*np.tanh(((((((((data[\"ffti_max_roll_std_10\"]) * ((-1.0*((((data[\"autocorrelation_50\"]) - (((data[\"percentile_roll_std_10\"]) * ((-1.0*((data[\"min_roll_std_1000\"]))))))))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"autocorrelation_500\"]) * (((((data[\"exp_Moving_average_30000_std\"]) + (data[\"ffti_abs_percentile_5\"]))) + (data[\"fftr_percentile_roll_std_60\"]))))) + ((((data[\"fftr_percentile_roll_std_20\"]) + (((data[\"av_change_abs_roll_mean_500\"]) - (data[\"fftr_time_rev_asym_stat_5\"]))))/2.0)))) +\n            0.039969*np.tanh(((((data[\"fftr_min_last_1000\"]) * 2.0)) * (((((((data[\"exp_Moving_average_3000_std\"]) + (((((data[\"ffti_spkt_welch_density_10\"]) + (data[\"fftr_autocorrelation_10000\"]))) + (data[\"fftr_min_last_1000\"]))))) + (data[\"exp_Moving_average_3000_std\"]))) * 2.0)))) +\n            0.040000*np.tanh(((((((((data[\"ffti_av_change_abs_roll_mean_500\"]) * (data[\"ffti_autocorrelation_1000\"]))) + (data[\"fftr_percentile_roll_std_50\"]))) * 2.0)) - ((-1.0*((((((data[\"classic_sta_lta3_mean\"]) - (data[\"ffti_kstat_1\"]))) - (data[\"ffti_autocorrelation_1000\"])))))))) +\n            0.040000*np.tanh(((data[\"abs_percentile_80\"]) * (((((data[\"autocorrelation_5000\"]) - (((((((data[\"fftr_abs_percentile_1\"]) * (data[\"fftr_exp_Moving_average_50000_mean\"]))) * 2.0)) * 2.0)))) - ((-1.0*((((data[\"ffti_classic_sta_lta6_mean\"]) * 2.0))))))))) +\n            0.039984*np.tanh(((data[\"exp_Moving_average_30000_std\"]) * (((((((data[\"ffti_ave_roll_mean_10000\"]) + (data[\"fftr_percentile_40\"]))) + (((data[\"fftr_autocorrelation_1000\"]) * (data[\"exp_Moving_average_30000_std\"]))))) + ((((data[\"fftr_min_roll_std_500\"]) + (data[\"fftr_percentile_40\"]))/2.0)))))) +\n            0.039953*np.tanh((((((((data[\"fftr_min_roll_std_500\"]) + (((data[\"fftr_min_roll_std_500\"]) - (data[\"fftr_autocorrelation_1000\"]))))/2.0)) + (((((data[\"spkt_welch_density_100\"]) * (((data[\"fftr_min_roll_std_500\"]) - (data[\"fftr_autocorrelation_1000\"]))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((data[\"ffti_ave10\"]) * (((data[\"ffti_abs_percentile_1\"]) + (((data[\"av_change_abs_roll_mean_500\"]) + (data[\"exp_Moving_average_50000_std\"])))))))))) - (((data[\"fftr_trend\"]) * (((data[\"ffti_max_to_min\"]) * 2.0)))))) +\n            0.039937*np.tanh(((((((data[\"fftr_percentile_roll_std_60\"]) + (((((((data[\"ffti_percentile_roll_std_75\"]) * (((data[\"fftr_percentile_40\"]) + (data[\"classic_sta_lta7_mean\"]))))) + ((-1.0*((data[\"ffti_percentile_roll_std_75\"])))))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.033654*np.tanh(((((((data[\"skew\"]) + (data[\"ffti_exp_Moving_average_300_std\"]))) + (((((((((((data[\"fftr_range_-2000_-1000\"]) * (data[\"ffti_autocorrelation_5000\"]))) * 2.0)) + (data[\"ffti_exp_Moving_average_300_std\"]))) * 2.0)) * 2.0)))) * 2.0)) +\n            0.039922*np.tanh((-1.0*((((data[\"ffti_min_roll_std_50\"]) + (((data[\"max_last_10000\"]) + ((((((data[\"fftr_std_roll_mean_10000\"]) - (data[\"ffti_min_roll_std_500\"]))) + ((((data[\"percentile_roll_mean_90\"]) + (((data[\"ffti_autocorrelation_10\"]) / 2.0)))/2.0)))/2.0))))))))) +\n            0.040000*np.tanh((((((data[\"min_first_1000\"]) * (data[\"fftr_min_roll_mean_10000\"]))) + (((((data[\"ffti_autocorrelation_10000\"]) * (((((((data[\"ffti_autocorrelation_10000\"]) * (data[\"fftr_min_roll_std_10000\"]))) * 2.0)) * (data[\"ffti_autocorrelation_10000\"]))))) * 2.0)))/2.0)) +\n            0.040000*np.tanh(((((data[\"fftr_percentile_roll_mean_70\"]) * (((data[\"ffti_abs_percentile_1\"]) - (((data[\"ffti_abs_max_roll_mean_1000\"]) * (((data[\"ffti_abs_percentile_1\"]) - (data[\"abs_percentile_90\"]))))))))) - (((data[\"abs_percentile_90\"]) - (data[\"ffti_abs_percentile_1\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_mean_90\"]) * (((((data[\"mean_change_rate_last_1000\"]) + (data[\"ffti_exp_Moving_average_300_mean\"]))) + ((((-1.0*((((((data[\"mean_change_rate_last_1000\"]) - (data[\"fftr_min_first_1000\"]))) - (data[\"fftr_percentile_roll_mean_5\"])))))) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"max_first_10000\"]) + ((((data[\"skew\"]) + (((((data[\"fftr_percentile_roll_mean_95\"]) * ((-1.0*((((data[\"fftr_percentile_roll_std_40\"]) + (data[\"mean_first_1000\"])))))))) + (data[\"ffti_max_to_min\"]))))/2.0)))) +\n            0.040000*np.tanh(((((data[\"percentile_80\"]) * (((data[\"fftr_classic_sta_lta1_mean\"]) + ((((((data[\"classic_sta_lta4_mean\"]) * (data[\"percentile_80\"]))) + (((data[\"ffti_min_first_1000\"]) * (((data[\"ffti_classic_sta_lta6_mean\"]) * 2.0)))))/2.0)))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"abs_max_roll_std_10\"]) * (((((data[\"fftr_percentile_roll_std_10\"]) - ((((((data[\"fftr_abs_max_roll_std_100\"]) * 2.0)) + (data[\"ffti_ave10\"]))/2.0)))) - (data[\"ffti_abs_max_roll_std_500\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.039984*np.tanh((-1.0*((((((((((((data[\"fftr_ave_roll_mean_50\"]) + (data[\"ffti_ave10\"]))/2.0)) + (data[\"av_change_abs_roll_mean_50\"]))) + (data[\"fftr_max_roll_mean_100\"]))/2.0)) + (((data[\"fftr_ave_roll_mean_50\"]) * (((data[\"ffti_percentile_roll_std_10\"]) * 2.0))))))))) +\n            0.040000*np.tanh((((((data[\"fftr_mean_first_50000\"]) + (data[\"av_change_abs_roll_mean_500\"]))/2.0)) + (((data[\"fftr_skew\"]) * (((((data[\"percentile_roll_std_40\"]) * (((data[\"fftr_mean_first_50000\"]) - (((data[\"ffti_percentile_roll_mean_30\"]) / 2.0)))))) * 2.0)))))) +\n            0.039984*np.tanh(((((data[\"num_peaks_50\"]) * (data[\"ffti_min_roll_std_10000\"]))) - (((((data[\"ffti_percentile_roll_mean_95\"]) + (data[\"fftr_mean_last_50000\"]))) * (((data[\"mean_change_rate_last_1000\"]) + (((data[\"num_peaks_50\"]) - (data[\"ffti_percentile_roll_mean_95\"]))))))))) +\n            0.040000*np.tanh(((((((((data[\"abs_max_roll_mean_100\"]) + (((data[\"ffti_sum\"]) * (((data[\"percentile_roll_std_60\"]) + (((((data[\"ffti_av_change_abs_roll_std_500\"]) + (data[\"ffti_av_change_abs_roll_std_500\"]))) * 2.0)))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"fftr_max_last_10000\"]) * 2.0)) * ((((((data[\"abs_percentile_30\"]) + (((data[\"ffti_mean_change_rate\"]) - (data[\"fftr_min_roll_std_10\"]))))/2.0)) - (data[\"ffti_mean_first_10000\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"av_change_rate_roll_std_50\"]) * (((data[\"ffti_percentile_roll_mean_1\"]) + (((((data[\"ffti_percentile_roll_mean_10\"]) + (((data[\"ffti_ave_roll_mean_1000\"]) + (data[\"fftr_autocorrelation_1000\"]))))) + (data[\"max_to_min\"]))))))) * 2.0)) * 2.0)) +\n            0.039984*np.tanh(((((((data[\"ffti_av_change_abs_roll_mean_10\"]) * (data[\"ffti_kstat_1\"]))) + ((((((data[\"ffti_percentile_roll_mean_40\"]) * (data[\"fftr_mean_last_1000\"]))) + (data[\"skew\"]))/2.0)))) + (((data[\"skew\"]) * (data[\"mean_last_1000\"]))))) +\n            0.040000*np.tanh(((((data[\"ffti_mean_first_10000\"]) * ((-1.0*((((data[\"fftr_min_first_1000\"]) - ((((data[\"fftr_spkt_welch_density_1\"]) + (((data[\"fftr_num_peaks_50\"]) * (((data[\"ffti_mean_first_10000\"]) + (data[\"ffti_classic_sta_lta8_mean\"]))))))/2.0))))))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_mean_60\"]) * (((data[\"percentile_75\"]) + (((data[\"fftr_abs_percentile_1\"]) - (((((((((data[\"ffti_spkt_welch_density_5\"]) * 2.0)) * 2.0)) - (data[\"av_change_abs_roll_std_50\"]))) * 2.0)))))))) +\n            0.039766*np.tanh(((data[\"ffti_av_change_abs_roll_std_10\"]) * (((data[\"ffti_autocorrelation_1000\"]) - (((((((data[\"ffti_max_roll_mean_1000\"]) + (data[\"av_change_abs_roll_mean_500\"]))) * 2.0)) - (data[\"ffti_autocorrelation_1000\"]))))))) +\n            0.040000*np.tanh(((data[\"av_change_abs_roll_mean_500\"]) * (((data[\"percentile_70\"]) + (((data[\"percentile_70\"]) + (((((((data[\"spkt_welch_density_100\"]) + (data[\"fftr_time_rev_asym_stat_1\"]))) + (data[\"ffti_abs_percentile_10\"]))) + (data[\"av_change_abs_roll_std_50\"]))))))))) +\n            0.040000*np.tanh(((((data[\"ffti_std_roll_mean_10000\"]) * (((data[\"fftr_min_roll_std_10\"]) - (((data[\"ffti_percentile_roll_std_50\"]) - (data[\"min_roll_std_50\"]))))))) - (((data[\"ffti_av_change_abs_roll_std_10\"]) * (((data[\"ffti_std_roll_mean_10000\"]) - (data[\"min_roll_std_50\"]))))))) +\n            0.040000*np.tanh(((data[\"ffti_num_peaks_100\"]) * ((((((((data[\"ffti_num_peaks_100\"]) + (data[\"fftr_percentile_roll_mean_70\"]))/2.0)) * (data[\"fftr_time_rev_asym_stat_10\"]))) - (((data[\"fftr_percentile_roll_mean_70\"]) + (((data[\"fftr_num_peaks_20\"]) * (data[\"abs_percentile_20\"]))))))))) +\n            0.039984*np.tanh((((-1.0*((data[\"av_change_abs_roll_std_500\"])))) - (((((data[\"fftr_abs_max\"]) * 2.0)) * (((data[\"ffti_min_roll_std_500\"]) + (((data[\"ffti_autocorrelation_500\"]) * (data[\"med\"]))))))))) +\n            0.039984*np.tanh(((data[\"ffti_num_peaks_20\"]) * (((data[\"ffti_range_2000_3000\"]) + (((data[\"fftr_autocorrelation_5\"]) + (((data[\"ffti_range_2000_3000\"]) + (((data[\"fftr_mean_last_1000\"]) + (((data[\"av_change_abs_roll_std_10000\"]) + (data[\"ffti_range_1000_2000\"]))))))))))))) +\n            0.038796*np.tanh(((((data[\"ffti_autocorrelation_1000\"]) * (((((((((data[\"max_first_50000\"]) + (data[\"fftr_mean_last_1000\"]))) + (data[\"abs_percentile_20\"]))) + (((data[\"percentile_roll_std_99\"]) + (data[\"abs_percentile_20\"]))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_roll_std_1\"]) - ((((data[\"mean_change_rate_first_1000\"]) + (data[\"av_change_abs_roll_mean_10000\"]))/2.0)))) - (data[\"ffti_av_change_abs_roll_std_50\"]))) - (((data[\"fftr_mean_first_50000\"]) + (data[\"min_roll_std_10\"]))))) * (data[\"ffti_av_change_abs_roll_std_50\"]))) +\n            0.040000*np.tanh(((((data[\"ffti_c3_100\"]) + ((((((((data[\"min_roll_std_50\"]) + (data[\"ffti_abs_max_roll_mean_1000\"]))/2.0)) + (data[\"ffti_spkt_welch_density_1\"]))) + ((((data[\"ffti_spkt_welch_density_1\"]) + (data[\"mean_last_1000\"]))/2.0)))))) * (data[\"spkt_welch_density_50\"]))) +\n            0.037421*np.tanh(((data[\"fftr_percentile_roll_mean_70\"]) * ((((((((((((((((((data[\"ffti_num_peaks_10\"]) * 2.0)) * 2.0)) + (data[\"fftr_num_peaks_10\"]))/2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) + (data[\"fftr_percentile_roll_mean_70\"]))))) +\n            0.040000*np.tanh(((((data[\"fftr_time_rev_asym_stat_1\"]) * (data[\"classic_sta_lta2_mean\"]))) + (((data[\"std_first_1000\"]) * (((data[\"fftr_abs_max_roll_mean_10000\"]) + ((-1.0*((data[\"fftr_time_rev_asym_stat_100\"])))))))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_std_5\"]) * (((((((data[\"fftr_percentile_roll_std_50\"]) + (data[\"ffti_ave_roll_mean_10000\"]))) + (data[\"ffti_kurt\"]))) + (((((data[\"ffti_percentile_roll_mean_10\"]) - (data[\"ffti_spkt_welch_density_10\"]))) + (data[\"ffti_percentile_roll_mean_10\"]))))))) +\n            0.040000*np.tanh(((data[\"min_roll_std_100\"]) * (((((data[\"min_roll_std_500\"]) + ((((((data[\"fftr_time_rev_asym_stat_100\"]) + (data[\"autocorrelation_5000\"]))) + (data[\"ffti_av_change_abs_roll_std_10000\"]))/2.0)))) + ((-1.0*((data[\"percentile_50\"])))))))) +\n            0.040000*np.tanh(((data[\"min_roll_mean_500\"]) + ((((data[\"min_roll_mean_500\"]) + (((data[\"ffti_av_change_abs_roll_std_10000\"]) * (((data[\"ffti_range_p4000_pinf\"]) - (((((data[\"ffti_av_change_abs_roll_std_10000\"]) - (data[\"ffti_av_change_abs_roll_std_50\"]))) - (data[\"ffti_av_change_abs_roll_std_50\"]))))))))/2.0)))) +\n            0.040000*np.tanh(((data[\"fftr_Hann_window_mean_50\"]) * ((((data[\"ffti_range_2000_3000\"]) + (((((data[\"ffti_percentile_roll_mean_5\"]) * (((((((data[\"ffti_abs_max_roll_std_10000\"]) * 2.0)) + (data[\"ffti_mean_change_rate_last_10000\"]))) * 2.0)))) * 2.0)))/2.0)))) +\n            0.039969*np.tanh((((((((data[\"ffti_exp_Moving_average_300_mean\"]) * (data[\"fftr_spkt_welch_density_1\"]))) - (data[\"fftr_mean_change_rate_last_1000\"]))) + ((((((((data[\"ffti_percentile_roll_std_40\"]) + (data[\"ffti_min_roll_mean_10000\"]))/2.0)) - (data[\"fftr_mean_change_rate_last_1000\"]))) - (data[\"fftr_num_peaks_10\"]))))/2.0)) +\n            0.040000*np.tanh(((data[\"fftr_min_roll_mean_100\"]) * (((data[\"std_roll_mean_1000\"]) + (((((data[\"fftr_percentile_roll_std_1\"]) + (((data[\"ffti_autocorrelation_50\"]) + (((data[\"ffti_autocorrelation_50\"]) * (data[\"med\"]))))))) * 2.0)))))) +\n            0.035514*np.tanh(((data[\"ffti_mean_last_1000\"]) * (((((data[\"ffti_percentile_roll_std_1\"]) + (((data[\"ffti_av_change_abs_roll_std_50\"]) + (((data[\"ffti_max_roll_mean_500\"]) + ((((data[\"classic_sta_lta5_mean\"]) + (data[\"ffti_percentile_roll_mean_80\"]))/2.0)))))))) + (data[\"fftr_mean_change_rate_first_10000\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_av_change_abs_roll_std_10000\"]) * (((data[\"kurt\"]) - ((((((((data[\"ffti_av_change_abs_roll_mean_50\"]) + (data[\"fftr_abs_percentile_20\"]))/2.0)) - (data[\"ffti_abs_percentile_5\"]))) + (((data[\"ffti_exp_Moving_std_50000_std\"]) * (data[\"kurt\"]))))))))) +\n            0.040000*np.tanh(((data[\"fftr_abs_percentile_70\"]) * (((data[\"fftr_min_first_1000\"]) + (((((((data[\"fftr_percentile_roll_std_40\"]) * (data[\"av_change_abs_roll_std_50\"]))) - (data[\"fftr_range_2000_3000\"]))) - (data[\"fftr_mean_change_rate_first_1000\"]))))))) +\n            0.040000*np.tanh(((((data[\"percentile_25\"]) - (data[\"av_change_abs_roll_std_500\"]))) * (((data[\"ffti_max_to_min\"]) - ((-1.0*(((((((data[\"ffti_mean_change_rate\"]) + (data[\"av_change_abs_roll_std_500\"]))/2.0)) * (data[\"percentile_25\"])))))))))) +\n            0.040000*np.tanh(((data[\"fftr_time_rev_asym_stat_5\"]) * (((((data[\"ffti_percentile_roll_std_30\"]) - (((data[\"ffti_av_change_abs_roll_mean_10\"]) * (data[\"std_first_1000\"]))))) - (((data[\"std_first_1000\"]) * (data[\"std_first_1000\"]))))))) +\n            0.040000*np.tanh(((data[\"percentile_roll_mean_50\"]) * (((data[\"ffti_max_to_min\"]) * (((((data[\"ffti_std\"]) + (data[\"mean_first_10000\"]))) - (((data[\"abs_percentile_25\"]) - (((data[\"mean_change_rate_first_10000\"]) - (data[\"ffti_percentile_roll_mean_75\"]))))))))))) +\n            0.039969*np.tanh(((data[\"min_roll_std_10\"]) * ((-1.0*((((data[\"iqr\"]) - (((data[\"exp_Moving_average_50000_std\"]) - (((data[\"fftr_classic_sta_lta6_mean\"]) * (data[\"exp_Moving_average_50000_std\"])))))))))))) +\n            0.039953*np.tanh(((data[\"ffti_range_-3000_-2000\"]) * ((((data[\"fftr_Hann_window_mean_50\"]) + ((((-1.0*((((data[\"mean_change_rate_first_50000\"]) * (((((data[\"fftr_av_change_abs_roll_mean_10000\"]) * 2.0)) * 2.0))))))) + (data[\"ffti_percentile_roll_std_10\"]))))/2.0)))) +\n            0.040000*np.tanh(((((data[\"ffti_exp_Moving_std_3000_std\"]) + (((data[\"fftr_autocorrelation_1000\"]) + ((((data[\"fftr_max_to_min\"]) + (((data[\"min_roll_std_1000\"]) + (data[\"fftr_max_to_min\"]))))/2.0)))))) * (((data[\"ffti_exp_Moving_std_3000_std\"]) - (data[\"abs_max_roll_mean_10000\"]))))) +\n            0.039562*np.tanh(((data[\"fftr_std_roll_mean_10\"]) * (((((((((data[\"fftr_time_rev_asym_stat_1\"]) + (data[\"fftr_percentile_roll_mean_70\"]))) + (((data[\"fftr_time_rev_asym_stat_1\"]) + (data[\"fftr_percentile_roll_mean_70\"]))))) + (data[\"autocorrelation_1000\"]))) + (data[\"fftr_mean_change_rate_last_1000\"]))))) +\n            0.040000*np.tanh(((data[\"fftr_std_roll_mean_100\"]) * (((data[\"fftr_percentile_roll_mean_30\"]) * (((((((((data[\"fftr_abs_mean\"]) * (data[\"fftr_c3_5\"]))) - (data[\"ffti_percentile_roll_mean_90\"]))) * (data[\"min_roll_std_10\"]))) - (data[\"ffti_percentile_roll_mean_99\"]))))))) +\n            0.034670*np.tanh(((data[\"fftr_spkt_welch_density_10\"]) * (((((((((data[\"fftr_percentile_roll_std_10\"]) + (((data[\"av_change_abs_roll_mean_10000\"]) + (((((data[\"av_change_abs_roll_std_500\"]) + (data[\"ffti_min_roll_std_10\"]))) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh((-1.0*((((data[\"fftr_percentile_roll_std_30\"]) * ((((((-1.0*((data[\"autocorrelation_100\"])))) + (data[\"fftr_ave_roll_mean_50\"]))) + (((data[\"fftr_percentile_roll_std_30\"]) + (data[\"ffti_autocorrelation_5000\"])))))))))) +\n            0.040000*np.tanh((((((data[\"percentile_roll_std_20\"]) * (((data[\"percentile_roll_std_20\"]) * (data[\"ffti_min_roll_std_10\"]))))) + ((((((((data[\"min_roll_std_500\"]) + (data[\"ffti_min_roll_std_10\"]))/2.0)) * (data[\"fftr_time_rev_asym_stat_1\"]))) - (data[\"ffti_num_peaks_50\"]))))/2.0)) +\n            0.040000*np.tanh(((data[\"av_change_rate_roll_std_1000\"]) * (((data[\"fftr_hmean\"]) - (((((data[\"fftr_hmean\"]) * (data[\"fftr_hmean\"]))) + ((((-1.0*((((data[\"ffti_percentile_50\"]) * 2.0))))) * 2.0)))))))) +\n            0.039969*np.tanh(((((((((data[\"ffti_percentile_roll_mean_10\"]) * (((data[\"ffti_min_roll_std_500\"]) + (((data[\"fftr_min_roll_std_100\"]) * (data[\"fftr_min_roll_std_50\"]))))))) + (data[\"min_roll_std_10\"]))/2.0)) + (((data[\"fftr_min_roll_std_100\"]) * (data[\"fftr_min_roll_std_50\"]))))/2.0)) +\n            0.040000*np.tanh((((((((((data[\"ffti_autocorrelation_5000\"]) + (data[\"ffti_min_roll_std_100\"]))/2.0)) + (((data[\"ffti_autocorrelation_5000\"]) - (data[\"ffti_percentile_roll_std_40\"]))))) * (data[\"trend\"]))) - (((data[\"ffti_percentile_roll_mean_25\"]) * (data[\"fftr_abs_percentile_1\"]))))) +\n            0.039984*np.tanh(((data[\"mean_change_rate_first_1000\"]) * (((((data[\"spkt_welch_density_100\"]) + (((data[\"ave_roll_mean_50\"]) + (data[\"fftr_percentile_roll_std_25\"]))))) * (((data[\"fftr_percentile_roll_std_1\"]) - (((data[\"std_roll_mean_100\"]) / 2.0)))))))) +\n            0.040000*np.tanh(((data[\"ffti_min_first_10000\"]) * (((data[\"ffti_std_roll_std_100\"]) - (((data[\"ffti_percentile_roll_std_10\"]) + (((((((data[\"percentile_70\"]) - (data[\"fftr_abs_percentile_5\"]))) + (data[\"ffti_mean_first_50000\"]))) + (data[\"fftr_hmean\"]))))))))) +\n            0.039984*np.tanh(((data[\"fftr_mean_first_50000\"]) * (((data[\"ffti_mean_change_rate_last_10000\"]) + (((data[\"ffti_mean_change_rate_last_10000\"]) + (((((data[\"fftr_min_roll_mean_10\"]) * (data[\"num_peaks_10\"]))) + ((((data[\"ffti_std_roll_mean_1000\"]) + (data[\"max_to_min\"]))/2.0)))))))))) +\n            0.039969*np.tanh((-1.0*((((data[\"ffti_med\"]) * (((((((data[\"max_first_1000\"]) + ((-1.0*((((data[\"ffti_med\"]) * (data[\"av_change_abs_roll_mean_500\"])))))))) + (data[\"av_change_abs_roll_mean_10\"]))) + (data[\"max_first_1000\"])))))))) +\n            0.040000*np.tanh((((((((data[\"fftr_percentile_roll_std_40\"]) + ((((((data[\"ffti_max_to_min\"]) * (data[\"ffti_max_last_1000\"]))) + (data[\"ffti_percentile_roll_mean_10\"]))/2.0)))) + (((data[\"ffti_percentile_roll_mean_60\"]) * (data[\"fftr_min_roll_std_100\"]))))/2.0)) - (data[\"fftr_mean_change_rate_first_10000\"]))) +\n            0.040000*np.tanh(((((((data[\"fftr_time_rev_asym_stat_5\"]) * (((data[\"ffti_percentile_roll_std_60\"]) * (((data[\"ffti_ave_roll_mean_10000\"]) - (((((((data[\"ffti_med\"]) + (data[\"fftr_time_rev_asym_stat_5\"]))/2.0)) + (data[\"fftr_time_rev_asym_stat_10\"]))/2.0)))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_std_30\"]) * (((((((data[\"autocorrelation_500\"]) * (data[\"autocorrelation_500\"]))) - (((data[\"fftr_autocorrelation_500\"]) - (data[\"max_to_min_diff\"]))))) - (((data[\"fftr_autocorrelation_500\"]) - (data[\"fftr_time_rev_asym_stat_50\"]))))))) +\n            0.039984*np.tanh((((((((((data[\"med\"]) * (((((data[\"ffti_percentile_roll_std_40\"]) / 2.0)) - (data[\"ffti_percentile_roll_std_60\"]))))) - (data[\"fftr_mean_change_rate_first_10000\"]))) * 2.0)) + (((data[\"ffti_percentile_roll_std_40\"]) - (data[\"fftr_percentile_roll_std_5\"]))))/2.0)) +\n            0.040000*np.tanh((((((data[\"fftr_abs_percentile_1\"]) * (data[\"fftr_autocorrelation_100\"]))) + ((-1.0*((((data[\"fftr_time_rev_asym_stat_50\"]) * (((data[\"ffti_hmean\"]) + (((data[\"ffti_Hann_window_mean_1500\"]) + (data[\"exp_Moving_average_50000_std\"])))))))))))/2.0)) +\n            0.039969*np.tanh(((((data[\"fftr_c3_1000\"]) - (((data[\"fftr_mean_change_rate_first_10000\"]) + (data[\"fftr_mean_change_rate_first_10000\"]))))) - (((((((data[\"ffti_av_change_abs_roll_std_50\"]) + (data[\"av_change_abs_roll_std_10000\"]))/2.0)) + ((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (data[\"ffti_ave10\"]))/2.0)))/2.0)))) +\n            0.039969*np.tanh(((((((data[\"fftr_kstat_1\"]) * (data[\"ffti_mean_change_rate_last_10000\"]))) + (((data[\"abs_percentile_20\"]) * ((-1.0*((((((data[\"fftr_time_rev_asym_stat_10\"]) / 2.0)) + (data[\"num_peaks_100\"])))))))))) - (data[\"fftr_mean_change_rate_last_1000\"]))) +\n            0.040000*np.tanh((((((data[\"std_first_10000\"]) + (data[\"fftr_min_roll_std_500\"]))/2.0)) * (((data[\"fftr_min_roll_std_10\"]) + (((data[\"fftr_min_roll_std_10\"]) + (((data[\"ffti_percentile_roll_std_10\"]) + ((((data[\"ffti_percentile_roll_std_10\"]) + (data[\"percentile_roll_mean_95\"]))/2.0)))))))))) +\n            0.039969*np.tanh(((data[\"ffti_range_-3000_-2000\"]) * ((((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (data[\"fftr_min_roll_std_50\"]))/2.0)) + (((data[\"fftr_percentile_roll_mean_5\"]) + ((((-1.0*((data[\"ffti_percentile_roll_std_25\"])))) + (data[\"fftr_percentile_roll_std_10\"]))))))))) +\n            0.039984*np.tanh((((((((((data[\"fftr_range_2000_3000\"]) + (data[\"min_first_1000\"]))) + (data[\"percentile_roll_mean_10\"]))) * (data[\"fftr_time_rev_asym_stat_5\"]))) + (((data[\"min_first_1000\"]) * (((data[\"ffti_mean_first_10000\"]) + (data[\"fftr_num_peaks_50\"]))))))/2.0)) +\n            0.040000*np.tanh(((((data[\"percentile_roll_mean_1\"]) + ((((((data[\"fftr_time_rev_asym_stat_100\"]) + (data[\"num_peaks_100\"]))/2.0)) * (data[\"num_peaks_100\"]))))) * (((data[\"fftr_iqr1\"]) - ((((data[\"fftr_time_rev_asym_stat_100\"]) + (data[\"fftr_min_roll_std_1000\"]))/2.0)))))) +\n            0.035889*np.tanh((((((((((data[\"classic_sta_lta6_mean\"]) + (data[\"fftr_percentile_20\"]))/2.0)) * 2.0)) + (((data[\"skew\"]) * (data[\"fftr_percentile_30\"]))))) + (((((data[\"skew\"]) * (data[\"fftr_autocorrelation_500\"]))) * 2.0)))) +\n            0.039969*np.tanh(((((data[\"ffti_spkt_welch_density_5\"]) * (((data[\"ffti_ave_roll_mean_10\"]) + (data[\"ffti_ave_roll_mean_10\"]))))) + (((data[\"ffti_kstat_2\"]) - (((data[\"fftr_spkt_welch_density_5\"]) + ((((data[\"fftr_spkt_welch_density_5\"]) + (data[\"ffti_abs_percentile_5\"]))/2.0)))))))) +\n            0.039969*np.tanh((((((((((data[\"percentile_roll_std_80\"]) + (data[\"min_last_10000\"]))/2.0)) + (data[\"ffti_autocorrelation_5\"]))/2.0)) + (((data[\"ffti_ave_roll_mean_10000\"]) * (((data[\"fftr_time_rev_asym_stat_1\"]) - (data[\"percentile_roll_std_80\"]))))))/2.0)) +\n            0.039984*np.tanh(((((((data[\"av_change_rate_roll_mean_50\"]) - (data[\"autocorrelation_1000\"]))) * (data[\"abs_max_roll_std_10\"]))) + (((data[\"ffti_percentile_roll_std_20\"]) + (((data[\"ffti_min_roll_std_100\"]) * (((data[\"ffti_percentile_roll_std_20\"]) + (data[\"av_change_rate_roll_mean_100\"]))))))))) +\n            0.040000*np.tanh((((((((data[\"fftr_min_roll_std_500\"]) + (((data[\"fftr_mean_change_rate\"]) - (data[\"ffti_percentile_roll_std_20\"]))))/2.0)) - (((data[\"ffti_percentile_roll_std_20\"]) * (data[\"fftr_min_roll_std_500\"]))))) - (((data[\"fftr_min_last_1000\"]) * (data[\"fftr_exp_Moving_average_300_mean\"]))))) +\n            0.039984*np.tanh(((((data[\"std_roll_mean_10000\"]) * (((data[\"ffti_av_change_abs_roll_mean_1000\"]) * (((data[\"fftr_ave_roll_mean_10000\"]) + ((((-1.0*((data[\"max_to_min\"])))) * (data[\"fftr_ave_roll_mean_10000\"]))))))))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_av_change_abs_roll_std_50\"]) * (((data[\"ffti_spkt_welch_density_1\"]) - ((((data[\"fftr_sum\"]) + (((data[\"abs_percentile_20\"]) * ((-1.0*((((data[\"percentile_roll_mean_30\"]) + (data[\"classic_sta_lta4_mean\"])))))))))/2.0)))))) * 2.0)) +\n            0.039969*np.tanh(((((((data[\"fftr_time_rev_asym_stat_100\"]) - (((data[\"fftr_ave_roll_mean_10000\"]) - (((data[\"ffti_percentile_roll_std_25\"]) - (data[\"ffti_percentile_roll_mean_75\"]))))))) * (((data[\"ffti_percentile_roll_std_25\"]) - (data[\"ffti_mean_change_rate_last_1000\"]))))) * 2.0)) +\n            0.039015*np.tanh((((-1.0*((((((data[\"fftr_percentile_roll_mean_1\"]) - (data[\"min_roll_mean_1000\"]))) - (((data[\"fftr_autocorrelation_100\"]) * (((data[\"ffti_spkt_welch_density_1\"]) + (data[\"fftr_percentile_roll_mean_1\"])))))))))) * 2.0)) +\n            0.039984*np.tanh((((((((data[\"fftr_autocorrelation_10000\"]) + (((data[\"ffti_kstat_1\"]) * (((data[\"fftr_autocorrelation_10000\"]) * (data[\"mean_change_rate_first_1000\"]))))))/2.0)) + (data[\"ffti_med\"]))) * (((data[\"percentile_roll_std_90\"]) + (data[\"mean_change_rate_first_1000\"]))))) +\n            0.040000*np.tanh(((((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (data[\"fftr_percentile_roll_mean_1\"]))) * ((((data[\"ffti_abs_percentile_1\"]) + ((((data[\"fftr_range_-3000_-2000\"]) + ((-1.0*(((-1.0*((data[\"fftr_c3_1000\"]))))))))/2.0)))/2.0)))) + (data[\"fftr_c3_50\"]))) +\n            0.040000*np.tanh(((data[\"ffti_kstat_1\"]) * (((((((data[\"autocorrelation_1000\"]) + (((data[\"ffti_kstat_1\"]) * (((data[\"autocorrelation_1000\"]) + (data[\"ffti_ave_roll_mean_10000\"]))))))) + (data[\"ffti_percentile_roll_mean_70\"]))) + (data[\"ffti_percentile_roll_mean_70\"]))))) +\n            0.039969*np.tanh(((data[\"av_change_abs_roll_std_1000\"]) * (((((((data[\"min_last_1000\"]) * (((((data[\"min_last_1000\"]) * (data[\"fftr_max_last_50000\"]))) * (data[\"min_last_1000\"]))))) - (data[\"ave_roll_mean_10000\"]))) * (data[\"min_last_1000\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_min_roll_std_100\"]) * (((((((data[\"ffti_min_roll_std_100\"]) + ((-1.0*((data[\"ffti_min_roll_std_50\"])))))/2.0)) + ((((-1.0*((data[\"ffti_min_roll_std_500\"])))) - (data[\"av_change_abs_roll_mean_100\"]))))/2.0)))) +\n            0.039969*np.tanh(((((data[\"min_first_1000\"]) * (data[\"max_roll_mean_10000\"]))) * (((((-1.0*((((data[\"ffti_autocorrelation_500\"]) - ((((data[\"ave_roll_mean_500\"]) + (data[\"percentile_roll_mean_5\"]))/2.0))))))) + ((-1.0*((data[\"ffti_autocorrelation_100\"])))))/2.0)))) +\n            0.039984*np.tanh(((((data[\"ffti_max_roll_mean_500\"]) * ((-1.0*(((((data[\"percentile_25\"]) + ((((((data[\"abs_percentile_25\"]) * (data[\"percentile_roll_std_25\"]))) + ((((data[\"ffti_av_change_abs_roll_std_10\"]) + (data[\"percentile_roll_std_20\"]))/2.0)))/2.0)))/2.0))))))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_percentile_roll_std_10\"]) * (((((((data[\"fftr_std\"]) * 2.0)) + (((data[\"ffti_ave_roll_mean_10\"]) * (data[\"ffti_av_change_abs_roll_std_50\"]))))) * 2.0)))) - (((data[\"ffti_ave_roll_mean_10\"]) * (data[\"ffti_av_change_abs_roll_std_50\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_mean_first_10000\"]) * ((((data[\"ffti_autocorrelation_100\"]) + (((data[\"kstat_1\"]) * (((data[\"ffti_autocorrelation_100\"]) + (((data[\"ffti_mean_first_10000\"]) * (((data[\"ffti_autocorrelation_100\"]) - (data[\"ffti_percentile_roll_std_10\"]))))))))))/2.0)))) +\n            0.040000*np.tanh((((((-1.0*((((data[\"fftr_mean_change_rate_last_1000\"]) - (((((data[\"ffti_mean_change_rate_last_10000\"]) * (((data[\"fftr_mean_first_50000\"]) - (((data[\"fftr_Hann_window_mean_150\"]) * (data[\"ffti_mean_last_50000\"]))))))) * 2.0))))))) * 2.0)) * 2.0)) +\n            0.039969*np.tanh((((((data[\"fftr_percentile_roll_std_40\"]) * ((-1.0*((data[\"fftr_min_roll_std_500\"])))))) + (((((data[\"av_change_abs_roll_std_50\"]) * (data[\"av_change_abs_roll_std_50\"]))) * (((data[\"av_change_abs_roll_std_50\"]) * (data[\"fftr_av_change_abs_roll_mean_100\"]))))))/2.0)) +\n            0.039984*np.tanh(((((((data[\"ffti_mean_change_rate\"]) + (data[\"fftr_percentile_roll_std_10\"]))) + (((data[\"fftr_max\"]) * (((data[\"fftr_c3_50\"]) + (data[\"fftr_percentile_roll_std_10\"]))))))) * (((data[\"fftr_max\"]) * (data[\"ffti_percentile_roll_std_25\"]))))) +\n            0.037233*np.tanh(((((((data[\"std_roll_mean_500\"]) * (((((data[\"av_change_abs_roll_std_100\"]) + (data[\"ffti_kstat_1\"]))) + (((data[\"ffti_num_peaks_100\"]) + ((((data[\"av_change_abs_roll_std_100\"]) + (data[\"percentile_roll_mean_5\"]))/2.0)))))))) * 2.0)) * 2.0)) +\n            0.039984*np.tanh(((((data[\"ffti_min_roll_std_500\"]) + (((data[\"autocorrelation_50\"]) * (((((data[\"ffti_exp_Moving_average_30000_mean\"]) * (data[\"ffti_min_roll_std_500\"]))) - (data[\"fftr_ave_roll_mean_10\"]))))))) * (data[\"ffti_exp_Moving_average_30000_mean\"]))) +\n            0.040000*np.tanh(((data[\"fftr_hmean\"]) * (((((((data[\"classic_sta_lta4_mean\"]) + (((data[\"av_change_abs_roll_mean_1000\"]) + (data[\"autocorrelation_10000\"]))))/2.0)) + (((data[\"av_change_abs_roll_std_100\"]) - (((data[\"classic_sta_lta4_mean\"]) * (data[\"av_change_abs_roll_mean_10000\"]))))))/2.0)))) +\n            0.039969*np.tanh(((data[\"std_last_50000\"]) * (((data[\"fftr_autocorrelation_10\"]) * (((data[\"fftr_classic_sta_lta6_mean\"]) + (((data[\"fftr_autocorrelation_10\"]) * (((data[\"fftr_autocorrelation_10\"]) * (((data[\"fftr_autocorrelation_10\"]) * (data[\"fftr_c3_5\"]))))))))))))) +\n            0.039922*np.tanh(((data[\"kstatvar_1\"]) * (((((((data[\"fftr_percentile_roll_std_5\"]) + (((((data[\"ffti_autocorrelation_1000\"]) + (data[\"ffti_Hann_window_mean_15000\"]))) + (((data[\"std_first_10000\"]) * (data[\"kstatvar_1\"]))))))) * 2.0)) * 2.0)))) +\n            0.039984*np.tanh(((data[\"ffti_mean_change_rate_last_10000\"]) * (((((((((((((((((((data[\"ffti_mean_change_rate_last_1000\"]) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) + (data[\"ffti_sum\"]))) * 2.0)) * 2.0)))) +\n            0.036717*np.tanh(((data[\"av_change_abs_roll_mean_100\"]) * (((data[\"ffti_av_change_abs_roll_std_1000\"]) + (((((data[\"fftr_percentile_roll_std_5\"]) * (data[\"fftr_autocorrelation_100\"]))) + (((data[\"fftr_percentile_roll_std_40\"]) + (data[\"fftr_percentile_roll_std_5\"]))))))))) +\n            0.039922*np.tanh(((data[\"fftr_hmean\"]) * ((((((((data[\"ffti_max_to_min_diff\"]) + (((data[\"fftr_hmean\"]) * (data[\"fftr_exp_Moving_std_300_std\"]))))/2.0)) + (data[\"av_change_rate_roll_std_1000\"]))) + (((data[\"fftr_max_roll_std_10\"]) * (data[\"ffti_min_last_1000\"]))))))) +\n            0.040000*np.tanh(((data[\"fftr_mean_change_rate_first_10000\"]) * (((((data[\"fftr_percentile_roll_mean_20\"]) - (((((data[\"mean_last_10000\"]) + (((data[\"fftr_std_roll_mean_100\"]) + (data[\"fftr_moment_3\"]))))) * 2.0)))) - (((data[\"ffti_mean_last_10000\"]) * 2.0)))))) +\n            0.039859*np.tanh((((((data[\"ffti_spkt_welch_density_10\"]) + (data[\"ffti_exp_Moving_std_300_mean\"]))/2.0)) * (((((data[\"ffti_percentile_roll_mean_70\"]) + (data[\"c3_5000\"]))) * (((data[\"ffti_spkt_welch_density_10\"]) + (((((data[\"ffti_ave_roll_mean_1000\"]) * 2.0)) * 2.0)))))))) +\n            0.039984*np.tanh((-1.0*((((data[\"ffti_Hann_window_mean_1500\"]) * ((-1.0*((((data[\"autocorrelation_5000\"]) * (((data[\"ffti_autocorrelation_10000\"]) - (((data[\"ffti_Hann_window_mean_1500\"]) * (((((data[\"ffti_Hann_window_mean_1500\"]) / 2.0)) / 2.0)))))))))))))))) +\n            0.040000*np.tanh(((data[\"ffti_std_roll_mean_1000\"]) * (((data[\"ffti_mean_last_50000\"]) * (((data[\"percentile_20\"]) + (((((((data[\"fftr_exp_Moving_average_3000_mean\"]) - (data[\"fftr_num_peaks_50\"]))) + (data[\"ffti_av_change_abs_roll_std_500\"]))) + (data[\"max_first_50000\"]))))))))) +\n            0.037483*np.tanh((-1.0*((((((((((data[\"ffti_av_change_abs_roll_std_500\"]) + (data[\"fftr_percentile_roll_std_10\"]))/2.0)) * 2.0)) + ((((data[\"percentile_roll_std_20\"]) + (((data[\"fftr_autocorrelation_1000\"]) * (((data[\"fftr_autocorrelation_1000\"]) * (data[\"ffti_autocorrelation_500\"]))))))/2.0)))/2.0))))) +\n            0.036546*np.tanh(((((data[\"av_change_rate_roll_mean_100\"]) * (((data[\"exp_Moving_average_30000_std\"]) + (data[\"fftr_std_last_1000\"]))))) + (((((data[\"fftr_mean_last_10000\"]) * (data[\"ffti_percentile_roll_mean_80\"]))) * ((-1.0*((((data[\"exp_Moving_average_30000_std\"]) * 2.0))))))))) +\n            0.040000*np.tanh(((data[\"fftr_autocorrelation_5000\"]) * ((((((((((data[\"min_first_10000\"]) * 2.0)) * 2.0)) - (((data[\"fftr_std_roll_mean_100\"]) * (data[\"ffti_autocorrelation_100\"]))))) + ((-1.0*((data[\"av_change_abs_roll_std_50\"])))))/2.0)))) +\n            0.039218*np.tanh(((data[\"ffti_ave_roll_std_500\"]) * (((((((data[\"time_rev_asym_stat_10\"]) - (((data[\"ffti_abs_percentile_1\"]) * (((((data[\"ffti_autocorrelation_10000\"]) + (data[\"ffti_ave_roll_std_50\"]))) + (data[\"fftr_percentile_roll_std_10\"]))))))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"abs_max_roll_mean_50\"]) + (((((((data[\"av_change_abs_roll_mean_500\"]) + ((((data[\"fftr_percentile_roll_mean_99\"]) + (data[\"mean_change_rate_first_1000\"]))/2.0)))/2.0)) + (((data[\"min_first_1000\"]) * (((data[\"ffti_num_peaks_50\"]) - (data[\"fftr_percentile_roll_mean_99\"]))))))/2.0)))) +\n            0.040000*np.tanh(((data[\"iqr\"]) * (((data[\"ffti_max_to_min\"]) * ((((((data[\"trend\"]) + (data[\"fftr_abs_percentile_90\"]))/2.0)) + (((((data[\"fftr_abs_percentile_90\"]) * 2.0)) + (data[\"fftr_ave_roll_mean_1000\"]))))))))) +\n            0.039953*np.tanh(((data[\"percentile_75\"]) * ((-1.0*(((((((data[\"med\"]) - (((data[\"ffti_av_change_abs_roll_std_10\"]) * (data[\"ffti_mean_last_50000\"]))))) + (((data[\"ffti_hmean\"]) - (data[\"fftr_max_roll_std_100\"]))))/2.0))))))) +\n            0.036592*np.tanh(((((data[\"mean_change_rate_first_50000\"]) * ((((data[\"fftr_max_roll_std_10000\"]) + (data[\"ffti_autocorrelation_1000\"]))/2.0)))) + ((-1.0*((((data[\"mean_change_rate_first_50000\"]) * (((data[\"ffti_max_to_min_diff\"]) * (((data[\"ffti_min_roll_std_50\"]) * 2.0))))))))))) +\n            0.039969*np.tanh(((((data[\"fftr_min_roll_std_100\"]) * (((data[\"ffti_percentile_roll_std_40\"]) + ((((data[\"abs_percentile_20\"]) + (data[\"max_first_10000\"]))/2.0)))))) - (((data[\"ffti_percentile_roll_std_40\"]) * (((((data[\"av_change_rate_roll_mean_10\"]) * 2.0)) * 2.0)))))) +\n            0.039984*np.tanh(((data[\"ffti_percentile_roll_mean_75\"]) * (((data[\"ffti_min_roll_std_50\"]) * (((((-1.0*((((data[\"percentile_roll_mean_1\"]) * 2.0))))) + (data[\"ffti_min_roll_std_50\"]))/2.0)))))) +\n            0.039937*np.tanh((-1.0*((((data[\"fftr_std_roll_mean_1000\"]) * (((((data[\"ffti_mean_change_rate_last_1000\"]) + (data[\"percentile_60\"]))) + ((((((data[\"percentile_60\"]) * (data[\"percentile_60\"]))) + (data[\"ffti_max_to_min_diff\"]))/2.0))))))))) +\n            0.033341*np.tanh((((data[\"num_peaks_20\"]) + (((data[\"max_to_min\"]) * (((((data[\"ffti_min_roll_std_1000\"]) - (((data[\"fftr_autocorrelation_5000\"]) - (((data[\"max_to_min\"]) - (data[\"fftr_autocorrelation_5000\"]))))))) - (data[\"fftr_autocorrelation_5000\"]))))))/2.0)) +\n            0.024541*np.tanh(((((data[\"abs_percentile_75\"]) * (data[\"autocorrelation_5000\"]))) + ((((-1.0*((((data[\"autocorrelation_5000\"]) * (data[\"percentile_40\"])))))) * (((data[\"autocorrelation_5000\"]) * (data[\"percentile_40\"]))))))) +\n            0.039953*np.tanh(((data[\"min_first_50000\"]) * (((((data[\"fftr_max_last_10000\"]) + (data[\"ffti_percentile_roll_mean_5\"]))) - (((((data[\"fftr_c3_1000\"]) * (data[\"ffti_std_roll_std_10\"]))) - (((data[\"fftr_abs_trend\"]) + (data[\"ffti_num_peaks_100\"]))))))))) +\n            0.039984*np.tanh(((data[\"abs_percentile_30\"]) * (((((data[\"fftr_min_roll_std_10\"]) + (data[\"ffti_skew\"]))) + (((((((data[\"ffti_skew\"]) + (data[\"ffti_percentile_10\"]))/2.0)) + (((data[\"time_rev_asym_stat_50\"]) * (data[\"ffti_percentile_10\"]))))/2.0)))))))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true,"_kg_hide-input":true},"cell_type":"code","source":"def GPIII(data):\n    return (5.577521 +\n            0.040000*np.tanh(((((((data[\"ffti_range_0_1000\"]) - (((((data[\"min_roll_std_10000\"]) + (((((data[\"ffti_range_3000_4000\"]) + (data[\"num_peaks_10\"]))) * 2.0)))) + (((data[\"percentile_roll_std_20\"]) * 2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"num_peaks_10\"]) - (((((data[\"iqr\"]) + (((((((((data[\"num_peaks_10\"]) + (data[\"percentile_roll_std_5\"]))) + (data[\"ffti_range_3000_4000\"]))) * 2.0)) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_range_0_1000\"]) - (data[\"percentile_roll_std_1\"]))) - (data[\"num_peaks_10\"]))) * 2.0)) - (((data[\"fftr_range_2000_3000\"]) + (data[\"percentile_roll_std_25\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_range_-1000_0\"]) - (((data[\"ffti_range_2000_3000\"]) + (((data[\"percentile_roll_std_5\"]) + (data[\"percentile_95\"]))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"fftr_av_change_abs_roll_mean_100\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)) - (((data[\"fftr_range_-3000_-2000\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"fftr_av_change_abs_roll_std_500\"]) + (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)) - (data[\"fftr_range_-3000_-2000\"]))) * 2.0)) * 2.0)) * 2.0)) - (data[\"min_roll_std_10000\"]))) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"percentile_95\"]) + (((data[\"percentile_roll_std_20\"]) + (data[\"ffti_range_3000_4000\"])))))))) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) +\n            0.040000*np.tanh((((((-1.0*((((data[\"min_roll_std_500\"]) + (((data[\"fftr_range_-3000_-2000\"]) + (((((((data[\"iqr\"]) - (data[\"range_0_1000\"]))) + (data[\"percentile_roll_std_5\"]))) * 2.0))))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"range_0_1000\"]) - (data[\"iqr\"]))) - (data[\"num_peaks_10\"]))) - (data[\"min_roll_std_10000\"]))) - (data[\"ffti_range_3000_4000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*(((((((((data[\"ffti_range_-4000_-3000\"]) + (data[\"percentile_roll_std_20\"]))/2.0)) * 2.0)) * 2.0))))) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"iqr\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"ffti_range_0_1000\"]) - (((((data[\"percentile_roll_std_1\"]) + (((data[\"ffti_range_2000_3000\"]) + (data[\"iqr\"]))))) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((data[\"iqr\"]) + (((((data[\"percentile_roll_std_10\"]) + (((data[\"num_peaks_10\"]) + (((data[\"fftr_range_-3000_-2000\"]) + (data[\"percentile_95\"]))))))) * 2.0)))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh((((10.45759582519531250)) * (((data[\"range_0_1000\"]) - ((((data[\"fftr_max_first_10000\"]) + (((((data[\"ffti_range_-4000_-3000\"]) + (((data[\"fftr_max_first_10000\"]) - (((data[\"range_0_1000\"]) * 2.0)))))) * 2.0)))/2.0)))))) +\n            0.040000*np.tanh(((((((data[\"range_0_1000\"]) - (data[\"iqr\"]))) - (((((data[\"fftr_range_2000_3000\"]) + (((((data[\"ave_roll_mean_500\"]) - (((data[\"range_0_1000\"]) * 2.0)))) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((-1.0) + (((((-1.0) - (((((data[\"percentile_roll_std_20\"]) + (((data[\"gmean\"]) - (data[\"range_0_1000\"]))))) * 2.0)))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((((data[\"iqr\"]) + (data[\"fftr_range_-3000_-2000\"]))) + (((data[\"min_roll_std_500\"]) + (((((data[\"ffti_range_3000_4000\"]) + (data[\"percentile_roll_std_10\"]))) * 2.0)))))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"ffti_range_-1000_0\"]) - (data[\"num_peaks_10\"]))) - (data[\"abs_percentile_75\"]))) * 2.0)) - (data[\"min_roll_std_1000\"]))) - (data[\"percentile_roll_std_1\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"ffti_percentile_30\"]) - (((((data[\"num_peaks_10\"]) + (((data[\"iqr\"]) + (data[\"percentile_roll_std_10\"]))))) * 2.0)))) - (data[\"fftr_range_2000_3000\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((-1.0*((((((((data[\"abs_percentile_80\"]) + (((((((data[\"fftr_std_roll_mean_10\"]) + (data[\"num_peaks_10\"]))) + (((data[\"percentile_roll_std_10\"]) + (data[\"fftr_range_-3000_-2000\"]))))) * 2.0)))) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh(((((((((((((((data[\"range_0_1000\"]) * 2.0)) - (((data[\"gmean\"]) + (data[\"fftr_range_-3000_-2000\"]))))) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((-1.0*((((data[\"num_peaks_10\"]) + (data[\"percentile_roll_std_10\"])))))) - (((data[\"iqr\"]) * 2.0)))) - (data[\"range_-1000_0\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"range_0_1000\"]) - ((((data[\"fftr_range_-3000_-2000\"]) + (((((data[\"percentile_roll_std_5\"]) + (((data[\"abs_percentile_75\"]) * 2.0)))) + (data[\"iqr\"]))))/2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"range_0_1000\"]) - (((data[\"abs_percentile_75\"]) + (((((((data[\"fftr_range_-4000_-3000\"]) + (data[\"percentile_roll_std_5\"]))) + (data[\"abs_percentile_80\"]))) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_range_0_1000\"]) - (((data[\"min_roll_std_10000\"]) + (data[\"min_roll_std_500\"]))))) - (((data[\"fftr_range_-3000_-2000\"]) + (((data[\"percentile_roll_std_5\"]) + (data[\"abs_percentile_80\"]))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((((((-1.0*((data[\"num_peaks_10\"])))) * 2.0)) - (data[\"percentile_roll_std_1\"]))) * 2.0)) - (data[\"ffti_range_-4000_-3000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*((((data[\"percentile_roll_std_20\"]) + (((((((data[\"fftr_range_2000_3000\"]) + (((data[\"abs_percentile_75\"]) + (data[\"num_peaks_10\"]))))) * 2.0)) * 2.0))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"percentile_roll_std_10\"]) - (((((((data[\"percentile_roll_std_10\"]) + (data[\"ffti_range_-4000_-3000\"]))) + (data[\"abs_percentile_80\"]))) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"iqr\"]) * 2.0))))) - (((((data[\"num_peaks_10\"]) - (data[\"mean_change_rate\"]))) * 2.0)))) * 2.0)) - (data[\"percentile_roll_std_5\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((-2.0) - (((((data[\"iqr1\"]) * 2.0)) + (((((data[\"percentile_roll_std_10\"]) * 2.0)) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((data[\"ffti_range_-1000_0\"]) - (data[\"percentile_roll_std_10\"]))) * 2.0)) * 2.0)) - (data[\"exp_Moving_average_3000_mean\"]))) - (data[\"min_roll_std_50\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"range_0_1000\"]) - (data[\"percentile_roll_std_10\"]))) - (((data[\"abs_percentile_80\"]) * 2.0)))) * 2.0)) * 2.0)) - (data[\"abs_percentile_75\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"num_peaks_10\"]) - (((data[\"min_roll_std_500\"]) + (((((((data[\"fftr_range_-3000_-2000\"]) + (((data[\"num_peaks_10\"]) + (data[\"range_-1000_0\"]))))) * 2.0)) * 2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_range_-1000_0\"]) - (((((((data[\"abs_percentile_80\"]) + (data[\"fftr_range_2000_3000\"]))) * 2.0)) + (((data[\"abs_percentile_80\"]) + (data[\"percentile_roll_std_20\"]))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((data[\"min_roll_std_1000\"]) * 2.0)) + (((((((data[\"min_roll_std_50\"]) + (((((data[\"percentile_roll_std_10\"]) + (data[\"ffti_range_-3000_-2000\"]))) * 2.0)))) * 2.0)) * 2.0))))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_5\"]) - (((data[\"percentile_roll_std_10\"]) + (data[\"abs_percentile_25\"]))))) - (((((data[\"num_peaks_10\"]) * 2.0)) + (data[\"iqr\"]))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((-1.0*((((((data[\"num_peaks_10\"]) * 2.0)) + (((data[\"min_roll_std_1000\"]) + (data[\"min_roll_std_100\"])))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_min_roll_mean_100\"]) - (((((data[\"num_peaks_10\"]) * 2.0)) + (((((((data[\"percentile_roll_std_10\"]) + (data[\"abs_percentile_80\"]))) * 2.0)) + (data[\"abs_percentile_80\"]))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_first_50000\"]) - (((data[\"min_roll_std_10000\"]) + (((data[\"iqr\"]) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) + (data[\"mean_change_rate_first_50000\"]))) +\n            0.040000*np.tanh((((((((-1.0*((((data[\"percentile_roll_std_5\"]) - (data[\"range_0_1000\"])))))) * 2.0)) - (((2.0) + (((data[\"percentile_roll_std_5\"]) + (data[\"min_roll_std_100\"]))))))) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((((((((((data[\"ffti_range_2000_3000\"]) + (((data[\"abs_percentile_80\"]) * 2.0)))) * 2.0)) + (((data[\"fftr_range_-4000_-3000\"]) + (data[\"percentile_roll_std_10\"]))))) * 2.0))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"abs_percentile_60\"]) + (((((((((data[\"mean_change_rate\"]) * 2.0)) - (data[\"percentile_roll_mean_40\"]))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((-1.0*((data[\"num_peaks_10\"])))) - (((((((((data[\"num_peaks_10\"]) + (data[\"num_peaks_20\"]))) + (((((data[\"abs_percentile_50\"]) + (data[\"percentile_roll_std_1\"]))) * 2.0)))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate\"]) - (((data[\"abs_percentile_90\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) - ((-1.0*((data[\"min_roll_std_500\"])))))) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((data[\"ffti_abs_percentile_30\"])))) - (((data[\"ffti_max_roll_mean_10\"]) + (((data[\"fftr_max\"]) + (((data[\"percentile_roll_std_20\"]) * 2.0)))))))) * 2.0)) - (data[\"min_roll_std_50\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"ffti_percentile_40\"]) - (((data[\"min_roll_std_10000\"]) + (((((data[\"iqr\"]) + (((data[\"abs_percentile_50\"]) + (data[\"iqr1\"]))))) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_last_50000\"]) + (((data[\"range_0_1000\"]) * 2.0)))) - (((data[\"ffti_range_2000_3000\"]) + (data[\"min_roll_std_500\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate\"]) * 2.0)) - (data[\"abs_percentile_25\"]))) - (((data[\"min_roll_std_100\"]) + (data[\"min_roll_std_1000\"]))))) * 2.0)) - (data[\"abs_percentile_30\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_abs_trend\"]) - (((data[\"min_roll_std_500\"]) + (((data[\"percentile_90\"]) + (data[\"num_peaks_10\"]))))))) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"abs_percentile_20\"]) - (((((((((data[\"abs_percentile_50\"]) - (data[\"range_0_1000\"]))) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"std_roll_mean_10000\"]) - (((((data[\"num_peaks_10\"]) - (data[\"mean_change_rate\"]))) * 2.0)))) - (data[\"min_roll_std_10000\"]))) * 2.0)) - (data[\"min_roll_std_100\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((-2.0) * (data[\"percentile_95\"]))) - ((((data[\"ffti_range_3000_4000\"]) + (data[\"percentile_80\"]))/2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((data[\"mean_change_rate\"]) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) - (data[\"ffti_range_2000_3000\"]))) * 2.0)) - (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((((((((-1.0*((((data[\"min_roll_std_10000\"]) + (data[\"abs_percentile_50\"])))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((-3.0) + (((((((data[\"mean_change_rate_last_10000\"]) * 2.0)) + (((((-3.0) - ((((9.0)) * (data[\"num_peaks_10\"]))))) * 2.0)))) + (data[\"mean_change_rate_first_10000\"]))))) +\n            0.040000*np.tanh((((((((-1.0*((((data[\"abs_percentile_70\"]) + (((((data[\"fftr_count_big\"]) + (((data[\"percentile_roll_std_5\"]) + (((data[\"percentile_80\"]) * 2.0)))))) * 2.0))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((-1.0*((((data[\"fftr_kurt\"]) - ((((((-1.0*((((data[\"percentile_95\"]) * 2.0))))) * 2.0)) * 2.0))))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"mean_change_rate_last_50000\"]) + (((((((((data[\"mean_change_rate_first_50000\"]) + (((data[\"mean_change_rate_last_50000\"]) - (data[\"num_peaks_10\"]))))) * 2.0)) - (data[\"min_roll_std_100\"]))) * 2.0)))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((9.0)) * ((((9.0)) * (((data[\"abs_percentile_20\"]) - (((data[\"abs_percentile_25\"]) + (((data[\"min_roll_std_10000\"]) + (((data[\"percentile_90\"]) * 2.0)))))))))))) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_last_50000\"]) + (data[\"mean_change_rate_first_50000\"]))) - (data[\"num_peaks_10\"]))) * 2.0)) - (((data[\"min_roll_std_100\"]) - (data[\"mean_change_rate_last_10000\"]))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"percentile_20\"]) - (data[\"abs_percentile_70\"]))) * 2.0)) - (((data[\"ffti_exp_Moving_std_300_mean\"]) - (data[\"iqr\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((-1.0*((((data[\"abs_percentile_5\"]) + ((((1.0)) - ((((-1.0*((data[\"num_peaks_10\"])))) - (((data[\"percentile_90\"]) * 2.0))))))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((-1.0) - (data[\"percentile_roll_std_10\"]))) * 2.0)) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) - (data[\"min_roll_std_100\"]))) +\n            0.040000*np.tanh(((((((((((((((((((data[\"iqr1\"]) - (((data[\"percentile_90\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) - (data[\"percentile_90\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"ffti_trend\"]) + (((data[\"percentile_20\"]) - (((data[\"range_0_1000\"]) - (((((data[\"percentile_20\"]) - (data[\"percentile_80\"]))) * 2.0)))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"fftr_percentile_5\"]) - ((((((data[\"percentile_80\"]) + (((data[\"abs_percentile_70\"]) * 2.0)))/2.0)) + (data[\"ffti_range_-3000_-2000\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((((data[\"abs_percentile_90\"]) + (((((data[\"abs_percentile_20\"]) + (data[\"classic_sta_lta5_mean\"]))) * 2.0)))/2.0)) - (((((data[\"percentile_90\"]) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((-3.0) - ((-1.0*((((data[\"mean_change_rate_first_50000\"]) - (((((data[\"percentile_90\"]) + (((data[\"num_peaks_10\"]) * 2.0)))) + (data[\"min_roll_std_100\"])))))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_first_10000\"]) - (((data[\"min_roll_std_10000\"]) + (data[\"min_roll_std_50\"]))))) - (((data[\"fftr_percentile_roll_std_5\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"abs_percentile_20\"]) - (((((((data[\"percentile_90\"]) * 2.0)) * 2.0)) - (data[\"fftr_abs_percentile_60\"]))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((data[\"mean_change_rate_last_10000\"]) - (data[\"percentile_roll_mean_1\"]))) + (((((data[\"mean_change_rate\"]) + (data[\"mean_change_rate\"]))) * 2.0)))) + (data[\"percentile_roll_std_75\"]))) - (data[\"fftr_abs_percentile_10\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"fftr_count_big\"]) - (((data[\"percentile_90\"]) * ((((data[\"fftr_percentile_roll_std_75\"]) + ((5.0)))/2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"ffti_mean_last_50000\"]) * 2.0)) - (((data[\"fftr_abs_percentile_10\"]) * 2.0)))) - (data[\"fftr_ave_roll_mean_10000\"]))) - (data[\"num_peaks_100\"]))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((((data[\"percentile_20\"]) * 2.0)) - (data[\"percentile_80\"]))) + (data[\"range_-1000_0\"]))) * 2.0)) * 2.0)) * 2.0)) - (data[\"abs_percentile_5\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"num_peaks_10\"]) - (((((data[\"percentile_roll_std_5\"]) * (((data[\"num_peaks_10\"]) * (((((data[\"min_roll_std_10000\"]) + (data[\"num_peaks_10\"]))) * 2.0)))))) + (data[\"classic_sta_lta7_mean\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((((data[\"mean_change_rate\"]) + (((-1.0) - (data[\"percentile_roll_mean_20\"]))))) * 2.0)) + (data[\"mean_change_rate\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"abs_percentile_25\"]) - (((((((((((data[\"num_peaks_10\"]) + (data[\"abs_percentile_25\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) - (data[\"num_peaks_10\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((((((data[\"abs_percentile_70\"]) * (((data[\"percentile_20\"]) * 2.0)))) - (data[\"ffti_range_2000_3000\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh((((((((((-1.0*((((data[\"fftr_percentile_roll_mean_90\"]) + (((data[\"num_peaks_10\"]) - (((data[\"percentile_25\"]) * ((13.67005634307861328))))))))))) * 2.0)) * 2.0)) * 2.0)) - (data[\"min_roll_std_1000\"]))) +\n            0.040000*np.tanh((-1.0*((((((((((data[\"percentile_80\"]) + (((((((((data[\"ffti_spkt_welch_density_5\"]) + (((data[\"fftr_percentile_roll_std_80\"]) * 2.0)))) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0))))) +\n            0.040000*np.tanh(((((((data[\"abs_percentile_20\"]) - (data[\"percentile_80\"]))) - (data[\"min_roll_std_100\"]))) - (((((data[\"fftr_Hann_window_mean_15000\"]) - (((((data[\"ffti_abs_max_roll_mean_100\"]) * (data[\"fftr_Hann_window_mean_15000\"]))) * 2.0)))) * 2.0)))) +\n            0.040000*np.tanh(((((((((((((((data[\"percentile_80\"]) * (((data[\"iqr\"]) * (((data[\"mean_change_rate\"]) * 2.0)))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) - (data[\"percentile_20\"]))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_5\"]) + (((((((data[\"ffti_percentile_30\"]) + (((((data[\"classic_sta_lta6_mean\"]) - (data[\"ave_roll_std_10\"]))) * 2.0)))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((((((((data[\"mean_change_rate_first_1000\"]) - (data[\"min_roll_std_500\"]))) + ((((-3.0) + (data[\"mean_change_rate\"]))/2.0)))) * 2.0)) * 2.0)) + (data[\"mean_change_rate\"]))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"percentile_80\"]) * (data[\"percentile_roll_std_1\"]))) + (data[\"percentile_80\"]))) * 2.0)) * ((((((((((-1.0*((data[\"percentile_roll_std_1\"])))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh((((((((((((((-1.0*((data[\"ffti_percentile_roll_std_80\"])))) * 2.0)) * 2.0)) - (((data[\"ffti_mean_first_50000\"]) + ((((data[\"classic_sta_lta7_mean\"]) + (data[\"min_roll_std_50\"]))/2.0)))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"ffti_min_roll_std_10000\"]) - (((data[\"fftr_min_roll_mean_10000\"]) + (((((data[\"fftr_percentile_roll_mean_70\"]) + (((((data[\"ffti_percentile_roll_std_80\"]) + (data[\"ffti_percentile_roll_mean_50\"]))) * 2.0)))) * 2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"fftr_abs_percentile_25\"]) - (((data[\"fftr_range_0_1000\"]) - (((((((data[\"range_0_1000\"]) * 2.0)) * (((data[\"min_roll_std_10000\"]) * (data[\"abs_percentile_90\"]))))) * 2.0)))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_exp_Moving_average_50000_std\"]) * (data[\"percentile_10\"]))) - (((((data[\"autocorrelation_5\"]) * (data[\"autocorrelation_5\"]))) - (((data[\"ffti_Hann_window_mean_150\"]) - (((data[\"fftr_exp_Moving_average_300_mean\"]) - (data[\"mean_change_rate_first_1000\"]))))))))) +\n            0.040000*np.tanh(((((data[\"percentile_roll_std_80\"]) + (data[\"num_peaks_10\"]))) - (((((data[\"percentile_roll_std_10\"]) * (((data[\"fftr_max_roll_mean_50\"]) + (((data[\"num_peaks_10\"]) * (data[\"num_peaks_10\"]))))))) * 2.0)))) +\n            0.040000*np.tanh(((data[\"mean_change_rate_first_50000\"]) + (((((((data[\"percentile_10\"]) * 2.0)) * 2.0)) * (((((data[\"sum\"]) + (data[\"exp_Moving_average_50000_std\"]))) + (((data[\"fftr_abs_percentile_10\"]) + (data[\"exp_Moving_average_50000_std\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"ffti_percentile_roll_mean_95\"]) + (((((data[\"fftr_Hann_window_mean_1500\"]) * (data[\"fftr_range_2000_3000\"]))) - (((((((data[\"ffti_percentile_roll_std_80\"]) * 2.0)) * 2.0)) * 2.0)))))) + (data[\"abs_percentile_50\"]))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"abs_percentile_75\"]) - (((data[\"fftr_range_1000_2000\"]) + (((((data[\"abs_percentile_75\"]) * (((data[\"percentile_roll_std_5\"]) * (data[\"percentile_roll_std_25\"]))))) * 2.0)))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"fftr_percentile_25\"]) * (((((((((((((data[\"fftr_abs_percentile_60\"]) - (((data[\"ffti_percentile_5\"]) + (data[\"fftr_classic_sta_lta6_mean\"]))))) * 2.0)) * 2.0)) + (data[\"exp_Moving_average_30000_std\"]))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"fftr_min_roll_std_500\"]) - (((data[\"ffti_av_change_abs_roll_std_10\"]) - (((((((((data[\"percentile_roll_std_10\"]) * (data[\"num_peaks_10\"]))) - (data[\"fftr_percentile_20\"]))) * (data[\"fftr_percentile_20\"]))) - (data[\"fftr_autocorrelation_50\"]))))))) +\n            0.040000*np.tanh(((data[\"percentile_10\"]) + (((((data[\"percentile_10\"]) * (((((data[\"autocorrelation_100\"]) - (data[\"fftr_percentile_40\"]))) - (((((data[\"fftr_exp_Moving_average_3000_std\"]) * (data[\"classic_sta_lta7_mean\"]))) * 2.0)))))) * 2.0)))) +\n            0.040000*np.tanh(((((((((data[\"ffti_skew\"]) - (((data[\"fftr_abs_percentile_30\"]) * (((((data[\"min_roll_std_10000\"]) - (data[\"fftr_percentile_roll_mean_10\"]))) - (((data[\"fftr_percentile_25\"]) * 2.0)))))))) * 2.0)) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"skew\"]) + (data[\"ffti_min_roll_mean_50\"]))) - (((data[\"fftr_ave_roll_mean_50\"]) + (((data[\"ffti_percentile_roll_mean_5\"]) + ((-1.0*((((data[\"fftr_mean_first_50000\"]) * (((data[\"fftr_range_2000_3000\"]) * 2.0))))))))))))) +\n            0.040000*np.tanh(((data[\"percentile_90\"]) - (((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (((((((data[\"percentile_70\"]) - (data[\"ffti_percentile_roll_std_50\"]))) - (((data[\"ffti_percentile_roll_std_50\"]) * (data[\"fftr_percentile_30\"]))))) * 2.0)))) * 2.0)))) +\n            0.040000*np.tanh(((((((data[\"exp_Moving_average_30000_std\"]) + (((((data[\"percentile_20\"]) + (((((data[\"classic_sta_lta7_mean\"]) * (data[\"ffti_exp_Moving_average_50000_std\"]))) * 2.0)))) * 2.0)))) + (data[\"autocorrelation_5\"]))) + (data[\"mean_change_rate_first_1000\"]))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_50\"]) + (((data[\"ffti_classic_sta_lta8_mean\"]) * (((((((((((data[\"fftr_percentile_roll_mean_10\"]) * 2.0)) - (((data[\"autocorrelation_100\"]) + (data[\"ffti_percentile_roll_std_25\"]))))) * 2.0)) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"min_roll_std_500\"]) - (((((((((((((((((data[\"fftr_percentile_roll_mean_1\"]) + (data[\"ffti_spkt_welch_density_5\"]))) * 2.0)) + (data[\"ffti_abs_std\"]))) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"fftr_min_roll_std_500\"]) + (((((data[\"exp_Moving_average_30000_mean\"]) * (((-2.0) + ((-1.0*((((data[\"fftr_trend\"]) * (((data[\"exp_Moving_average_30000_mean\"]) - (data[\"ffti_max_roll_std_1000\"])))))))))))) * 2.0)))) +\n            0.040000*np.tanh(((((((((((data[\"percentile_60\"]) * (data[\"percentile_20\"]))) * 2.0)) + (((data[\"autocorrelation_50\"]) - (data[\"num_peaks_50\"]))))) * 2.0)) + (((data[\"autocorrelation_50\"]) - (data[\"num_peaks_10\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_max_to_min\"]) - (((((data[\"ffti_min_roll_mean_100\"]) * (((data[\"fftr_num_peaks_20\"]) * 2.0)))) - (((data[\"autocorrelation_5\"]) + ((((((data[\"autocorrelation_500\"]) + (data[\"mean_change_rate_last_10000\"]))/2.0)) * 2.0)))))))) +\n            0.040000*np.tanh((((-1.0*((((((((((data[\"ffti_percentile_60\"]) * 2.0)) * 2.0)) * 2.0)) * (data[\"fftr_min_roll_std_500\"])))))) - (((data[\"autocorrelation_10\"]) - (data[\"percentile_roll_std_60\"]))))) +\n            0.040000*np.tanh(((((data[\"mean_change_rate_first_1000\"]) + (data[\"fftr_num_peaks_50\"]))) - (((data[\"fftr_abs_max_roll_mean_100\"]) - (((((data[\"fftr_min_roll_std_500\"]) - (((data[\"classic_sta_lta2_mean\"]) - (data[\"fftr_num_peaks_50\"]))))) - (data[\"min_roll_std_50\"]))))))) +\n            0.040000*np.tanh(((data[\"fftr_mean_first_50000\"]) + (((((data[\"classic_sta_lta5_mean\"]) * 2.0)) - (((data[\"min_roll_std_10000\"]) * (((((data[\"percentile_roll_std_10\"]) * (((data[\"percentile_roll_std_10\"]) + (data[\"fftr_mean_first_50000\"]))))) * 2.0)))))))) +\n            0.040000*np.tanh(((data[\"percentile_roll_std_70\"]) - (((data[\"ffti_percentile_60\"]) - (((data[\"fftr_abs_percentile_10\"]) * (((((data[\"fftr_percentile_roll_mean_70\"]) - (data[\"exp_Moving_average_50000_std\"]))) - (((data[\"percentile_roll_std_70\"]) * (data[\"fftr_percentile_70\"]))))))))))) +\n            0.040000*np.tanh(((((((((data[\"mean_change_rate_first_50000\"]) * (((data[\"percentile_50\"]) - (((data[\"fftr_range_0_1000\"]) * (((data[\"percentile_75\"]) + (data[\"fftr_percentile_roll_mean_10\"]))))))))) * 2.0)) * 2.0)) - (data[\"fftr_percentile_roll_std_25\"]))) +\n            0.040000*np.tanh(((((data[\"ffti_percentile_roll_mean_95\"]) + (((((((data[\"fftr_range_-1000_0\"]) * (data[\"ffti_percentile_roll_std_50\"]))) * 2.0)) * 2.0)))) + (((((data[\"ffti_percentile_roll_std_50\"]) + (data[\"skew\"]))) + (data[\"mean_change_rate_first_50000\"]))))) +\n            0.040000*np.tanh(((((((((((data[\"ffti_range_-3000_-2000\"]) * (((data[\"ffti_percentile_roll_std_1\"]) + (data[\"ffti_autocorrelation_10000\"]))))) * 2.0)) + (data[\"percentile_roll_std_70\"]))) - (((data[\"ffti_abs_max_roll_std_500\"]) * (data[\"kurt\"]))))) * 2.0)) +\n            0.040000*np.tanh(((((((data[\"percentile_50\"]) * (((data[\"fftr_range_2000_3000\"]) - (((data[\"ave_roll_std_100\"]) - ((((data[\"ffti_av_change_abs_roll_mean_10\"]) + ((((data[\"range_0_1000\"]) + (data[\"fftr_range_1000_2000\"]))/2.0)))/2.0)))))))) * 2.0)) * 2.0)) +\n            0.040000*np.tanh(((((data[\"num_peaks_10\"]) + (((data[\"ffti_range_-3000_-2000\"]) - (((((data[\"ffti_range_2000_3000\"]) * 2.0)) * (((((data[\"num_peaks_10\"]) * (data[\"num_peaks_10\"]))) + (data[\"fftr_abs_percentile_20\"]))))))))) * 2.0)) +\n            0.040000*np.tanh(((((((((data[\"classic_sta_lta5_mean\"]) * (((data[\"fftr_percentile_30\"]) + (((data[\"fftr_num_peaks_20\"]) * 2.0)))))) + (data[\"ffti_percentile_roll_std_40\"]))) + (data[\"range_0_1000\"]))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_abs_percentile_1\"]) + (((data[\"fftr_hmean\"]) + (((((data[\"fftr_num_peaks_50\"]) * (data[\"fftr_abs_max_roll_mean_100\"]))) - (data[\"percentile_50\"]))))))) - (((data[\"fftr_abs_max_roll_mean_10000\"]) + (data[\"ffti_mean_change_rate\"]))))) +\n            0.040000*np.tanh(((((((data[\"fftr_time_rev_asym_stat_10\"]) * (data[\"fftr_range_-4000_-3000\"]))) + (((((data[\"ffti_percentile_roll_mean_50\"]) * (data[\"exp_Moving_average_50000_std\"]))) + (data[\"fftr_percentile_roll_std_40\"]))))) + (((data[\"min_roll_mean_500\"]) * (data[\"ffti_classic_sta_lta2_mean\"]))))) +\n            0.040000*np.tanh(((data[\"abs_percentile_70\"]) + (((data[\"fftr_exp_Moving_average_30000_mean\"]) - (((((((data[\"fftr_exp_Moving_average_30000_mean\"]) * (((((data[\"percentile_roll_std_20\"]) * (data[\"percentile_90\"]))) * 2.0)))) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"classic_sta_lta3_mean\"]) - (((data[\"min_first_10000\"]) - (((data[\"ffti_autocorrelation_1000\"]) * (((((data[\"ffti_max_roll_std_50\"]) - (((((data[\"ffti_ave_roll_mean_500\"]) * 2.0)) * 2.0)))) + (data[\"fftr_min_roll_std_500\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"min_last_50000\"]) - (data[\"ffti_kurt\"]))) + (data[\"fftr_percentile_roll_std_50\"]))) - (((((data[\"ffti_av_change_abs_roll_std_50\"]) + (data[\"ffti_min_roll_std_50\"]))) + (((data[\"ffti_percentile_roll_std_80\"]) - (data[\"ffti_min_roll_std_10000\"]))))))) +\n            0.040000*np.tanh(((data[\"percentile_roll_std_60\"]) - (((((data[\"fftr_abs_max_roll_std_50\"]) + (((data[\"autocorrelation_100\"]) + (((((data[\"num_peaks_10\"]) * (data[\"num_peaks_10\"]))) + (data[\"fftr_abs_percentile_30\"]))))))) * (data[\"min_roll_std_1000\"]))))) +\n            0.040000*np.tanh(((((data[\"fftr_time_rev_asym_stat_10\"]) * ((-1.0*((data[\"ffti_autocorrelation_50\"])))))) + (((data[\"fftr_min_roll_std_500\"]) + (((data[\"fftr_percentile_roll_mean_5\"]) * (((((data[\"percentile_roll_std_75\"]) + (data[\"percentile_75\"]))) * 2.0)))))))) +\n            0.040000*np.tanh(((((data[\"fftr_range_minf_m4000\"]) * 2.0)) * ((-1.0*((((data[\"ffti_ave10\"]) + (((((data[\"fftr_exp_Moving_average_3000_mean\"]) * (((data[\"fftr_ave_roll_mean_10\"]) + (data[\"fftr_abs_percentile_1\"]))))) + (data[\"ffti_ave_roll_mean_10000\"])))))))))) +\n            0.040000*np.tanh(((((data[\"ffti_percentile_roll_std_5\"]) * (data[\"autocorrelation_10000\"]))) - (((data[\"ffti_abs_percentile_1\"]) * (((((((data[\"classic_sta_lta5_mean\"]) * (data[\"fftr_Hann_window_mean_1500\"]))) + (data[\"ffti_av_change_abs_roll_std_10\"]))) - (data[\"fftr_percentile_roll_mean_5\"]))))))) +\n            0.040000*np.tanh((((((((-1.0*((data[\"ffti_percentile_roll_std_60\"])))) * 2.0)) * 2.0)) * (((((((data[\"exp_Moving_average_50000_std\"]) - (((data[\"fftr_min_first_1000\"]) * 2.0)))) + (data[\"fftr_exp_Moving_average_30000_mean\"]))) + (data[\"fftr_exp_Moving_average_30000_mean\"]))))) +\n            0.040000*np.tanh(((data[\"fftr_std_last_10000\"]) + (((data[\"ffti_min_first_1000\"]) + (((data[\"mean_last_10000\"]) * (((((data[\"ffti_autocorrelation_5000\"]) + (((data[\"max_to_min_diff\"]) + (data[\"max_to_min_diff\"]))))) + (data[\"ffti_autocorrelation_5000\"]))))))))) +\n            0.040000*np.tanh(((((data[\"autocorrelation_500\"]) * (data[\"ffti_Hann_window_mean_150\"]))) - ((((((((data[\"autocorrelation_100\"]) + (data[\"percentile_roll_mean_40\"]))/2.0)) + (data[\"av_change_abs_roll_std_500\"]))) - (((data[\"av_change_rate_roll_mean_10000\"]) * (data[\"ffti_Hann_window_mean_50\"]))))))) +\n            0.039937*np.tanh(((((((((((data[\"mean_change_rate_first_1000\"]) - (data[\"fftr_percentile_roll_mean_25\"]))) - (data[\"ffti_abs_max_roll_std_50\"]))) - (data[\"ffti_percentile_roll_std_75\"]))) - ((((data[\"fftr_percentile_roll_mean_25\"]) + (data[\"fftr_time_rev_asym_stat_5\"]))/2.0)))) + (data[\"skew\"]))) +\n            0.040000*np.tanh(((((((((data[\"ffti_kurt\"]) - (data[\"ffti_percentile_roll_std_10\"]))) - (data[\"fftr_percentile_roll_std_40\"]))) - (((data[\"fftr_percentile_roll_std_40\"]) * 2.0)))) * (((data[\"fftr_percentile_roll_mean_95\"]) + (((data[\"fftr_mean_last_50000\"]) * 2.0)))))) +\n            0.039969*np.tanh(((((data[\"av_change_abs_roll_mean_100\"]) * (((((data[\"autocorrelation_1000\"]) + (((data[\"fftr_percentile_roll_mean_99\"]) + (data[\"ffti_max_roll_mean_10000\"]))))) + (data[\"std_roll_std_10\"]))))) + (((data[\"ffti_trend\"]) + (data[\"autocorrelation_50\"]))))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_mean_95\"]) * (((((data[\"fftr_percentile_roll_mean_80\"]) * 2.0)) + (((((((((((data[\"ffti_min_first_1000\"]) * 2.0)) - (data[\"av_change_abs_roll_mean_1000\"]))) + (data[\"min_roll_std_500\"]))) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"fftr_mean_last_1000\"]) * (((((((data[\"mean_first_1000\"]) - ((((((((((data[\"ffti_min_first_1000\"]) + (data[\"med\"]))/2.0)) * (data[\"mean_change_rate_first_50000\"]))) * 2.0)) * 2.0)))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((((data[\"percentile_roll_std_10\"]) * ((-1.0*((((data[\"max_to_min\"]) + (data[\"autocorrelation_50\"])))))))) + (((((data[\"ave10\"]) * (data[\"autocorrelation_50\"]))) * (((data[\"ffti_min_first_1000\"]) * 2.0)))))) +\n            0.037186*np.tanh(((((((data[\"ffti_max_to_min\"]) + (data[\"av_change_abs_roll_mean_500\"]))) - (((((((((data[\"fftr_max_roll_mean_10000\"]) * (((data[\"range_1000_2000\"]) - (data[\"ffti_percentile_roll_mean_95\"]))))) * 2.0)) * 2.0)) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh((((((((data[\"fftr_av_change_abs_roll_std_10\"]) + (data[\"ffti_min_last_1000\"]))/2.0)) + (((((data[\"percentile_roll_mean_25\"]) * (data[\"ffti_max_to_min\"]))) * 2.0)))) + (((((data[\"ffti_av_change_abs_roll_mean_10000\"]) * (data[\"ffti_max_to_min\"]))) * 2.0)))) +\n            0.040000*np.tanh((((((((((((data[\"max_roll_mean_10000\"]) + (data[\"ffti_av_change_abs_roll_mean_10000\"]))/2.0)) * 2.0)) * 2.0)) * 2.0)) * (((((data[\"fftr_abs_percentile_5\"]) - (((data[\"ffti_max_first_1000\"]) * 2.0)))) - (data[\"fftr_spkt_welch_density_1\"]))))) +\n            0.039969*np.tanh(((((data[\"ffti_min_last_1000\"]) - ((((data[\"min_first_10000\"]) + (((data[\"fftr_percentile_roll_std_10\"]) * 2.0)))/2.0)))) - (((data[\"ffti_max_roll_mean_100\"]) * (((((((data[\"ffti_av_change_abs_roll_std_1000\"]) * 2.0)) * 2.0)) * 2.0)))))) +\n            0.040000*np.tanh(((data[\"ffti_av_change_abs_roll_std_10\"]) * (((data[\"min_last_1000\"]) + (((((((data[\"fftr_exp_Moving_average_50000_mean\"]) + (data[\"ffti_range_2000_3000\"]))) - (((data[\"abs_percentile_20\"]) - (data[\"ffti_av_change_abs_roll_mean_1000\"]))))) - (data[\"ffti_spkt_welch_density_5\"]))))))) +\n            0.040000*np.tanh(((((data[\"ffti_av_change_abs_roll_mean_50\"]) * (((data[\"ffti_av_change_abs_roll_std_50\"]) - (data[\"ffti_min_roll_std_50\"]))))) + (((((data[\"ffti_min_roll_std_50\"]) * (((data[\"ffti_autocorrelation_10\"]) * 2.0)))) + (data[\"min_first_1000\"]))))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_40\"]) - (((data[\"fftr_percentile_roll_std_40\"]) * (((data[\"ffti_mean_change_abs\"]) - (((((((data[\"fftr_range_3000_4000\"]) - (data[\"spkt_welch_density_100\"]))) - (data[\"spkt_welch_density_100\"]))) - (data[\"ffti_mean_change_abs\"]))))))))) +\n            0.040000*np.tanh(((((((((((((data[\"mean_change_rate_last_1000\"]) + (data[\"max_last_10000\"]))/2.0)) + (data[\"ffti_av_change_abs_roll_mean_1000\"]))/2.0)) - (((data[\"ffti_percentile_80\"]) * (data[\"ffti_abs_percentile_1\"]))))) - (data[\"max_last_10000\"]))) - (data[\"ffti_percentile_roll_mean_50\"]))) +\n            0.040000*np.tanh(((((((((data[\"ffti_min_first_1000\"]) + (data[\"abs_percentile_20\"]))/2.0)) + (((((data[\"fftr_min_roll_std_50\"]) - (data[\"ffti_av_change_abs_roll_std_10\"]))) - (data[\"fftr_autocorrelation_10\"]))))) + (data[\"ffti_min_first_1000\"]))/2.0)) +\n            0.040000*np.tanh(((((((data[\"ffti_percentile_roll_mean_99\"]) + (((data[\"ffti_hmean\"]) * ((-1.0*((((data[\"percentile_75\"]) + (((data[\"av_change_rate_roll_std_10000\"]) + (data[\"fftr_time_rev_asym_stat_50\"])))))))))))) + (data[\"av_change_rate_roll_std_10000\"]))) * 2.0)) +\n            0.040000*np.tanh((-1.0*(((((data[\"ffti_percentile_roll_mean_75\"]) + (((((data[\"ffti_min_roll_std_500\"]) - (((data[\"ffti_min_roll_std_500\"]) - (((data[\"percentile_50\"]) * (data[\"ffti_min_roll_std_500\"]))))))) - ((-1.0*((data[\"ffti_hmean\"])))))))/2.0))))) +\n            0.040000*np.tanh(((data[\"percentile_90\"]) * (((data[\"exp_Moving_average_300_mean\"]) * (((((data[\"percentile_roll_mean_95\"]) - (((data[\"percentile_roll_std_25\"]) * 2.0)))) - (((data[\"fftr_mean_last_1000\"]) * (data[\"percentile_90\"]))))))))) +\n            0.040000*np.tanh(((((data[\"fftr_abs_percentile_1\"]) * (data[\"fftr_time_rev_asym_stat_5\"]))) + (((data[\"ffti_range_-1000_0\"]) * (((((((((data[\"ffti_percentile_roll_std_25\"]) + (data[\"av_change_rate_roll_std_100\"]))) + (data[\"ffti_percentile_roll_std_70\"]))) * 2.0)) * 2.0)))))) +\n            0.033826*np.tanh(((data[\"fftr_av_change_abs_roll_std_10\"]) + (((((((((data[\"ffti_percentile_roll_std_40\"]) - (data[\"abs_percentile_20\"]))) - (data[\"fftr_spkt_welch_density_5\"]))) * 2.0)) - (((data[\"ffti_min_roll_std_500\"]) * (data[\"ffti_percentile_roll_std_40\"]))))))) +\n            0.040000*np.tanh(((data[\"mean_change_rate\"]) - (((data[\"classic_sta_lta7_mean\"]) - (((((data[\"percentile_roll_std_75\"]) * (((data[\"ffti_kurt\"]) + (data[\"classic_sta_lta7_mean\"]))))) - ((((data[\"ffti_kurt\"]) + (data[\"classic_sta_lta7_mean\"]))/2.0)))))))) +\n            0.040000*np.tanh(((data[\"min_roll_std_10\"]) * (((((((data[\"fftr_classic_sta_lta5_mean\"]) - (((data[\"fftr_classic_sta_lta5_mean\"]) * ((-1.0*((data[\"fftr_classic_sta_lta5_mean\"])))))))) - (data[\"ffti_av_change_abs_roll_std_10\"]))) - (((data[\"fftr_mean\"]) / 2.0)))))) +\n            0.040000*np.tanh((((((((data[\"fftr_classic_sta_lta8_mean\"]) + (data[\"autocorrelation_100\"]))/2.0)) * (((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (((data[\"ffti_mean_change_rate\"]) + (data[\"ffti_kstat_1\"]))))) * 2.0)))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"fftr_range_2000_3000\"]) * (((data[\"fftr_num_peaks_20\"]) - (((data[\"ffti_abs_percentile_10\"]) + (((data[\"ffti_abs_percentile_5\"]) * (data[\"fftr_range_2000_3000\"]))))))))) - (((data[\"abs_percentile_30\"]) - (data[\"fftr_range_2000_3000\"]))))) +\n            0.040000*np.tanh(((data[\"ffti_autocorrelation_5000\"]) * (((((data[\"max_roll_mean_10\"]) * (((data[\"classic_sta_lta2_mean\"]) * 2.0)))) + (((data[\"ffti_min_roll_mean_10\"]) + (((data[\"ffti_min_roll_mean_10\"]) + (data[\"trend\"]))))))))) +\n            0.039937*np.tanh((((((((data[\"classic_sta_lta3_mean\"]) * (data[\"autocorrelation_50\"]))) + (((data[\"autocorrelation_50\"]) * (data[\"fftr_abs_max_roll_mean_100\"]))))) + (((((((data[\"ffti_kstat_1\"]) * (data[\"ffti_av_change_abs_roll_mean_10\"]))) * 2.0)) * 2.0)))/2.0)) +\n            0.039828*np.tanh(((((((((data[\"std_last_10000\"]) + (data[\"fftr_percentile_roll_std_10\"]))) * 2.0)) * (((((data[\"autocorrelation_10000\"]) + (((data[\"percentile_95\"]) + (data[\"ffti_mean_first_50000\"]))))) + (data[\"percentile_95\"]))))) * 2.0)) +\n            0.039984*np.tanh(((((data[\"ffti_range_-4000_-3000\"]) * (data[\"fftr_percentile_roll_mean_5\"]))) + (((data[\"ffti_med\"]) * (((((((data[\"fftr_min_roll_mean_50\"]) + (((data[\"ffti_abs_std\"]) + (data[\"ffti_min_roll_std_10\"]))))) * 2.0)) * 2.0)))))) +\n            0.039734*np.tanh((((-1.0*((data[\"ffti_autocorrelation_500\"])))) - ((((((-1.0*((((data[\"ffti_autocorrelation_500\"]) * (((((data[\"ffti_c3_100\"]) - (data[\"ffti_av_change_abs_roll_std_500\"]))) - (data[\"ffti_max_to_min\"])))))))) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh(((data[\"abs_percentile_20\"]) + (((((data[\"ffti_autocorrelation_100\"]) * ((((data[\"ffti_num_peaks_10\"]) + (((((data[\"ffti_percentile_roll_std_30\"]) * 2.0)) * (((-2.0) - (data[\"exp_Moving_average_50000_mean\"]))))))/2.0)))) * 2.0)))) +\n            0.039984*np.tanh(((data[\"spkt_welch_density_100\"]) * (((data[\"fftr_min_roll_std_500\"]) + (((((((data[\"spkt_welch_density_50\"]) - (((data[\"exp_Moving_average_3000_std\"]) * (data[\"ffti_exp_Moving_average_3000_mean\"]))))) - (data[\"fftr_autocorrelation_1000\"]))) + (data[\"ffti_exp_Moving_average_3000_mean\"]))))))) +\n            0.039984*np.tanh(((data[\"ffti_range_3000_4000\"]) * (((((data[\"fftr_percentile_roll_mean_80\"]) + ((((((data[\"fftr_percentile_roll_mean_80\"]) + (data[\"fftr_percentile_roll_mean_80\"]))/2.0)) * (data[\"fftr_min_roll_mean_1000\"]))))) + (data[\"ffti_percentile_roll_std_5\"]))))) +\n            0.039984*np.tanh(((data[\"ffti_min_roll_mean_1000\"]) * (((data[\"ffti_av_change_abs_roll_std_10\"]) + (((((((data[\"fftr_iqr\"]) * (data[\"fftr_percentile_roll_mean_5\"]))) + ((-1.0*((data[\"min_first_10000\"])))))) + ((-1.0*((data[\"min_roll_std_50\"])))))))))) +\n            0.040000*np.tanh(((data[\"ffti_percentile_roll_mean_50\"]) * (((((data[\"ffti_autocorrelation_100\"]) + (((data[\"spkt_welch_density_100\"]) + (data[\"abs_trend\"]))))) + (((((data[\"min_first_50000\"]) + (data[\"spkt_welch_density_100\"]))) - (data[\"ffti_percentile_roll_std_30\"]))))))) +\n            0.040000*np.tanh(((((((data[\"classic_sta_lta3_mean\"]) * (data[\"fftr_kstat_1\"]))) + (((data[\"max_first_10000\"]) - (data[\"ffti_av_change_abs_roll_std_500\"]))))) + (((data[\"fftr_sum\"]) * (((data[\"ffti_autocorrelation_50\"]) + (data[\"fftr_hmean\"]))))))) +\n            0.040000*np.tanh(((((data[\"ffti_abs_percentile_5\"]) * ((-1.0*(((((data[\"fftr_percentile_roll_std_95\"]) + (((data[\"fftr_range_-3000_-2000\"]) * 2.0)))/2.0))))))) - (((data[\"ffti_max_roll_mean_10\"]) + (((data[\"mean_change_rate_first_10000\"]) * (data[\"min_roll_std_1000\"]))))))) +\n            0.040000*np.tanh(((((data[\"autocorrelation_50\"]) * (((data[\"mean_change_rate_last_1000\"]) / 2.0)))) + (((data[\"fftr_num_peaks_10\"]) * ((-1.0*((((data[\"autocorrelation_50\"]) * (((data[\"exp_Moving_average_3000_std\"]) + (data[\"percentile_roll_mean_70\"])))))))))))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_60\"]) + (((((data[\"fftr_time_rev_asym_stat_100\"]) * (((((data[\"hmean\"]) * (data[\"fftr_percentile_50\"]))) - (((data[\"fftr_mean_first_50000\"]) - (data[\"fftr_percentile_50\"]))))))) * 2.0)))) +\n            0.039984*np.tanh(((((data[\"ffti_av_change_abs_roll_std_500\"]) * (((((data[\"percentile_75\"]) - (((data[\"ffti_min_first_1000\"]) - ((((((((data[\"ffti_av_change_abs_roll_std_50\"]) + (data[\"ffti_sum\"]))/2.0)) * 2.0)) * 2.0)))))) * 2.0)))) * 2.0)) +\n            0.039969*np.tanh(((data[\"spkt_welch_density_50\"]) * (((((data[\"fftr_std_roll_mean_50\"]) - (data[\"spkt_welch_density_50\"]))) + (((((data[\"fftr_std_roll_mean_50\"]) - (data[\"fftr_min_roll_std_50\"]))) + (((data[\"fftr_std_roll_mean_50\"]) - (data[\"ffti_trend\"]))))))))) +\n            0.040000*np.tanh((((((((((data[\"ffti_max_to_min\"]) + (data[\"percentile_60\"]))/2.0)) + (data[\"max_to_min\"]))/2.0)) + (((((data[\"percentile_75\"]) * (((data[\"ffti_percentile_roll_mean_40\"]) * (data[\"percentile_roll_std_40\"]))))) * 2.0)))/2.0)) +\n            0.039984*np.tanh(((data[\"fftr_percentile_roll_mean_90\"]) * (((((((((((((data[\"ffti_percentile_roll_mean_60\"]) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * 2.0)) * (((data[\"ffti_Hann_window_mean_1500\"]) - (((data[\"fftr_max_last_1000\"]) * 2.0)))))))) +\n            0.040000*np.tanh(((((data[\"min_first_1000\"]) * (((data[\"ffti_av_change_abs_roll_std_10000\"]) * (((data[\"percentile_roll_std_50\"]) - (((data[\"ffti_range_minf_m4000\"]) * ((((data[\"ffti_Hann_window_mean_150\"]) + (data[\"ffti_range_minf_m4000\"]))/2.0)))))))))) * 2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_min_roll_std_10\"]) * (((((((((((data[\"ffti_min_roll_std_10\"]) * (data[\"ffti_min_roll_std_10\"]))) + (data[\"av_change_abs_roll_mean_500\"]))) / 2.0)) - (data[\"ffti_num_peaks_50\"]))) + (data[\"std_last_50000\"]))))) * 2.0)) +\n            0.040000*np.tanh(((data[\"ffti_num_peaks_50\"]) * (((((((data[\"percentile_roll_mean_50\"]) + (((data[\"fftr_time_rev_asym_stat_50\"]) * 2.0)))) + (data[\"fftr_time_rev_asym_stat_50\"]))) + (((data[\"ffti_min_roll_std_10000\"]) * (((data[\"fftr_max_roll_std_10\"]) * 2.0)))))))) +\n            0.039969*np.tanh(((((data[\"max_to_min\"]) * (((data[\"ffti_c3_1000\"]) + (data[\"classic_sta_lta4_mean\"]))))) + ((((((data[\"classic_sta_lta4_mean\"]) + (data[\"ffti_autocorrelation_5\"]))/2.0)) + (((data[\"ffti_autocorrelation_5\"]) * (data[\"fftr_min_roll_mean_500\"]))))))) +\n            0.040000*np.tanh(((data[\"fftr_spkt_welch_density_10\"]) * (((((data[\"ffti_mean_first_50000\"]) * 2.0)) + (((data[\"fftr_min_last_1000\"]) + (((((data[\"fftr_min_last_1000\"]) + (((data[\"ffti_ave_roll_mean_50\"]) - (data[\"ffti_min_roll_std_500\"]))))) * 2.0)))))))) +\n            0.039984*np.tanh(((((((((data[\"fftr_max_roll_std_50\"]) * (data[\"fftr_percentile_roll_mean_75\"]))) * 2.0)) + (data[\"ffti_percentile_roll_mean_70\"]))) + (((((((((data[\"ffti_mean_change_rate_last_10000\"]) * 2.0)) * 2.0)) * 2.0)) * (data[\"fftr_percentile_roll_mean_75\"]))))) +\n            0.040000*np.tanh(((((data[\"fftr_spkt_welch_density_1\"]) + (data[\"fftr_spkt_welch_density_1\"]))) * (((data[\"fftr_num_peaks_20\"]) + (((((data[\"fftr_spkt_welch_density_1\"]) - (data[\"autocorrelation_500\"]))) + (((data[\"fftr_min_roll_mean_10\"]) + (data[\"autocorrelation_10000\"]))))))))) +\n            0.040000*np.tanh(((((((data[\"av_change_rate_roll_mean_50\"]) * (((data[\"ffti_percentile_roll_mean_10\"]) + (((((data[\"fftr_range_1000_2000\"]) + (data[\"fftr_percentile_roll_mean_40\"]))) - (((data[\"ffti_percentile_roll_mean_75\"]) - (data[\"av_change_abs_roll_mean_1000\"]))))))))) * 2.0)) * 2.0)) +\n            0.038156*np.tanh(((data[\"fftr_min_last_1000\"]) * ((((((((((-1.0*(((((data[\"ffti_exp_Moving_average_30000_mean\"]) + (((data[\"fftr_autocorrelation_1000\"]) + (data[\"av_change_rate_roll_mean_10000\"]))))/2.0))))) * 2.0)) * 2.0)) * 2.0)) * 2.0)))) +\n            0.040000*np.tanh((((((((data[\"mean_change_rate_last_10000\"]) + (((data[\"ffti_percentile_roll_mean_50\"]) + (((data[\"fftr_num_peaks_100\"]) + (data[\"classic_sta_lta5_mean\"]))))))/2.0)) / 2.0)) - ((-1.0*((((data[\"ffti_mean_last_10000\"]) * (data[\"min_roll_std_10\"])))))))) +\n            0.039953*np.tanh(((data[\"ffti_autocorrelation_5\"]) * (((((data[\"ffti_percentile_roll_std_50\"]) + (((data[\"fftr_percentile_40\"]) + (data[\"fftr_min_first_1000\"]))))) + ((((((data[\"fftr_min_first_1000\"]) + (data[\"fftr_percentile_40\"]))/2.0)) + (data[\"ffti_percentile_roll_std_50\"]))))))) +\n            0.040000*np.tanh(((((((((-1.0*((data[\"fftr_mean_change_rate_first_10000\"])))) * 2.0)) * 2.0)) + (((data[\"max_first_50000\"]) + ((((data[\"skew\"]) + (((data[\"classic_sta_lta3_mean\"]) + (data[\"ffti_classic_sta_lta5_mean\"]))))/2.0)))))/2.0)) +\n            0.040000*np.tanh(((data[\"percentile_roll_mean_1\"]) * (((data[\"classic_sta_lta6_mean\"]) + ((-1.0*(((((data[\"min_roll_std_1000\"]) + ((-1.0*((((data[\"av_change_abs_roll_mean_10000\"]) * (((data[\"classic_sta_lta6_mean\"]) + (data[\"percentile_60\"])))))))))/2.0))))))))) +\n            0.040000*np.tanh(((data[\"percentile_roll_mean_90\"]) * ((-1.0*(((((((data[\"fftr_abs_percentile_1\"]) + (data[\"ffti_percentile_roll_std_60\"]))) + (((data[\"fftr_time_rev_asym_stat_100\"]) + ((((-1.0*((data[\"fftr_range_-3000_-2000\"])))) + (data[\"fftr_autocorrelation_500\"]))))))/2.0))))))) +\n            0.039984*np.tanh(((((((data[\"exp_Moving_average_3000_std\"]) * (((data[\"fftr_min_roll_std_500\"]) - (data[\"ffti_min_roll_std_50\"]))))) * 2.0)) + (((((data[\"ffti_abs_max_roll_mean_500\"]) + (data[\"fftr_av_change_abs_roll_mean_10000\"]))) * (data[\"ffti_abs_max_roll_mean_500\"]))))) +\n            0.038671*np.tanh(((((((data[\"classic_sta_lta4_mean\"]) * (((data[\"fftr_hmean\"]) - (data[\"fftr_min_roll_mean_10\"]))))) + (data[\"fftr_min_roll_std_500\"]))) + (((((data[\"fftr_min_roll_std_500\"]) + (data[\"fftr_hmean\"]))) * (data[\"ffti_min_roll_mean_1000\"]))))) +\n            0.040000*np.tanh((-1.0*((((data[\"fftr_percentile_roll_mean_30\"]) * (((data[\"ffti_num_peaks_100\"]) + (((((data[\"max_first_10000\"]) + (data[\"ffti_num_peaks_100\"]))) + (((data[\"abs_percentile_20\"]) + (((data[\"ffti_min_roll_std_10\"]) / 2.0))))))))))))) +\n            0.040000*np.tanh(((data[\"fftr_time_rev_asym_stat_10\"]) * (((((data[\"av_change_abs_roll_std_10\"]) + (((((data[\"classic_sta_lta3_mean\"]) + (data[\"fftr_num_peaks_10\"]))) + (data[\"fftr_time_rev_asym_stat_5\"]))))) + (((data[\"classic_sta_lta3_mean\"]) * (data[\"ffti_min_roll_mean_50\"]))))))) +\n            0.039969*np.tanh(((((((data[\"percentile_roll_mean_75\"]) * (data[\"percentile_60\"]))) * (((data[\"classic_sta_lta2_mean\"]) + (data[\"ffti_min_roll_mean_500\"]))))) + (((data[\"percentile_60\"]) * (((data[\"ffti_autocorrelation_1000\"]) - (data[\"ffti_percentile_50\"]))))))) +\n            0.039922*np.tanh(((data[\"percentile_60\"]) * (((data[\"fftr_abs_max_roll_std_100\"]) + (((data[\"classic_sta_lta2_mean\"]) + (((((data[\"classic_sta_lta2_mean\"]) + (((data[\"ffti_max_roll_std_10000\"]) - (data[\"fftr_std_roll_mean_10000\"]))))) - (data[\"fftr_std_roll_mean_10000\"]))))))))) +\n            0.039984*np.tanh(((((((data[\"fftr_min_roll_mean_10000\"]) * ((((-1.0*((data[\"autocorrelation_100\"])))) + (((((data[\"fftr_min_roll_mean_100\"]) / 2.0)) + ((-1.0*((data[\"fftr_min_roll_mean_10000\"])))))))))) * 2.0)) + (data[\"av_change_rate_roll_std_500\"]))) +\n            0.039937*np.tanh((-1.0*((((data[\"percentile_60\"]) * ((((((data[\"num_peaks_100\"]) - ((((-1.0*((data[\"ffti_autocorrelation_10000\"])))) + (data[\"ffti_abs_percentile_50\"]))))) + (((data[\"num_peaks_100\"]) - (data[\"classic_sta_lta4_mean\"]))))/2.0))))))) +\n            0.039984*np.tanh(((((((data[\"av_change_rate_roll_std_10\"]) * 2.0)) * (data[\"max_to_min\"]))) - (((data[\"autocorrelation_5000\"]) * (((((data[\"fftr_percentile_25\"]) - (data[\"max_to_min\"]))) - (data[\"fftr_abs_max_roll_std_100\"]))))))) +\n            0.039984*np.tanh(((((((((data[\"fftr_autocorrelation_500\"]) * (data[\"fftr_autocorrelation_5000\"]))) + (((data[\"ffti_min_roll_std_10000\"]) * (data[\"percentile_75\"]))))) + (data[\"std_last_50000\"]))) + (((data[\"ffti_med\"]) * (data[\"av_change_rate_roll_std_500\"]))))) +\n            0.040000*np.tanh(((data[\"percentile_50\"]) * (((((((data[\"ffti_max_to_min\"]) + (data[\"fftr_range_2000_3000\"]))/2.0)) + ((((data[\"fftr_range_2000_3000\"]) + (((data[\"ffti_max_to_min\"]) * (((data[\"ffti_max_to_min\"]) * (data[\"percentile_50\"]))))))/2.0)))/2.0)))) +\n            0.039984*np.tanh(((data[\"fftr_percentile_roll_std_20\"]) * (((((((data[\"ffti_autocorrelation_500\"]) - (data[\"ffti_percentile_roll_mean_60\"]))) - (((((data[\"ffti_autocorrelation_500\"]) - (data[\"ffti_percentile_roll_mean_60\"]))) * (data[\"fftr_ave_roll_std_100\"]))))) - (data[\"fftr_percentile_roll_mean_50\"]))))) +\n            0.040000*np.tanh((-1.0*((((((data[\"fftr_mean_change_rate_first_10000\"]) - (((data[\"ffti_num_peaks_100\"]) * (((((((data[\"ffti_percentile_roll_std_30\"]) + (((data[\"fftr_max_roll_mean_1000\"]) + (data[\"ffti_autocorrelation_50\"]))))/2.0)) + (data[\"fftr_max_roll_mean_1000\"]))/2.0)))))) * 2.0))))) +\n            0.039984*np.tanh(((data[\"std_first_10000\"]) * (((((data[\"fftr_min_roll_std_100\"]) - (((data[\"min_roll_std_500\"]) * (data[\"ffti_classic_sta_lta6_mean\"]))))) + (((data[\"fftr_min_roll_std_1000\"]) - ((-1.0*((data[\"fftr_mean_last_50000\"])))))))))) +\n            0.040000*np.tanh(((((data[\"fftr_moment_4\"]) + (data[\"ffti_min_roll_std_10\"]))) * (((((data[\"ffti_exp_Moving_average_50000_std\"]) + (data[\"std_last_50000\"]))) + (((data[\"ffti_min_roll_std_500\"]) + (data[\"mean_change_rate_first_10000\"]))))))) +\n            0.039984*np.tanh((((((data[\"av_change_abs_roll_std_1000\"]) * (((data[\"max_to_min\"]) - (((data[\"fftr_Hann_window_mean_1500\"]) - (((data[\"av_change_abs_roll_std_1000\"]) * (data[\"ffti_percentile_roll_std_40\"]))))))))) + (((data[\"ffti_percentile_roll_std_40\"]) - (data[\"ffti_autocorrelation_10000\"]))))/2.0)) +\n            0.039984*np.tanh((((((((data[\"ffti_percentile_roll_std_70\"]) * (((data[\"ffti_mean_last_1000\"]) * 2.0)))) + ((((((data[\"fftr_min_first_1000\"]) * (data[\"fftr_spkt_welch_density_10\"]))) + (((data[\"ffti_min_roll_std_1000\"]) * (data[\"ffti_percentile_roll_mean_25\"]))))/2.0)))/2.0)) * 2.0)) +\n            0.039984*np.tanh(((((data[\"ffti_std_first_50000\"]) * (((data[\"fftr_kstat_1\"]) * (((((((data[\"ffti_min_roll_std_10\"]) - (data[\"abs_percentile_80\"]))) * 2.0)) + (((data[\"fftr_mean_last_1000\"]) - (data[\"fftr_std_roll_mean_10000\"]))))))))) * 2.0)) +\n            0.039891*np.tanh(((((((data[\"max_last_10000\"]) + (data[\"skew\"]))) * (data[\"ffti_min_roll_std_10\"]))) + (((data[\"fftr_time_rev_asym_stat_100\"]) * (((((data[\"ffti_percentile_roll_std_30\"]) + (data[\"max_last_50000\"]))) + (data[\"max_last_10000\"]))))))) +\n            0.039953*np.tanh(((data[\"fftr_abs_percentile_1\"]) * (((((((data[\"ffti_range_2000_3000\"]) * (((data[\"ffti_range_2000_3000\"]) * (data[\"fftr_num_peaks_100\"]))))) - (data[\"ffti_percentile_roll_std_30\"]))) - (data[\"ffti_percentile_roll_std_30\"]))))) +\n            0.040000*np.tanh((((((((data[\"max_last_1000\"]) + (data[\"ffti_percentile_roll_std_10\"]))) + (data[\"ffti_autocorrelation_100\"]))/2.0)) * ((((((((data[\"ffti_autocorrelation_100\"]) + (data[\"av_change_abs_roll_std_10\"]))/2.0)) + (data[\"percentile_70\"]))) + (data[\"percentile_70\"]))))) +\n            0.039984*np.tanh((((((((data[\"av_change_abs_roll_mean_50\"]) * ((((data[\"ffti_percentile_roll_mean_70\"]) + ((((data[\"av_change_abs_roll_std_10\"]) + (data[\"fftr_min_roll_std_100\"]))/2.0)))/2.0)))) * 2.0)) + (((data[\"fftr_abs_percentile_1\"]) * (((data[\"ffti_percentile_roll_mean_70\"]) * 2.0)))))/2.0)) +\n            0.039969*np.tanh(((data[\"fftr_c3_10000\"]) - (((((data[\"ffti_percentile_roll_std_10\"]) + (data[\"ffti_percentile_roll_std_10\"]))) * (((data[\"fftr_sum\"]) - (((data[\"fftr_percentile_roll_mean_70\"]) - (((data[\"abs_percentile_20\"]) + (data[\"fftr_Hann_window_mean_50\"]))))))))))) +\n            0.039500*np.tanh(((data[\"ffti_range_-4000_-3000\"]) + (((data[\"min_roll_std_500\"]) + (((((data[\"min_roll_std_500\"]) + (data[\"ffti_abs_percentile_70\"]))) * (((data[\"min_roll_std_500\"]) * (((data[\"max_roll_mean_100\"]) - (data[\"min_roll_std_500\"]))))))))))) +\n            0.040000*np.tanh(((((data[\"fftr_min_roll_std_500\"]) - (data[\"ffti_av_change_abs_roll_std_50\"]))) * (((data[\"ffti_av_change_abs_roll_std_50\"]) + (((data[\"ffti_percentile_25\"]) + (((data[\"percentile_roll_mean_5\"]) + ((-1.0*((data[\"ffti_abs_percentile_5\"])))))))))))) +\n            0.040000*np.tanh(((((data[\"mean_last_10000\"]) + (data[\"min_roll_std_10\"]))) * ((((data[\"mean_change_abs\"]) + ((((data[\"ffti_autocorrelation_5000\"]) + (((data[\"min_roll_std_10\"]) * ((((data[\"mean_change_rate_last_10000\"]) + (data[\"ffti_av_change_abs_roll_mean_10000\"]))/2.0)))))/2.0)))/2.0)))) +\n            0.039218*np.tanh((-1.0*((((data[\"num_peaks_50\"]) * ((((((data[\"fftr_ave_roll_mean_500\"]) + (data[\"mean_change_rate_last_1000\"]))) + (data[\"ffti_num_peaks_10\"]))/2.0))))))) +\n            0.040000*np.tanh(((data[\"fftr_autocorrelation_50\"]) * ((((data[\"ffti_min_last_1000\"]) + (((((data[\"max_first_10000\"]) + (((((data[\"ffti_min_last_1000\"]) - (data[\"mean_change_rate_first_10000\"]))) + (data[\"ffti_num_peaks_50\"]))))) - (data[\"ffti_autocorrelation_10\"]))))/2.0)))) +\n            0.039984*np.tanh(((((data[\"av_change_rate_roll_mean_500\"]) * (((data[\"ffti_num_peaks_50\"]) - (((data[\"ffti_mean_last_10000\"]) - (((data[\"fftr_time_rev_asym_stat_1\"]) + (data[\"fftr_time_rev_asym_stat_1\"]))))))))) + (((data[\"autocorrelation_5000\"]) * (data[\"ffti_classic_sta_lta6_mean\"]))))) +\n            0.039969*np.tanh(((((data[\"ffti_percentile_roll_mean_60\"]) * (((data[\"fftr_percentile_roll_mean_5\"]) + ((((((data[\"ffti_av_change_abs_roll_std_10000\"]) * (data[\"ffti_av_change_abs_roll_mean_500\"]))) + (data[\"av_change_abs_roll_std_10\"]))/2.0)))))) + (((data[\"ffti_abs_percentile_1\"]) * (data[\"ffti_av_change_abs_roll_std_10000\"]))))) +\n            0.034639*np.tanh(((data[\"av_change_abs_roll_std_10\"]) * ((-1.0*((((((((((data[\"fftr_spkt_welch_density_5\"]) - (data[\"skew\"]))) + (((data[\"ffti_av_change_abs_roll_std_10\"]) * 2.0)))) + (((data[\"ffti_av_change_abs_roll_std_10\"]) * 2.0)))) * 2.0))))))) +\n            0.038921*np.tanh(((data[\"av_change_rate_roll_std_10000\"]) + (((data[\"abs_max_roll_mean_1000\"]) + (((data[\"fftr_c3_10000\"]) + (((((data[\"abs_max_roll_mean_1000\"]) + (data[\"av_change_rate_roll_std_10000\"]))) * (((data[\"abs_percentile_5\"]) + (data[\"min_roll_mean_10000\"]))))))))))) +\n            0.040000*np.tanh(((data[\"percentile_70\"]) * (((((((data[\"av_change_abs_roll_mean_10\"]) + (((data[\"abs_percentile_10\"]) - (data[\"mean_change_rate_last_1000\"]))))/2.0)) + ((((data[\"fftr_av_change_abs_roll_std_10000\"]) + (data[\"fftr_autocorrelation_5\"]))/2.0)))/2.0)))) +\n            0.037921*np.tanh(((data[\"fftr_time_rev_asym_stat_50\"]) * ((((((data[\"fftr_std_roll_mean_10\"]) + (data[\"abs_percentile_40\"]))/2.0)) + (((data[\"ffti_percentile_roll_mean_5\"]) + (((data[\"min_roll_std_50\"]) + (data[\"av_change_abs_roll_mean_10\"]))))))))) +\n            0.040000*np.tanh(((((data[\"ffti_abs_percentile_5\"]) * (data[\"ffti_skew\"]))) + (((((data[\"fftr_min_first_1000\"]) - (data[\"ffti_skew\"]))) * ((((data[\"fftr_autocorrelation_10000\"]) + ((((data[\"exp_Moving_average_50000_std\"]) + (data[\"ffti_spkt_welch_density_10\"]))/2.0)))/2.0)))))) +\n            0.039984*np.tanh(((((((data[\"ffti_av_change_abs_roll_std_10000\"]) + (data[\"percentile_roll_std_25\"]))) * (((data[\"fftr_percentile_roll_std_50\"]) - ((((data[\"ffti_ave10\"]) + (((data[\"ffti_max_roll_mean_100\"]) * (data[\"percentile_roll_std_20\"]))))/2.0)))))) - (data[\"c3_100\"]))) +\n            0.040000*np.tanh((((data[\"autocorrelation_50\"]) + (((data[\"ffti_mean_change_rate_last_10000\"]) * (((data[\"abs_percentile_40\"]) - (((((data[\"autocorrelation_50\"]) + (data[\"autocorrelation_100\"]))) + (data[\"autocorrelation_1000\"]))))))))/2.0)) +\n            0.036561*np.tanh(((((((((((data[\"ffti_med\"]) + (data[\"fftr_time_rev_asym_stat_100\"]))) + (data[\"av_change_rate_roll_mean_50\"]))) * (((data[\"ffti_num_peaks_50\"]) + (((data[\"count_big\"]) + (data[\"ffti_percentile_roll_mean_75\"]))))))) * 2.0)) * 2.0)) +\n            0.037796*np.tanh(((((data[\"ffti_abs_max_roll_std_100\"]) - (data[\"ffti_min_roll_std_50\"]))) * (((data[\"ffti_min_roll_std_50\"]) + ((((((data[\"ffti_num_peaks_50\"]) + (data[\"fftr_kstat_3\"]))/2.0)) + (((data[\"ffti_autocorrelation_100\"]) - (data[\"abs_percentile_10\"]))))))))) +\n            0.039906*np.tanh((((((((data[\"max_first_1000\"]) * (data[\"max_first_1000\"]))) - ((-1.0*(((0.67554849386215210))))))) + ((-1.0*(((((data[\"ffti_min_roll_std_50\"]) + ((0.67554849386215210)))/2.0))))))/2.0)) +\n            0.039984*np.tanh(((((data[\"fftr_percentile_roll_std_25\"]) - ((((((data[\"fftr_percentile_roll_std_5\"]) + (data[\"percentile_60\"]))/2.0)) + ((((-1.0*((data[\"ffti_ave_roll_mean_10\"])))) + (data[\"ffti_c3_5000\"]))))))) * (data[\"fftr_percentile_roll_std_5\"]))) +\n            0.039969*np.tanh(((data[\"fftr_time_rev_asym_stat_50\"]) * (((data[\"ffti_kstat_1\"]) + (((data[\"ffti_kstat_1\"]) + (((((data[\"ffti_min_roll_mean_10\"]) + (((data[\"fftr_percentile_50\"]) - (data[\"percentile_roll_std_50\"]))))) * (data[\"ffti_min_roll_mean_10\"]))))))))) +\n            0.039953*np.tanh(((data[\"fftr_percentile_roll_std_40\"]) * (((((((((((data[\"skew\"]) - (data[\"min_roll_std_1000\"]))) - (data[\"fftr_time_rev_asym_stat_100\"]))) - (data[\"ffti_exp_Moving_average_30000_std\"]))) - (data[\"ffti_mean_last_50000\"]))) - (data[\"ffti_c3_1000\"]))))) +\n            0.039719*np.tanh(((((((data[\"autocorrelation_100\"]) * (((data[\"ffti_av_change_abs_roll_std_500\"]) * (((data[\"abs_max_roll_std_1000\"]) + ((((((data[\"ffti_min_roll_std_100\"]) + (data[\"ffti_max_roll_mean_50\"]))/2.0)) * 2.0)))))))) * 2.0)) * 2.0)) +\n            0.039969*np.tanh(((((data[\"ffti_percentile_50\"]) * (((data[\"ffti_av_change_abs_roll_mean_10000\"]) + ((((((data[\"ffti_sum\"]) + (((data[\"av_change_abs_roll_mean_500\"]) * (data[\"ffti_percentile_50\"]))))/2.0)) * 2.0)))))) - (data[\"ffti_sum\"]))) +\n            0.040000*np.tanh(((data[\"fftr_hmean\"]) * (((data[\"fftr_percentile_roll_std_60\"]) + (((data[\"ffti_percentile_roll_mean_70\"]) + ((((((data[\"ffti_classic_sta_lta6_mean\"]) + (data[\"fftr_Hann_window_mean_150\"]))) + (((data[\"ffti_percentile_roll_mean_75\"]) * (data[\"fftr_Hann_window_mean_150\"]))))/2.0)))))))) +\n            0.040000*np.tanh(((data[\"fftr_Hann_window_mean_15000\"]) * (((data[\"fftr_std_roll_mean_10000\"]) + (((((((data[\"autocorrelation_10\"]) * 2.0)) * (((data[\"av_change_rate_roll_std_10000\"]) + ((((data[\"fftr_std_roll_mean_10000\"]) + (data[\"fftr_Hann_window_mean_50\"]))/2.0)))))) / 2.0)))))) +\n            0.040000*np.tanh(((data[\"fftr_percentile_roll_std_50\"]) * (((data[\"fftr_time_rev_asym_stat_100\"]) + (((data[\"fftr_percentile_roll_std_50\"]) + (((data[\"fftr_min\"]) + (((((data[\"ffti_min_roll_std_1000\"]) + ((-1.0*((data[\"ffti_percentile_roll_mean_20\"])))))) * 2.0)))))))))) +\n            0.039203*np.tanh(((((data[\"ffti_mean_change_rate\"]) * (((data[\"fftr_time_rev_asym_stat_5\"]) + (((data[\"fftr_autocorrelation_100\"]) + (((data[\"ffti_min_roll_mean_10000\"]) + (data[\"fftr_time_rev_asym_stat_10\"]))))))))) * 2.0)) +\n            0.037905*np.tanh(((data[\"ffti_kstat_1\"]) * (((((((data[\"fftr_percentile_roll_std_10\"]) + (data[\"ffti_std_roll_mean_50\"]))) + (data[\"ffti_mean_change_rate_last_10000\"]))) - (((((data[\"percentile_roll_mean_40\"]) - (data[\"fftr_percentile_roll_std_10\"]))) - (data[\"fftr_percentile_roll_std_10\"]))))))) +\n            0.040000*np.tanh(((data[\"ffti_autocorrelation_10000\"]) * ((((((data[\"fftr_std_roll_std_100\"]) + (((data[\"fftr_min_roll_std_10000\"]) * (data[\"fftr_min_roll_std_10000\"]))))/2.0)) - ((((data[\"ffti_kstat_1\"]) + (((data[\"fftr_abs_max_roll_mean_50\"]) - (data[\"fftr_min_roll_std_10000\"]))))/2.0)))))) +\n            0.040000*np.tanh((-1.0*((((data[\"ffti_percentile_roll_std_40\"]) * (((((((((data[\"max_last_50000\"]) * 2.0)) - (((((data[\"autocorrelation_1000\"]) - (data[\"ffti_percentile_roll_std_40\"]))) / 2.0)))) * 2.0)) - (data[\"autocorrelation_1000\"])))))))) +\n            0.039984*np.tanh(((((data[\"ffti_av_change_abs_roll_std_10000\"]) * (((data[\"fftr_c3_5\"]) + (((((data[\"med\"]) * (((data[\"ffti_percentile_roll_std_5\"]) + (data[\"fftr_mean_last_10000\"]))))) + (data[\"fftr_mean_last_10000\"]))))))) * 2.0)) +\n            0.039953*np.tanh(((data[\"ffti_percentile_roll_std_60\"]) * (((((((data[\"fftr_min_roll_std_500\"]) - (data[\"fftr_abs_max_roll_mean_100\"]))) - (data[\"ffti_kurt\"]))) + (((data[\"fftr_exp_Moving_average_30000_std\"]) * (((data[\"fftr_min_roll_std_500\"]) - (data[\"fftr_abs_max_roll_mean_100\"]))))))))) +\n            0.039984*np.tanh(((data[\"ffti_percentile_roll_std_30\"]) * ((-1.0*((((((data[\"percentile_50\"]) * (data[\"ffti_percentile_roll_std_20\"]))) + (((((data[\"fftr_mean_change_rate_first_10000\"]) - (data[\"ffti_num_peaks_100\"]))) - (data[\"fftr_percentile_roll_std_10\"])))))))))) +\n            0.040000*np.tanh(((data[\"spkt_welch_density_50\"]) * (((data[\"abs_percentile_40\"]) + (((((data[\"fftr_percentile_roll_std_25\"]) + (data[\"fftr_time_rev_asym_stat_100\"]))) - (((data[\"av_change_rate_roll_mean_10000\"]) - (((data[\"min_roll_std_500\"]) * (data[\"percentile_roll_mean_70\"]))))))))))) +\n            0.040000*np.tanh(((data[\"ffti_max_roll_mean_1000\"]) * (((data[\"ffti_max_roll_mean_100\"]) * ((((((-1.0*((data[\"fftr_percentile_roll_std_5\"])))) + ((((-1.0*((data[\"ffti_sum\"])))) / 2.0)))) + ((-1.0*((data[\"fftr_percentile_roll_std_10\"])))))))))) +\n            0.039969*np.tanh(((data[\"autocorrelation_1000\"]) * (((data[\"fftr_percentile_roll_std_1\"]) + (((data[\"fftr_min_last_1000\"]) + (((((data[\"fftr_percentile_roll_mean_5\"]) + (data[\"fftr_percentile_roll_mean_5\"]))) + (((data[\"ffti_percentile_roll_mean_80\"]) * (data[\"ffti_mean_first_50000\"]))))))))))) +\n            0.039969*np.tanh(((data[\"std_first_10000\"]) * (((data[\"autocorrelation_10000\"]) + (((((data[\"ffti_num_peaks_10\"]) * (((data[\"autocorrelation_10000\"]) + (((data[\"std_first_10000\"]) + (data[\"autocorrelation_10000\"]))))))) + (data[\"mean_change_rate_first_1000\"]))))))) +\n            0.040000*np.tanh(((((((data[\"ffti_ave_roll_mean_50\"]) * (data[\"fftr_std_roll_mean_50\"]))) + (((((data[\"ffti_iqr1\"]) + (data[\"num_peaks_10\"]))) + (data[\"fftr_abs_percentile_1\"]))))) * (((data[\"ffti_ave_roll_mean_50\"]) * (data[\"ffti_percentile_roll_std_30\"]))))) +\n            0.039984*np.tanh(((((data[\"exp_Moving_average_3000_std\"]) + ((((data[\"ffti_max_to_min\"]) + (data[\"classic_sta_lta1_mean\"]))/2.0)))) * ((((-1.0*((data[\"ffti_mean_change_rate_last_10000\"])))) - (data[\"fftr_min_roll_std_100\"]))))) +\n            0.040000*np.tanh(((data[\"std_first_50000\"]) * (((((((data[\"fftr_min_roll_std_100\"]) - (data[\"kstat_3\"]))) - ((-1.0*((((data[\"spkt_welch_density_50\"]) - (data[\"fftr_time_rev_asym_stat_100\"])))))))) - (data[\"fftr_mean_first_10000\"]))))) +\n            0.039984*np.tanh((((((data[\"min_roll_std_10\"]) * (((((((data[\"fftr_percentile_roll_std_1\"]) - (data[\"ffti_percentile_roll_std_25\"]))) + (data[\"ffti_percentile_roll_mean_60\"]))) - (data[\"fftr_abs_percentile_1\"]))))) + (((data[\"ffti_percentile_roll_std_20\"]) * (data[\"ffti_percentile_roll_std_25\"]))))/2.0)) +\n            0.039984*np.tanh(((data[\"ffti_percentile_roll_std_20\"]) * (((data[\"percentile_60\"]) * (((((data[\"fftr_ave_roll_mean_50\"]) - (data[\"ffti_mean_first_50000\"]))) - (((data[\"exp_Moving_average_3000_std\"]) - (((data[\"fftr_classic_sta_lta6_mean\"]) - (data[\"ffti_percentile_roll_std_20\"]))))))))))) +\n            0.038406*np.tanh((((data[\"abs_percentile_30\"]) + ((((((((data[\"ffti_av_change_abs_roll_mean_50\"]) / 2.0)) + ((((data[\"fftr_max_roll_std_1000\"]) + (data[\"autocorrelation_5000\"]))/2.0)))/2.0)) - (((data[\"fftr_max_roll_std_1000\"]) * (((data[\"exp_Moving_average_50000_std\"]) * 2.0)))))))/2.0)) +\n            0.040000*np.tanh(((((data[\"ffti_skew\"]) * (data[\"abs_percentile_20\"]))) - (((data[\"mean_change_rate_last_10000\"]) * ((((data[\"spkt_welch_density_50\"]) + ((((data[\"min_last_10000\"]) + (((data[\"spkt_welch_density_1\"]) - (data[\"mean_change_rate_last_10000\"]))))/2.0)))/2.0)))))) +\n            0.040000*np.tanh(((((((data[\"ffti_kurt\"]) * (data[\"ffti_kurt\"]))) + (((data[\"num_peaks_100\"]) + (((((((data[\"ffti_percentile_roll_mean_75\"]) * (data[\"ffti_hmean\"]))) / 2.0)) / 2.0)))))) * (data[\"ffti_hmean\"]))) +\n            0.039828*np.tanh((-1.0*((((((data[\"ffti_percentile_roll_std_10\"]) / 2.0)) + (((data[\"fftr_std_last_1000\"]) + (((data[\"fftr_std_last_1000\"]) - (((data[\"percentile_99\"]) * (((data[\"fftr_abs_max_roll_std_500\"]) + (data[\"ffti_percentile_roll_std_10\"])))))))))))))) +\n            0.039984*np.tanh(((data[\"fftr_spkt_welch_density_10\"]) * (((((((((data[\"ffti_percentile_roll_std_40\"]) - (data[\"ffti_std_roll_std_1000\"]))) + (((data[\"ffti_kstat_1\"]) - (data[\"fftr_percentile_roll_mean_5\"]))))/2.0)) + (((data[\"ffti_percentile_roll_std_40\"]) - (data[\"fftr_percentile_roll_std_60\"]))))/2.0)))) +\n            0.040000*np.tanh((((((-1.0*((data[\"fftr_mean_change_rate_first_10000\"])))) * 2.0)) - (((data[\"ffti_mean_last_50000\"]) * (((data[\"abs_percentile_10\"]) + (((((-1.0*((data[\"ffti_percentile_roll_std_1\"])))) + (data[\"ffti_exp_Moving_std_30000_mean\"]))/2.0)))))))) +\n            0.040000*np.tanh(((((data[\"fftr_std_roll_std_100\"]) * (((data[\"ffti_min_roll_std_100\"]) * (data[\"ffti_min_last_1000\"]))))) + (((data[\"std_first_10000\"]) * ((((((data[\"abs_percentile_20\"]) + (data[\"abs_percentile_70\"]))/2.0)) + (data[\"ffti_max_to_min_diff\"]))))))) +\n            0.031278*np.tanh(((data[\"fftr_c3_50\"]) + (((data[\"ffti_min_roll_std_1000\"]) * (((((data[\"av_change_rate_roll_mean_500\"]) * 2.0)) + (((((-1.0*((data[\"percentile_30\"])))) + (data[\"ffti_kurt\"]))/2.0)))))))) +\n            0.040000*np.tanh((((((((((((((data[\"ffti_autocorrelation_5\"]) * (data[\"fftr_time_rev_asym_stat_5\"]))) / 2.0)) - (data[\"fftr_time_rev_asym_stat_50\"]))) + ((-1.0*((data[\"fftr_autocorrelation_10\"])))))/2.0)) * (data[\"fftr_time_rev_asym_stat_5\"]))) - (data[\"fftr_mean_change_rate_last_1000\"]))) +\n            0.040000*np.tanh((((((data[\"ffti_av_change_abs_roll_std_10000\"]) * (data[\"ffti_std_roll_mean_50\"]))) + (((((-1.0*((data[\"ffti_min_roll_std_1000\"])))) + (((data[\"ffti_c3_1000\"]) + ((((-1.0*((data[\"ffti_min_roll_std_1000\"])))) * (data[\"ffti_std_roll_mean_50\"]))))))/2.0)))/2.0)))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mean_absolute_error(y.target,GPI(alldata[:y.shape[0]]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mean_absolute_error(y.target,GPII(alldata[:y.shape[0]]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mean_absolute_error(y.target,GPIII(alldata[:y.shape[0]]))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"mean_absolute_error(y.target,(GPI(alldata[:y.shape[0]])+\n                              GPII(alldata[:y.shape[0]])+\n                              GPIII(alldata[:y.shape[0]]))/3.)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.head()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.time_to_failure = GPI(alldata[y.shape[0]:]).values\nsubmission.to_csv('gpI.csv',index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.time_to_failure = GPII(alldata[y.shape[0]:]).values\nsubmission.to_csv('gpII.csv',index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.time_to_failure = GPIII(alldata[y.shape[0]:]).values\nsubmission.to_csv('gpIII.csv',index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.time_to_failure = ((GPI(alldata[y.shape[0]:]) +\n                               GPII(alldata[y.shape[0]:]) +\n                               GPIII(alldata[y.shape[0]:]))/3.).values\nsubmission.to_csv('gpmean.csv',index=False)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"submission.head()","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"display_name":"Python 3","language":"python","name":"python3"},"language_info":{"codemirror_mode":{"name":"ipython","version":3},"file_extension":".py","mimetype":"text/x-python","name":"python","nbconvert_exporter":"python","pygments_lexer":"ipython3","version":"3.7.1"}},"nbformat":4,"nbformat_minor":1}