Kaggle competition: LANL Earthquake Prediction
<SOS> metric: MAE Kaggle data source: lanl-earthquake-prediction<compute_test_metric>
import numpy as np
import pandas as pd
from sklearn.preprocessing import StandardScaler
from sklearn.metrics import mean_absolute_error
def inv_cosine(epoch, t_max, ampl):

 return 1 - cosine(epoch, t_max, ampl )<compute_test_metric>
X = pd.read_csv('.. /input/andrews-new-stuff/train_features.csv')
 X_test = pd.read_csv('.. /input/andrews-new-stuff/test_features.csv')
 y = pd.read_csv('.. /input/andrews-new-stuff/y.csv')
 submission = pd.read_csv('.. /input/andrews-new-stuff/submission.csv' )
def one_cycle(epoch, t_max, a1=0.6, a2=1.0, pivot=0.3):

 pct = epoch / t_max
if pct < pivot:
return inv_cosine(epoch, pivot*t_max, a1)
 return cosine(epoch - pivot*t_max,(1-pivot)*t_max, a2 )<choose_model_class>
alldata = pd.concat([X,X_test] )
class SepConv1d(nn.Module):

 def __init__(self, ni, no, kernel, stride, pad,
drop=None, bn=True,
activ=lambda: nn.PReLU()):
super().__init__()
assert drop is None or(0.0 < drop < 1.0)
 layers = [_SepConv1d(ni, no, kernel, stride, pad)]
if activ:
layers.append(activ())
 if bn:
layers.append(nn.BatchNorm1d(no))
if drop is not None:
layers.append(nn.Dropout(drop))
self.layers = nn.Sequential(*layers)
 def forward(self, x):
return self.layers(x )<define_search_model>
ss = StandardScaler()
alldata[alldata.columns] = ss.fit_transform(alldata[alldata.columns].astype(float))
class Classifier(nn.Module):
def __init__(self, raw_ni, fft_ni, no, drop=.5):
super().__init__()
self.raw = nn.Sequential(
 SepConv1d(raw_ni, 32, 8, 2, 3, drop=drop),
SepConv1d(32, 32, 3, 1, 1, drop=drop),
SepConv1d(32, 64, 8, 4, 2, drop=drop),
SepConv1d(64, 64, 3, 1, 1, drop=drop),
SepConv1d(64, 128, 8, 4, 2, drop=drop),
SepConv1d(128, 128, 3, 1, 1, drop=drop),
SepConv1d(128, 256, 8, 4, 2),
Flatten() ,
nn.Dropout(drop), nn.Linear(256, 64), nn.PReLU() , nn.BatchNorm1d(64),
nn.Dropout(drop), nn.Linear(64, 64), nn.PReLU() , nn.BatchNorm1d(64))
self.fft = nn.Sequential(
 SepConv1d(fft_ni, 32, 8, 2, 4, drop=drop),
SepConv1d(32, 32, 3, 1, 1, drop=drop),
SepConv1d(32, 64, 8, 2, 4, drop=drop),
SepConv1d(64, 64, 3, 1, 1, drop=drop),
SepConv1d(64, 128, 8, 4, 4, drop=drop),
SepConv1d(128, 128, 8, 4, 4, drop=drop),
SepConv1d(128, 256, 8, 2, 3),
Flatten() ,
nn.Dropout(drop), nn.Linear(256, 64), nn.PReLU() , nn.BatchNorm1d(64),
nn.Dropout(drop), nn.Linear(64, 64), nn.PReLU() , nn.BatchNorm1d(64))
self.out = nn.Sequential(
 nn.Linear(128, 64), nn.ReLU(inplace=True), nn.Linear(64, no))
self.init_weights(nn.init.kaiming_normal_)
 def init_weights(self, init_fn):
def init(m):
for child in m.children() :
if isinstance(child, nn.Conv1d):
init_fn(child.weights)
 init(self)
 def forward(self, t_raw, t_fft):
raw_out = self.raw(t_raw)
 fft_out = self.fft(t_fft)
 t_in = torch.cat([raw_out, fft_out], dim=1)
 out = self.out(t_in)
 return out<choose_model_class>
def GPI(data):
return(5.577521 +
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)) +
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)) +
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)) +
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)) +
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)))) +
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)) +
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"])))+
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)) +
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)) +
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)))))+
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))) +
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)))) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))))))) +
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)) +
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)))))+
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)) +
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)) +
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)) +
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)) +
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"])))+
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)) +
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)) +
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)) +
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)) +
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)))) +
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)))))) +
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)))))) +
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)))) +
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)))))))) +
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"])))))))))+
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)) +
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"])))+
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)) +
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)) +
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)) +
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"])))+
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)) +
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)) +
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)) +
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)) +
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"])))+
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)) +
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"])))+
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)) +
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)) +
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)))))))) +
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"])))))+
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)))))) +
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)))))+
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)) +
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)))))) +
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)))))))) +
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"])))+
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)) +
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)) +
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)))) +
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)) +
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)) +
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"])))))))))))+
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)))))) +
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"])))))))+
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)))))) +
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)) +
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)) +
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"])))))))))) +
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"])))+
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)))))) +
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)))))))) +
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"])))))+
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)))) +
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"])))))))))))))) +
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"])))))))))+
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"])))))+
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)) +
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"])))))+
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)))) +
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"])))))))+
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"])))))+
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)) +
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"])))))))+
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"])))))+
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)))))))) +
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)) +
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"])))))))))))) +
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"])))))))+
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)))))))+
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)))))))+
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)) +
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"])))))))+
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"])))))+
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"])))))))+
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"])))))))+
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"])))))))+
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)) +
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"])))))+
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"])))))+
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"])))))+
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"])))))))))) +
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"])))))))))+
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"])))))))+
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"])))))))+
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)))))) +
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)))) +
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"])))))))))))))+
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"])))))))))+
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"])))))+
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"])))))+
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)))))))))))))+
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)) +
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)))))) +
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"])))))))))))))+
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"])))))))+
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"])))+
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)) +
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)) +
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)))))) +
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)))))))) +
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"])))))))+
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)) +
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)))))) +
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"])))))+
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"])))))))))+
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"])))))))))) +
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)))) +
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)))) +
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"])))))+
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)))) +
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)))) +
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)))))))))) +
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)))) +
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"])))))))))+
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)))) +
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"])))))))+
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"])))))))))+
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)) +
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"])))))+
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)) +
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)) +
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"])))))))+
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"])))))+
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)))))))) +
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)))) +
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"])))))+
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)) +
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"])))))))+
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)) +
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)))) +
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)) +
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)) +
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"])))))))+
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)))))+
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)) +
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)))))))))+
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"])))))+
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"])))))))+
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)) +
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"])))))))+
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)) +
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"])))))+
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"])))))))))))))) +
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)) +
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)) +
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"])))))))))+
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"])))))))))))))))+
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"])))))+
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)) +
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)))) +
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"])))))))))+
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)))))) +
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"])))))))))+
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"])))))))))+
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)) +
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"])))))))))+
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)))) +
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"])))))))))))))+
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"])))))))))))+
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"])))))))) +
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"])))+
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)))))) +
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)))))))))))+
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)))))) +
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"])))))))+
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"])))))+
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"])))))))))))+
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"])))))))))+
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"])))))))))+
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)) +
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)))))))))) +
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"])))))))))))))+
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)))))))) +
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)) +
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)) +
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)))) +
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"])))))+
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)) +
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"])))))))))))) +
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"])))))))))))+
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)))))) +
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)) +
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"])))))+
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)))))) +
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"])))+
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)) +
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)))))) +
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"])))))))+
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"]))))))))))
raw_feat = raw_arr.shape[1]
fft_feat = fft_arr.shape[1]
trn_dl, val_dl, tst_dl = create_loaders(datasets, bs=256)
 lr = 0.001
n_epochs = 3000
iterations_per_epoch = len(trn_dl)
 period = n_epochs*iterations_per_epoch
num_classes = 9
best_acc = 0
patience, trials = 500, 0
base = 1
step = 2
iteration = 0
loss_history = []
acc_history = []
model = Classifier(raw_feat, fft_feat, num_classes ).to(device)
 criterion = nn.CrossEntropyLoss(reduction='sum')
 opt = optim.Adam(model.parameters() , lr=lr)
 sched = Scheduler(opt, partial(one_cycle, t_max=period, pivot=0.3))
print('Start model training')
 for epoch in range(1, n_epochs + 1):
model.train()
epoch_loss = 0
for i, batch in enumerate(trn_dl):
iteration += 1
x_raw, x_fft, y_batch = [t.to(device)for t in batch]
sched.step(iteration)
 opt.zero_grad()
out = model(x_raw, x_fft)
 loss = criterion(out, y_batch)
 epoch_loss += loss.item()
loss.backward()
opt.step()
epoch_loss /= trn_sz
loss_history.append(epoch_loss)
 model.eval()
correct, total = 0, 0
for batch in val_dl:
x_raw, x_fft, y_batch = [t.to(device)for t in batch]
out = model(x_raw, x_fft)
 preds = F.log_softmax(out, dim=1 ).argmax(dim=1)
 total += y_batch.size(0)
 correct +=(preds == y_batch ).sum().item()
acc = correct / total
acc_history.append(acc)
 if epoch % base == 0:
print(f'Epoch: {epoch:3d}.Loss: {epoch_loss:.4f}.Acc.: {acc:2.2%}')
 base *= step
if acc > best_acc:
trials = 0
best_acc = acc
torch.save(model.state_dict() , 'best.pth')
 print(f'Epoch {epoch} best model saved with accuracy: {best_acc:2.2%}')
 else:
trials += 1
if trials >= patience:
print(f'Early stopping on epoch {epoch}')
 break
print('Done!' )<find_best_params>
def GPII(data):
return(5.577521 +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))))+
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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"])))))+
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)) +
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)) +
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)) +
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)))))+
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)))) +
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)) +
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)) +
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)))))+
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)))))+
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)) +
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)) +
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)))))+
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"])))+
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)) +
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)))))) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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"])))))))))) +
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)))))+
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)) +
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)) +
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)) +
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)))))+
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)) +
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)))) +
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)) +
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)) +
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"])))+
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)) +
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)) +
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"])))))))))+
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)) +
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)) +
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)))) +
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"])))+
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)) +
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)) +
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)))))))) +
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"])))))))))+
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)) +
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"])))+
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"])))))+
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"])))))))))+
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)) +
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)))) +
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)) +
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"])))))+
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)) +
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"])))))))+
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"])))))+
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)))))))))))) +
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"])))))+
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"])))+
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"])))+
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"])))))))))+
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)) +
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"])))))))+
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"])))+
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)))))))) +
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)) +
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"])))))+
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)) +
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"])))))))))))+
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)))))) +
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"])))))))))))) +
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)) +
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)) +
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"])))))+
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)) +
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"])))))))))))))+
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)) +
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"])))))))))))))+
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)) +
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"])))+
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"])))))))))+
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)) +
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)))) +
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)))) +
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"])))))))) +
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)))))))))+
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)))))) +
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)) +
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)))))) +
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)) +
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)) +
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)))))))))+
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)) +
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"])))))+
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)))))) +
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)))) +
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)) +
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)) +
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)))))))))+
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)))))) +
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"])))))))))+
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)) +
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)) +
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)) +
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"])))))+
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)) +
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)))))))) +
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"])))))))+
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"])))))))))+
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"])))))))+
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"])))))))))+
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"])))))))))+
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"])))))))))))))+
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)) +
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"])))+
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"])))+
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"])))))+
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"])))))))))) +
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"])))))))+
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"])))))))) +
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)))) +
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)))) +
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)) +
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)))))) +
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"])))))+
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"])))))))))+
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"])))))))+
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"])))))))))) +
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"])))))))+
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"])))))))))))+
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"])))))))))))) +
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)))) +
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"])))))+
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"])))))+
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"])))))))+
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)))) +
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"])))))))))) +
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)) +
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)))))))) +
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)) +
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"])))))+
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)))))))) +
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"])))))))))+
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)))))))))) +
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"])))))))) +
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"])))+
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)) +
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"])))))))+
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)) +
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)) +
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)))) +
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"])))+
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)))))))))) +
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"])))))))))+
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)) +
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)))))) +
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)))) +
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)))))))) +
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)) +
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"])))))))))+
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"])))))+
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)) +
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)) +
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)) +
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)) +
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"])))))+
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"])))+
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"])))))+
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"])))))+
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)))) +
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)))) +
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)) +
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"])))))+
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)))) +
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)) +
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)) +
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"])))))+
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)) +
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"])))+
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)))) +
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"])))))))))))))+
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)))) +
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)))) +
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"])))))))))+
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"])))))))+
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)))))) +
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)))))))) +
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)))))))))))))))) +
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"])))))))))+
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)))))+
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)))))))))+
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)))) +
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)))) +
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)))) +
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"])))))))))+
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)))))))+
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)))))))))))+
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)))))) +
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)))))) +
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)))))))))+
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)) +
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"])))))))+
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"])))))))))+
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)))))) )
test_results = []
model.load_state_dict(torch.load('best.pth'))
model.eval()
for x_raw, x_fft, _ in tst_dl:
batches = [t.to(device)for t in(x_raw, x_fft)]
out = model(*batches)
 y_hat = F.log_softmax(out, dim=1 ).argmax(dim=1)
 test_results.extend(y_hat.tolist() )<save_to_csv>
def GPIII(data):
return(5.577521 +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))))) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)))))+
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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"])))+
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)) +
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)) +
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)) +
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)))) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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"])))))+
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)) +
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)) +
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)) +
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)))))))))))) +
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)) +
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)) +
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)) +
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"])))+
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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)) +
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"])))+
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)))))+
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)))) +
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)) +
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)) +
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)) +
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)))) +
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)) +
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)) +
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)) +
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"])))))))))+
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)))) +
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"])))))))))+
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)) +
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)) +
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)))) +
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"])))))))+
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)))) +
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)) +
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)))))))))))))+
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)))) +
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"])))+
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)))))) +
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)))) +
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)))) +
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"])))))+
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)))))))) +
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"])))))+
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"])))))))+
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)))))))) +
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"])))))))))))+
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"])))+
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"])))))+
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)) +
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)) +
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)) +
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)) +
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"])))))+
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"])))))+
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)))))) +
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"])))))))))+
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"])))))))+
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"])))))+
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)))))))) +
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"])))))))))) +
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"])))))))+
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"])))))+
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"])))))))))+
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"])))))))+
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"])))+
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)))))) +
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"])))))+
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)))))) +
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)))) +
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)))))) +
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)) +
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)))) +
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"])))))+
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)))))) +
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"])))))))+
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"])))))+
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"])))))))))+
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"])))+
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)) +
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)) +
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)))))+
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"])))))))))+
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)))))) +
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"])))))))+
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)))))))) +
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)))))) +
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)) +
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"])))))+
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"])))))))))+
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)) +
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)) +
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)))))) +
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)))) +
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)))) +
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"])))))))+
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"])))))+
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"])))))))))) +
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"])))))))+
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"])))))))+
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"])))))))+
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"])))))))))))) +
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)))) +
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)) +
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"])))))))))+
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)) +
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)))))))) +
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)) +
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)) +
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)))))))) +
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"])))))))+
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)))))))) +
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"])))))+
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"])))))))))+
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)) +
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)))) +
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"])))))))) +
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"])))))))+
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)) +
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)))))))))+
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)))))))+
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"])))))+
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"])))))+
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)))))))))))))+
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"])))))))+
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"])))))))+
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"])))))))))+
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"])))+
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)))))))+
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"])))))))+
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"])))))+
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)))) +
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"])))))+
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)))))+
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"])))))))))) +
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"])))))))+
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)) +
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)) +
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)) +
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"])))))))+
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"])))))+
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"])))))+
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)) +
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"])))))))))))+
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"])))))))))))+
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"])))))))))))) +
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)))) +
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)))))))+
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)))) +
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"])))))+
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"])))))+
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)))))))+
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"])))))))))))+
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)))) +
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"])))))))))+
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)))))) +
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"])))+
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)) +
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)) +
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"])))))))))+
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)) +
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"])))+
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"])))))))))+
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"])))))+
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)) +
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"])))+
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)))))))) +
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)))))) +
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)))))))))) +
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)) +
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"])))))))+
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)))))) +
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"])))))))) +
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)) +
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"])))))))))+
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"])))))))))) +
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"])))))))))))+
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"])))))))))) +
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"])))))))))))+
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"])))))))+
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"])))))+
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"])))))+
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"])))))+
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)) +
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"])))))))))))+
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)) +
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)))))) +
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"])))+
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"])))))))))))))) +
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)))) +
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)))))))) +
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"])))))))+
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)))))))) +
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"])))+
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)) )
submit = pd.read_csv(sample)
 submit['surface'] = enc.inverse_transform(test_results)
 submit.to_csv('submit_one_cycle.csv', index=None )<set_options>
mean_absolute_error(y.target,GPI(alldata[:y.shape[0]]))
%load_ext autoreload
%autoreload 2
%matplotlib inline<import_modules>
mean_absolute_error(y.target,GPII(alldata[:y.shape[0]]))
from fastai.imports import *
from pandas_summary import DataFrameSummary
from sklearn.ensemble import RandomForestRegressor, RandomForestClassifier
from IPython.display import display
from sklearn.model_selection import StratifiedKFold
import itertools
from sklearn.metrics import *
from sklearn import metrics
from sklearn.preprocessing import LabelEncoder<load_from_csv>
mean_absolute_error(y.target,GPIII(alldata[:y.shape[0]]))
df_raw = pd.read_csv(f'{PATH}/X_train.csv', low_memory=False)
 y_raw = pd.read_csv(f'{PATH}/y_train.csv', low_memory=False)
 df_test = pd.read_csv(f'{PATH}/X_test.csv', low_memory=False)
 sub = pd.read_csv(f'{PATH}/sample_submission.csv' )<feature_engineering>
mean_absolute_error(y.target,(GPI(alldata[:y.shape[0]])+
GPII(alldata[:y.shape[0]])+
GPIII(alldata[:y.shape[0]])) /3.)
def fe(data):
df = pd.DataFrame()
data['totl_anglr_vel'] =(data['angular_velocity_X']**2 + data['angular_velocity_Y']**2 +
data['angular_velocity_Z']**2)** 0.5
data['totl_linr_acc'] =(data['linear_acceleration_X']**2 + data['linear_acceleration_Y']**2 +
data['linear_acceleration_Z'])**0.5
data['totl_xyz'] =(data['orientation_X']**2 + data['orientation_Y']**2 +
data['orientation_Z'])**0.5
data['acc_vs_vel'] = data['totl_linr_acc'] / data['totl_anglr_vel']
for col in data.columns:
if col in ['row_id','series_id','measurement_number']:
continue
df[col + '_mean'] = data.groupby(['series_id'])[col].mean()
df[col + '_median'] = data.groupby(['series_id'])[col].median()
df[col + '_max'] = data.groupby(['series_id'])[col].max()
df[col + '_min'] = data.groupby(['series_id'])[col].min()
df[col + '_std'] = data.groupby(['series_id'])[col].std()
df[col + '_range'] = df[col + '_max'] - df[col + '_min']
df[col + '_maxtoMin'] = df[col + '_max'] / df[col + '_min']
df[col + '_mean_abs_chg'] = data.groupby(['series_id'])[col].apply(lambda x: np.mean(np.abs(np.diff(x))))
df[col + '_abs_max'] = data.groupby(['series_id'])[col].apply(lambda x: np.max(np.abs(x)))
 df[col + '_abs_min'] = data.groupby(['series_id'])[col].apply(lambda x: np.min(np.abs(x)))
 df[col + '_abs_avg'] =(df[col + '_abs_min'] + df[col + '_abs_max'])/2
return df<feature_engineering>
submission.time_to_failure = GPI(alldata[y.shape[0]:] ).values
submission.to_csv('gpI.csv',index=False )
%%time
df_train = fe(df_raw)
 df_test = fe(df_test )<categorify>
submission.time_to_failure = GPII(alldata[y.shape[0]:] ).values
submission.to_csv('gpII.csv',index=False )
df_train.fillna(0, inplace = True)
 df_test.fillna(0, inplace = True)
 df_train.replace(-np.inf, 0, inplace = True)
 df_train.replace(np.inf, 0, inplace = True)
 df_test.replace(-np.inf, 0, inplace = True)
 df_test.replace(np.inf, 0, inplace = True )<categorify>
submission.time_to_failure = GPIII(alldata[y.shape[0]:] ).values
submission.to_csv('gpIII.csv',index=False )
<import_modules><EOS> 
submission.time_to_failure =(( GPI(alldata[y.shape[0]:])+
GPII(alldata[y.shape[0]:])+
GPIII(alldata[y.shape[0]:])) /3.).values
submission.to_csv('gpmean.csv',index=False )