In [1]:
from corpus_characterizer import generator_chunker
import numpy as np
import os
# from sklearn.metrics import mean_squared_error,mean_absolute_error, median_absolute_error, mean_squared_log_error, explained_variance_score, r2_score
from sklearn.metrics import mean_squared_error, mean_absolute_error, median_absolute_error, explained_variance_score, \
r2_score
import pandas as pd
from scipy.stats import describe, kurtosistest, skewtest, normaltest
from Conv1D_LSTM_Ensemble import pair_generator_1dconv_lstm_bagged
from Conv1D_ActivationSearch_BigLoop import pair_generator_1dconv_lstm #NOT BAGGED
from AuxRegressor import create_testing_set, create_training_set
import matplotlib.pyplot as plt
# @@@@@@@@@@@@@@ RELATIVE PATHS @@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@@
Base_Path = "./"
image_path = "./images/"
train_path = "./train/"
test_path = "./test/"
analysis_path = "./analysis/"
chunker_path = analysis_path + "chunker/"
preds_path = analysis_path + "preds/"
#create the data-pair filenames (using zip), use the helper methods
train_set_filenames = create_training_set()
test_set_filenames = create_testing_set()
print(train_set_filenames)
print(test_set_filenames)
Using Theano backend.
after shuffling: [('sequence_1k_222_3.npy', 'sequence_1k_222_3_label_.npy'), ('sequence_2b_216_7_fv1b.npy', 'sequence_2b_216_7_label_fv1b.npy'), ('sequence_2b_221_2_fv1b.npy', 'sequence_2b_221_2_label_fv1b.npy'), ('sequence_1d_103_4.npy', 'sequence_1d_103_4_label_.npy'), ('sequence_1l_42_3.npy', 'sequence_1l_42_3_label_.npy'), ('sequence_1b_95_6_fv1b.npy', 'sequence_1b_95_6_label_fv1b.npy'), ('sequence_1a_56_7.npy', 'sequence_1a_56_7_label_.npy'), ('sequence_1k_160_1.npy', 'sequence_1k_160_1_label_.npy'), ('sequence_1a_75_6.npy', 'sequence_1a_75_6_label_.npy'), ('sequence_1k_227_8.npy', 'sequence_1k_227_8_label_.npy'), ('sequence_1a_26_7.npy', 'sequence_1a_26_7_label_.npy'), ('sequence_1b_97_8_fv1b.npy', 'sequence_1b_97_8_label_fv1b.npy'), ('sequence_1a_62_3.npy', 'sequence_1a_62_3_label_.npy'), ('sequence_1d_143_4.npy', 'sequence_1d_143_4_label_.npy'), ('sequence_1k_210_1.npy', 'sequence_1k_210_1_label_.npy'), ('sequence_1d_94_5.npy', 'sequence_1d_94_5_label_.npy'), ('sequence_1b_53_4_fv1b.npy', 'sequence_1b_53_4_label_fv1b.npy'), ('sequence_2b_217_8_fv1b.npy', 'sequence_2b_217_8_label_fv1b.npy'), ('sequence_1l_64_5.npy', 'sequence_1l_64_5_label_.npy'), ('sequence_1l_56_7.npy', 'sequence_1l_56_7_label_.npy'), ('sequence_1l_32_3.npy', 'sequence_1l_32_3_label_.npy'), ('sequence_1k_207_8.npy', 'sequence_1k_207_8_label_.npy'), ('sequence_1d_157_8.npy', 'sequence_1d_157_8_label_.npy'), ('sequence_1k_194_5.npy', 'sequence_1k_194_5_label_.npy'), ('sequence_1d_121_2.npy', 'sequence_1d_121_2_label_.npy'), ('sequence_2c_234_5_fv1b.npy', 'sequence_2c_234_5_label_fv1b.npy'), ('sequence_1a_7_8.npy', 'sequence_1a_7_8_label_.npy'), ('sequence_1k_184_5.npy', 'sequence_1k_184_5_label_.npy'), ('sequence_2c_252_3_fv1b.npy', 'sequence_2c_252_3_label_fv1b.npy'), ('sequence_1l_25_6.npy', 'sequence_1l_25_6_label_.npy'), ('sequence_1d_126_7.npy', 'sequence_1d_126_7_label_.npy'), ('sequence_1a_46_7.npy', 'sequence_1a_46_7_label_.npy'), ('sequence_1b_77_8_fv1b.npy', 'sequence_1b_77_8_label_fv1b.npy'), ('sequence_1d_111_2.npy', 'sequence_1d_111_2_label_.npy'), ('sequence_1k_205_6.npy', 'sequence_1k_205_6_label_.npy'), ('sequence_1a_12_3.npy', 'sequence_1a_12_3_label_.npy'), ('sequence_1a_74_5.npy', 'sequence_1a_74_5_label_.npy'), ('sequence_2b_207_8_fv1b.npy', 'sequence_2b_207_8_label_fv1b.npy'), ('sequence_2c_235_6_fv1b.npy', 'sequence_2c_235_6_label_fv1b.npy'), ('sequence_1l_66_7.npy', 'sequence_1l_66_7_label_.npy'), ('sequence_1k_187_8.npy', 'sequence_1k_187_8_label_.npy'), ('sequence_2c_287_8_fv1b.npy', 'sequence_2c_287_8_label_fv1b.npy'), ('sequence_1a_2_3.npy', 'sequence_1a_2_3_label_.npy'), ('sequence_1d_147_8.npy', 'sequence_1d_147_8_label_.npy'), ('sequence_1c_41_2_fv1b.npy', 'sequence_1c_41_2_label_fv1b.npy'), ('sequence_2b_212_3_fv1b.npy', 'sequence_2b_212_3_label_fv1b.npy'), ('sequence_1c_16_7_fv1b.npy', 'sequence_1c_16_7_label_fv1b.npy'), ('sequence_1k_206_7.npy', 'sequence_1k_206_7_label_.npy'), ('sequence_1l_43_4.npy', 'sequence_1l_43_4_label_.npy'), ('sequence_1b_75_6_fv1b.npy', 'sequence_1b_75_6_label_fv1b.npy'), ('sequence_1b_100_1_fv1b.npy', 'sequence_1b_100_1_label_fv1b.npy'), ('sequence_1c_1_2_fv1b.npy', 'sequence_1c_1_2_label_fv1b.npy'), ('sequence_1a_32_3.npy', 'sequence_1a_32_3_label_.npy'), ('sequence_2b_225_6_fv1b.npy', 'sequence_2b_225_6_label_fv1b.npy'), ('sequence_1k_180_1.npy', 'sequence_1k_180_1_label_.npy'), ('sequence_1d_105_6.npy', 'sequence_1d_105_6_label_.npy'), ('sequence_2b_181_2_fv1b.npy', 'sequence_2b_181_2_label_fv1b.npy'), ('sequence_1k_204_5.npy', 'sequence_1k_204_5_label_.npy'), ('sequence_1a_31_2.npy', 'sequence_1a_31_2_label_.npy'), ('sequence_2b_191_2_fv1b.npy', 'sequence_2b_191_2_label_fv1b.npy'), ('sequence_1c_22_3_fv1b.npy', 'sequence_1c_22_3_label_fv1b.npy'), ('sequence_1k_224_5.npy', 'sequence_1k_224_5_label_.npy'), ('sequence_2b_183_4_fv1b.npy', 'sequence_2b_183_4_label_fv1b.npy'), ('sequence_1d_133_4.npy', 'sequence_1d_133_4_label_.npy'), ('sequence_1d_91_2.npy', 'sequence_1d_91_2_label_.npy'), ('sequence_1d_87_8.npy', 'sequence_1d_87_8_label_.npy'), ('sequence_1a_60_1.npy', 'sequence_1a_60_1_label_.npy'), ('sequence_2c_276_7_fv1b.npy', 'sequence_2c_276_7_label_fv1b.npy'), ('sequence_2c_283_4_fv1b.npy', 'sequence_2c_283_4_label_fv1b.npy'), ('sequence_2c_244_5_fv1b.npy', 'sequence_2c_244_5_label_fv1b.npy'), ('sequence_2b_187_8_fv1b.npy', 'sequence_2b_187_8_label_fv1b.npy'), ('sequence_1a_35_6.npy', 'sequence_1a_35_6_label_.npy'), ('sequence_2c_267_8_fv1b.npy', 'sequence_2c_267_8_label_fv1b.npy'), ('sequence_2c_243_4_fv1b.npy', 'sequence_2c_243_4_label_fv1b.npy'), ('sequence_2c_245_6_fv1b.npy', 'sequence_2c_245_6_label_fv1b.npy'), ('sequence_1c_31_2_fv1b.npy', 'sequence_1c_31_2_label_fv1b.npy'), ('sequence_1a_23_4.npy', 'sequence_1a_23_4_label_.npy'), ('sequence_2c_282_3_fv1b.npy', 'sequence_2c_282_3_label_fv1b.npy'), ('sequence_2c_233_4_fv1b.npy', 'sequence_2c_233_4_label_fv1b.npy'), ('sequence_2c_263_4_fv1b.npy', 'sequence_2c_263_4_label_fv1b.npy'), ('sequence_1a_57_8.npy', 'sequence_1a_57_8_label_.npy'), ('sequence_1d_102_3.npy', 'sequence_1d_102_3_label_.npy'), ('sequence_1a_42_3.npy', 'sequence_1a_42_3_label_.npy'), ('sequence_1a_41_2.npy', 'sequence_1a_41_2_label_.npy'), ('sequence_1l_45_6.npy', 'sequence_1l_45_6_label_.npy'), ('sequence_1b_87_8_fv1b.npy', 'sequence_1b_87_8_label_fv1b.npy'), ('sequence_2b_190_1_fv1b.npy', 'sequence_2b_190_1_label_fv1b.npy'), ('sequence_1a_5_6.npy', 'sequence_1a_5_6_label_.npy'), ('sequence_2c_277_8_fv1b.npy', 'sequence_2c_277_8_label_fv1b.npy'), ('sequence_1b_52_3_fv1b.npy', 'sequence_1b_52_3_label_fv1b.npy'), ('sequence_1k_171_2.npy', 'sequence_1k_171_2_label_.npy'), ('sequence_1c_40_1_fv1b.npy', 'sequence_1c_40_1_label_fv1b.npy'), ('sequence_1d_156_7.npy', 'sequence_1d_156_7_label_.npy'), ('sequence_1b_102_3_fv1b.npy', 'sequence_1b_102_3_label_fv1b.npy'), ('sequence_1b_67_8_fv1b.npy', 'sequence_1b_67_8_label_fv1b.npy'), ('sequence_1a_14_5.npy', 'sequence_1a_14_5_label_.npy'), ('sequence_1c_33_4_fv1b.npy', 'sequence_1c_33_4_label_fv1b.npy'), ('sequence_1d_86_7.npy', 'sequence_1d_86_7_label_.npy'), ('sequence_1d_130_1.npy', 'sequence_1d_130_1_label_.npy'), ('sequence_1d_134_5.npy', 'sequence_1d_134_5_label_.npy'), ('sequence_1b_92_3_fv1b.npy', 'sequence_1b_92_3_label_fv1b.npy'), ('sequence_1l_71_2.npy', 'sequence_1l_71_2_label_.npy'), ('sequence_1l_0_1.npy', 'sequence_1l_0_1_label_.npy'), ('sequence_1c_7_8_fv1b.npy', 'sequence_1c_7_8_label_fv1b.npy'), ('sequence_1b_73_4_fv1b.npy', 'sequence_1b_73_4_label_fv1b.npy'), ('sequence_1b_61_2_fv1b.npy', 'sequence_1b_61_2_label_fv1b.npy'), ('sequence_1c_24_5_fv1b.npy', 'sequence_1c_24_5_label_fv1b.npy'), ('sequence_1a_73_4.npy', 'sequence_1a_73_4_label_.npy'), ('sequence_1a_4_5.npy', 'sequence_1a_4_5_label_.npy'), ('sequence_2c_265_6_fv1b.npy', 'sequence_2c_265_6_label_fv1b.npy'), ('sequence_1k_165_6.npy', 'sequence_1k_165_6_label_.npy'), ('sequence_1c_43_4_fv1b.npy', 'sequence_1c_43_4_label_fv1b.npy'), ('sequence_2c_247_8_fv1b.npy', 'sequence_2c_247_8_label_fv1b.npy'), ('sequence_2c_286_7_fv1b.npy', 'sequence_2c_286_7_label_fv1b.npy'), ('sequence_2b_210_1_fv1b.npy', 'sequence_2b_210_1_label_fv1b.npy'), ('sequence_1a_17_8.npy', 'sequence_1a_17_8_label_.npy'), ('sequence_2c_232_3_fv1b.npy', 'sequence_2c_232_3_label_fv1b.npy'), ('sequence_1k_225_6.npy', 'sequence_1k_225_6_label_.npy'), ('sequence_1b_76_7_fv1b.npy', 'sequence_1b_76_7_label_fv1b.npy'), ('sequence_2c_270_1_fv1b.npy', 'sequence_2c_270_1_label_fv1b.npy'), ('sequence_1c_26_7_fv1b.npy', 'sequence_1c_26_7_label_fv1b.npy'), ('sequence_1d_104_5.npy', 'sequence_1d_104_5_label_.npy'), ('sequence_1l_60_1.npy', 'sequence_1l_60_1_label_.npy'), ('sequence_2b_211_2_fv1b.npy', 'sequence_2b_211_2_label_fv1b.npy'), ('sequence_2c_255_6_fv1b.npy', 'sequence_2c_255_6_label_fv1b.npy'), ('sequence_1b_96_7_fv1b.npy', 'sequence_1b_96_7_label_fv1b.npy'), ('sequence_1d_83_4.npy', 'sequence_1d_83_4_label_.npy'), ('sequence_2b_224_5_fv1b.npy', 'sequence_2b_224_5_label_fv1b.npy'), ('sequence_2c_280_1_fv1b.npy', 'sequence_2c_280_1_label_fv1b.npy'), ('sequence_2c_261_2_fv1b.npy', 'sequence_2c_261_2_label_fv1b.npy'), ('sequence_1a_13_4.npy', 'sequence_1a_13_4_label_.npy'), ('sequence_2c_240_1_fv1b.npy', 'sequence_2c_240_1_label_fv1b.npy'), ('sequence_1l_11_2.npy', 'sequence_1l_11_2_label_.npy'), ('sequence_1d_81_2.npy', 'sequence_1d_81_2_label_.npy'), ('sequence_1k_201_2.npy', 'sequence_1k_201_2_label_.npy'), ('sequence_1a_53_4.npy', 'sequence_1a_53_4_label_.npy'), ('sequence_1k_236_7.npy', 'sequence_1k_236_7_label_.npy'), ('sequence_1k_181_2.npy', 'sequence_1k_181_2_label_.npy'), ('sequence_1c_5_6_fv1b.npy', 'sequence_1c_5_6_label_fv1b.npy'), ('sequence_1k_233_4.npy', 'sequence_1k_233_4_label_.npy'), ('sequence_1a_54_5.npy', 'sequence_1a_54_5_label_.npy'), ('sequence_1k_221_2.npy', 'sequence_1k_221_2_label_.npy'), ('sequence_1a_34_5.npy', 'sequence_1a_34_5_label_.npy'), ('sequence_2b_220_1_fv1b.npy', 'sequence_2b_220_1_label_fv1b.npy'), ('sequence_1a_30_1.npy', 'sequence_1a_30_1_label_.npy'), ('sequence_2b_206_7_fv1b.npy', 'sequence_2b_206_7_label_fv1b.npy'), ('sequence_1b_103_4_fv1b.npy', 'sequence_1b_103_4_label_fv1b.npy'), ('sequence_1c_36_7_fv1b.npy', 'sequence_1c_36_7_label_fv1b.npy'), ('sequence_1b_57_8_fv1b.npy', 'sequence_1b_57_8_label_fv1b.npy'), ('sequence_1l_21_2.npy', 'sequence_1l_21_2_label_.npy'), ('sequence_1k_212_3.npy', 'sequence_1k_212_3_label_.npy'), ('sequence_2c_271_2_fv1b.npy', 'sequence_2c_271_2_label_fv1b.npy'), ('sequence_1b_50_1_fv1b.npy', 'sequence_1b_50_1_label_fv1b.npy'), ('sequence_1l_57_8.npy', 'sequence_1l_57_8_label_.npy'), ('sequence_1l_4_5.npy', 'sequence_1l_4_5_label_.npy'), ('sequence_2b_205_6_fv1b.npy', 'sequence_2b_205_6_label_fv1b.npy'), ('sequence_1a_1_2.npy', 'sequence_1a_1_2_label_.npy'), ('sequence_2b_193_4_fv1b.npy', 'sequence_2b_193_4_label_fv1b.npy'), ('sequence_1k_213_4.npy', 'sequence_1k_213_4_label_.npy'), ('sequence_1a_0_1.npy', 'sequence_1a_0_1_label_.npy'), ('sequence_1a_63_4.npy', 'sequence_1a_63_4_label_.npy'), ('sequence_1k_172_3.npy', 'sequence_1k_172_3_label_.npy'), ('sequence_1a_51_2.npy', 'sequence_1a_51_2_label_.npy'), ('sequence_2b_185_6_fv1b.npy', 'sequence_2b_185_6_label_fv1b.npy'), ('sequence_1l_7_8.npy', 'sequence_1l_7_8_label_.npy'), ('sequence_1k_215_6.npy', 'sequence_1k_215_6_label_.npy'), ('sequence_2c_285_6_fv1b.npy', 'sequence_2c_285_6_label_fv1b.npy'), ('sequence_1b_104_5_fv1b.npy', 'sequence_1b_104_5_label_fv1b.npy'), ('sequence_1l_40_1.npy', 'sequence_1l_40_1_label_.npy'), ('sequence_1l_14_5.npy', 'sequence_1l_14_5_label_.npy'), ('sequence_1b_51_2_fv1b.npy', 'sequence_1b_51_2_label_fv1b.npy'), ('sequence_1l_30_1.npy', 'sequence_1l_30_1_label_.npy'), ('sequence_1d_106_7.npy', 'sequence_1d_106_7_label_.npy'), ('sequence_2b_222_3_fv1b.npy', 'sequence_2b_222_3_label_fv1b.npy'), ('sequence_1d_145_6.npy', 'sequence_1d_145_6_label_.npy'), ('sequence_1d_124_5.npy', 'sequence_1d_124_5_label_.npy'), ('sequence_2c_236_7_fv1b.npy', 'sequence_2c_236_7_label_fv1b.npy'), ('sequence_1l_20_1.npy', 'sequence_1l_20_1_label_.npy'), ('sequence_1b_106_7_fv1b.npy', 'sequence_1b_106_7_label_fv1b.npy'), ('sequence_1b_107_8_fv1b.npy', 'sequence_1b_107_8_label_fv1b.npy'), ('sequence_1k_166_7.npy', 'sequence_1k_166_7_label_.npy'), ('sequence_2b_195_6_fv1b.npy', 'sequence_2b_195_6_label_fv1b.npy'), ('sequence_2c_241_2_fv1b.npy', 'sequence_2c_241_2_label_fv1b.npy'), ('sequence_1l_6_7.npy', 'sequence_1l_6_7_label_.npy'), ('sequence_1d_90_1.npy', 'sequence_1d_90_1_label_.npy'), ('sequence_2c_264_5_fv1b.npy', 'sequence_2c_264_5_label_fv1b.npy'), ('sequence_1l_13_4.npy', 'sequence_1l_13_4_label_.npy'), ('sequence_1k_232_3.npy', 'sequence_1k_232_3_label_.npy'), ('sequence_2c_254_5_fv1b.npy', 'sequence_2c_254_5_label_fv1b.npy'), ('sequence_2c_272_3_fv1b.npy', 'sequence_2c_272_3_label_fv1b.npy'), ('sequence_1a_45_6.npy', 'sequence_1a_45_6_label_.npy'), ('sequence_1k_211_2.npy', 'sequence_1k_211_2_label_.npy'), ('sequence_1k_170_1.npy', 'sequence_1k_170_1_label_.npy'), ('sequence_1k_230_1.npy', 'sequence_1k_230_1_label_.npy'), ('sequence_1a_6_7.npy', 'sequence_1a_6_7_label_.npy'), ('sequence_1b_72_3_fv1b.npy', 'sequence_1b_72_3_label_fv1b.npy'), ('sequence_2b_194_5_fv1b.npy', 'sequence_2b_194_5_label_fv1b.npy'), ('sequence_2c_273_4_fv1b.npy', 'sequence_2c_273_4_label_fv1b.npy'), ('sequence_1d_123_4.npy', 'sequence_1d_123_4_label_.npy'), ('sequence_2b_182_3_fv1b.npy', 'sequence_2b_182_3_label_fv1b.npy'), ('sequence_1k_214_5.npy', 'sequence_1k_214_5_label_.npy'), ('sequence_2b_215_6_fv1b.npy', 'sequence_2b_215_6_label_fv1b.npy'), ('sequence_1k_237_8.npy', 'sequence_1k_237_8_label_.npy'), ('sequence_2c_250_1_fv1b.npy', 'sequence_2c_250_1_label_fv1b.npy'), ('sequence_1a_65_6.npy', 'sequence_1a_65_6_label_.npy'), ('sequence_1l_35_6.npy', 'sequence_1l_35_6_label_.npy'), 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Data loaded.
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('sequence_2b_180_1_fv1b.npy', 'sequence_2b_180_1_label_fv1b.npy'), ('sequence_1b_56_7_fv1b.npy', 'sequence_1b_56_7_label_fv1b.npy'), ('sequence_1l_75_6.npy', 'sequence_1l_75_6_label_.npy'), ('sequence_2b_186_7_fv1b.npy', 'sequence_2b_186_7_label_fv1b.npy'), ('sequence_1d_132_3.npy', 'sequence_1d_132_3_label_.npy'), ('sequence_1b_91_2_fv1b.npy', 'sequence_1b_91_2_label_fv1b.npy'), ('sequence_1a_43_4.npy', 'sequence_1a_43_4_label_.npy'), ('sequence_1b_84_5_fv1b.npy', 'sequence_1b_84_5_label_fv1b.npy'), ('sequence_1d_140_1.npy', 'sequence_1d_140_1_label_.npy'), ('sequence_1k_175_6.npy', 'sequence_1k_175_6_label_.npy'), ('sequence_2b_214_5_fv1b.npy', 'sequence_2b_214_5_label_fv1b.npy'), ('sequence_2c_251_2_fv1b.npy', 'sequence_2c_251_2_label_fv1b.npy'), ('sequence_1d_96_7.npy', 'sequence_1d_96_7_label_.npy'), ('sequence_1d_117_8.npy', 'sequence_1d_117_8_label_.npy'), ('sequence_1l_5_6.npy', 'sequence_1l_5_6_label_.npy'), ('sequence_1d_92_3.npy', 'sequence_1d_92_3_label_.npy'), ('sequence_1d_80_1.npy', 'sequence_1d_80_1_label_.npy'), ('sequence_1b_80_1_fv1b.npy', 'sequence_1b_80_1_label_fv1b.npy'), ('sequence_1c_14_5_fv1b.npy', 'sequence_1c_14_5_label_fv1b.npy'), ('sequence_1l_34_5.npy', 'sequence_1l_34_5_label_.npy'), ('sequence_2c_231_2_fv1b.npy', 'sequence_2c_231_2_label_fv1b.npy'), ('sequence_1k_167_8.npy', 'sequence_1k_167_8_label_.npy'), ('sequence_2c_253_4_fv1b.npy', 'sequence_2c_253_4_label_fv1b.npy'), ('sequence_2c_246_7_fv1b.npy', 'sequence_2c_246_7_label_fv1b.npy'), ('sequence_1k_196_7.npy', 'sequence_1k_196_7_label_.npy'), ('sequence_1b_93_4_fv1b.npy', 'sequence_1b_93_4_label_fv1b.npy'), ('sequence_1l_12_3.npy', 'sequence_1l_12_3_label_.npy'), ('sequence_1c_0_1_fv1b.npy', 'sequence_1c_0_1_label_fv1b.npy'), ('sequence_1k_185_6.npy', 'sequence_1k_185_6_label_.npy'), ('sequence_1b_55_6_fv1b.npy', 'sequence_1b_55_6_label_fv1b.npy'), ('sequence_1l_50_1.npy', 'sequence_1l_50_1_label_.npy'), ('sequence_1b_83_4_fv1b.npy', 'sequence_1b_83_4_label_fv1b.npy'), ('sequence_1k_203_4.npy', 'sequence_1k_203_4_label_.npy'), ('sequence_1l_37_8.npy', 'sequence_1l_37_8_label_.npy'), ('sequence_1k_235_6.npy', 'sequence_1k_235_6_label_.npy'), ('sequence_1b_85_6_fv1b.npy', 'sequence_1b_85_6_label_fv1b.npy'), ('sequence_1k_190_1.npy', 'sequence_1k_190_1_label_.npy'), ('sequence_1l_65_6.npy', 'sequence_1l_65_6_label_.npy'), ('sequence_1a_11_2.npy', 'sequence_1a_11_2_label_.npy'), ('sequence_1c_6_7_fv1b.npy', 'sequence_1c_6_7_label_fv1b.npy'), ('sequence_1k_234_5.npy', 'sequence_1k_234_5_label_.npy'), ('sequence_2b_170_1_fv1b.npy', 'sequence_2b_170_1_label_fv1b.npy'), ('sequence_1d_131_2.npy', 'sequence_1d_131_2_label_.npy'), ('sequence_1c_44_5_fv1b.npy', 'sequence_1c_44_5_label_fv1b.npy'), ('sequence_1l_26_7.npy', 'sequence_1l_26_7_label_.npy'), ('sequence_1b_101_2_fv1b.npy', 'sequence_1b_101_2_label_fv1b.npy'), ('sequence_1d_85_6.npy', 'sequence_1d_85_6_label_.npy'), ('sequence_1k_162_3.npy', 'sequence_1k_162_3_label_.npy'), ('sequence_1a_50_1.npy', 'sequence_1a_50_1_label_.npy'), ('sequence_2c_266_7_fv1b.npy', 'sequence_2c_266_7_label_fv1b.npy'), ('sequence_1l_62_3.npy', 'sequence_1l_62_3_label_.npy'), ('sequence_2b_196_7_fv1b.npy', 'sequence_2b_196_7_label_fv1b.npy'), ('sequence_1d_115_6.npy', 'sequence_1d_115_6_label_.npy'), ('sequence_1l_70_1.npy', 'sequence_1l_70_1_label_.npy'), ('sequence_1c_21_2_fv1b.npy', 'sequence_1c_21_2_label_fv1b.npy'), ('sequence_1l_72_3.npy', 'sequence_1l_72_3_label_.npy'), ('sequence_1d_113_4.npy', 'sequence_1d_113_4_label_.npy'), ('sequence_1a_47_8.npy', 'sequence_1a_47_8_label_.npy'), ('sequence_1l_67_8.npy', 'sequence_1l_67_8_label_.npy'), ('sequence_1d_122_3.npy', 'sequence_1d_122_3_label_.npy'), ('sequence_1a_55_6.npy', 'sequence_1a_55_6_label_.npy'), ('sequence_1a_52_3.npy', 'sequence_1a_52_3_label_.npy'), ('sequence_1a_67_8.npy', 'sequence_1a_67_8_label_.npy'), ('sequence_1k_174_5.npy', 'sequence_1k_174_5_label_.npy'), ('sequence_2b_184_5_fv1b.npy', 'sequence_2b_184_5_label_fv1b.npy'), ('sequence_1d_141_2.npy', 'sequence_1d_141_2_label_.npy'), ('sequence_2b_227_8_fv1b.npy', 'sequence_2b_227_8_label_fv1b.npy'), ('sequence_1d_95_6.npy', 'sequence_1d_95_6_label_.npy'), ('sequence_1a_36_7.npy', 'sequence_1a_36_7_label_.npy'), ('sequence_2c_257_8_fv1b.npy', 'sequence_2c_257_8_label_fv1b.npy'), ('sequence_1k_200_1.npy', 'sequence_1k_200_1_label_.npy'), ('sequence_1d_107_8.npy', 'sequence_1d_107_8_label_.npy'), ('sequence_1b_54_5_fv1b.npy', 'sequence_1b_54_5_label_fv1b.npy')]
[('sequence_1d_138_9.npy', 'sequence_1d_138_9_label_.npy'), ('sequence_1l_39_10.npy', 'sequence_1l_39_10_label_.npy'), ('sequence_1k_188_9.npy', 'sequence_1k_188_9_label_.npy'), ('sequence_1b_59_10_fv1b.npy', 'sequence_1b_59_10_label_fv1b.npy'), ('sequence_1k_168_9.npy', 'sequence_1k_168_9_label_.npy'), ('sequence_1a_68_9.npy', 'sequence_1a_68_9_label_.npy'), ('sequence_1c_48_9_fv1b.npy', 'sequence_1c_48_9_label_fv1b.npy'), ('sequence_2b_179_10_fv1b.npy', 'sequence_2b_179_10_label_fv1b.npy'), ('sequence_1d_158_9.npy', 'sequence_1d_158_9_label_.npy'), ('sequence_1d_89_10.npy', 'sequence_1d_89_10_label_.npy'), ('sequence_1l_28_9.npy', 'sequence_1l_28_9_label_.npy'), ('sequence_1a_9_10.npy', 'sequence_1a_9_10_label_.npy'), ('sequence_2b_188_9_fv1b.npy', 'sequence_2b_188_9_label_fv1b.npy'), ('sequence_1a_28_9.npy', 'sequence_1a_28_9_label_.npy'), ('sequence_1d_108_9.npy', 'sequence_1d_108_9_label_.npy'), ('sequence_1l_59_10.npy', 'sequence_1l_59_10_label_.npy'), ('sequence_1a_39_10.npy', 'sequence_1a_39_10_label_.npy'), ('sequence_1a_8_9.npy', 'sequence_1a_8_9_label_.npy'), ('sequence_1k_178_9.npy', 'sequence_1k_178_9_label_.npy'), ('sequence_1c_8_9_fv1b.npy', 'sequence_1c_8_9_label_fv1b.npy'), ('sequence_1k_199_10.npy', 'sequence_1k_199_10_label_.npy'), ('sequence_1d_139_10.npy', 'sequence_1d_139_10_label_.npy'), ('sequence_1d_109_10.npy', 'sequence_1d_109_10_label_.npy'), ('sequence_1l_69_10.npy', 'sequence_1l_69_10_label_.npy'), ('sequence_1b_78_9_fv1b.npy', 'sequence_1b_78_9_label_fv1b.npy'), ('sequence_1l_79_10.npy', 'sequence_1l_79_10_label_.npy'), ('sequence_1d_159_10.npy', 'sequence_1d_159_10_label_.npy'), ('sequence_2c_259_10_fv1b.npy', 'sequence_2c_259_10_label_fv1b.npy'), ('sequence_1a_58_9.npy', 'sequence_1a_58_9_label_.npy'), ('sequence_1c_28_9_fv1b.npy', 'sequence_1c_28_9_label_fv1b.npy'), ('sequence_1k_219_10.npy', 'sequence_1k_219_10_label_.npy'), ('sequence_2b_178_9_fv1b.npy', 'sequence_2b_178_9_label_fv1b.npy'), ('sequence_1b_99_10_fv1b.npy', 'sequence_1b_99_10_label_fv1b.npy'), ('sequence_1k_169_10.npy', 'sequence_1k_169_10_label_.npy'), ('sequence_1l_8_9.npy', 'sequence_1l_8_9_label_.npy'), ('sequence_1l_19_10.npy', 'sequence_1l_19_10_label_.npy'), ('sequence_1a_38_9.npy', 'sequence_1a_38_9_label_.npy'), ('sequence_1d_119_10.npy', 'sequence_1d_119_10_label_.npy'), ('sequence_1d_148_9.npy', 'sequence_1d_148_9_label_.npy'), ('sequence_1c_39_10_fv1b.npy', 'sequence_1c_39_10_label_fv1b.npy'), ('sequence_1d_149_10.npy', 'sequence_1d_149_10_label_.npy'), ('sequence_2b_219_10_fv1b.npy', 'sequence_2b_219_10_label_fv1b.npy'), ('sequence_2c_269_10_fv1b.npy', 'sequence_2c_269_10_label_fv1b.npy'), ('sequence_1l_58_9.npy', 'sequence_1l_58_9_label_.npy'), ('sequence_1b_109_10_fv1b.npy', 'sequence_1b_109_10_label_fv1b.npy'), ('sequence_2c_279_10_fv1b.npy', 'sequence_2c_279_10_label_fv1b.npy'), ('sequence_2c_288_9_fv1b.npy', 'sequence_2c_288_9_label_fv1b.npy'), ('sequence_1c_19_10_fv1b.npy', 'sequence_1c_19_10_label_fv1b.npy'), ('sequence_1l_38_9.npy', 'sequence_1l_38_9_label_.npy'), ('sequence_1a_79_10.npy', 'sequence_1a_79_10_label_.npy'), ('sequence_1c_29_10_fv1b.npy', 'sequence_1c_29_10_label_fv1b.npy'), ('sequence_1d_118_9.npy', 'sequence_1d_118_9_label_.npy'), ('sequence_1c_38_9_fv1b.npy', 'sequence_1c_38_9_label_fv1b.npy'), ('sequence_1k_208_9.npy', 'sequence_1k_208_9_label_.npy'), ('sequence_2b_229_10_fv1b.npy', 'sequence_2b_229_10_label_fv1b.npy'), ('sequence_1c_18_9_fv1b.npy', 'sequence_1c_18_9_label_fv1b.npy'), ('sequence_1b_69_10_fv1b.npy', 'sequence_1b_69_10_label_fv1b.npy'), ('sequence_1l_29_10.npy', 'sequence_1l_29_10_label_.npy'), ('sequence_2b_208_9_fv1b.npy', 'sequence_2b_208_9_label_fv1b.npy'), ('sequence_1l_18_9.npy', 'sequence_1l_18_9_label_.npy'), ('sequence_1l_68_9.npy', 'sequence_1l_68_9_label_.npy'), ('sequence_1k_198_9.npy', 'sequence_1k_198_9_label_.npy'), ('sequence_1a_18_9.npy', 'sequence_1a_18_9_label_.npy'), ('sequence_1b_108_9_fv1b.npy', 'sequence_1b_108_9_label_fv1b.npy'), ('sequence_1a_48_9.npy', 'sequence_1a_48_9_label_.npy'), ('sequence_1c_9_10_fv1b.npy', 'sequence_1c_9_10_label_fv1b.npy'), ('sequence_1d_99_10.npy', 'sequence_1d_99_10_label_.npy'), ('sequence_2c_268_9_fv1b.npy', 'sequence_2c_268_9_label_fv1b.npy'), ('sequence_2c_258_9_fv1b.npy', 'sequence_2c_258_9_label_fv1b.npy'), ('sequence_1a_59_10.npy', 'sequence_1a_59_10_label_.npy'), ('sequence_1k_239_10.npy', 'sequence_1k_239_10_label_.npy'), ('sequence_1k_209_10.npy', 'sequence_1k_209_10_label_.npy'), ('sequence_2b_199_10_fv1b.npy', 'sequence_2b_199_10_label_fv1b.npy'), ('sequence_1d_129_10.npy', 'sequence_1d_129_10_label_.npy'), ('sequence_1b_88_9_fv1b.npy', 'sequence_1b_88_9_label_fv1b.npy'), ('sequence_2c_248_9_fv1b.npy', 'sequence_2c_248_9_label_fv1b.npy'), ('sequence_2b_209_10_fv1b.npy', 'sequence_2b_209_10_label_fv1b.npy'), ('sequence_2c_289_10_fv1b.npy', 'sequence_2c_289_10_label_fv1b.npy'), ('sequence_1k_179_10.npy', 'sequence_1k_179_10_label_.npy'), ('sequence_1b_79_10_fv1b.npy', 'sequence_1b_79_10_label_fv1b.npy'), ('sequence_2b_228_9_fv1b.npy', 'sequence_2b_228_9_label_fv1b.npy'), ('sequence_2c_238_9_fv1b.npy', 'sequence_2c_238_9_label_fv1b.npy'), ('sequence_2b_189_10_fv1b.npy', 'sequence_2b_189_10_label_fv1b.npy'), ('sequence_2c_278_9_fv1b.npy', 'sequence_2c_278_9_label_fv1b.npy'), ('sequence_1l_48_9.npy', 'sequence_1l_48_9_label_.npy'), ('sequence_1l_78_9.npy', 'sequence_1l_78_9_label_.npy'), ('sequence_1k_189_10.npy', 'sequence_1k_189_10_label_.npy'), ('sequence_1b_68_9_fv1b.npy', 'sequence_1b_68_9_label_fv1b.npy'), ('sequence_1d_98_9.npy', 'sequence_1d_98_9_label_.npy'), ('sequence_1a_78_9.npy', 'sequence_1a_78_9_label_.npy'), ('sequence_1k_229_10.npy', 'sequence_1k_229_10_label_.npy'), ('sequence_2c_249_10_fv1b.npy', 'sequence_2c_249_10_label_fv1b.npy'), ('sequence_1l_49_10.npy', 'sequence_1l_49_10_label_.npy'), ('sequence_1l_9_10.npy', 'sequence_1l_9_10_label_.npy'), ('sequence_1k_218_9.npy', 'sequence_1k_218_9_label_.npy'), ('sequence_1b_98_9_fv1b.npy', 'sequence_1b_98_9_label_fv1b.npy'), ('sequence_1d_128_9.npy', 'sequence_1d_128_9_label_.npy'), ('sequence_1a_29_10.npy', 'sequence_1a_29_10_label_.npy'), ('sequence_2b_198_9_fv1b.npy', 'sequence_2b_198_9_label_fv1b.npy'), ('sequence_1a_49_10.npy', 'sequence_1a_49_10_label_.npy'), ('sequence_1c_49_10_fv1b.npy', 'sequence_1c_49_10_label_fv1b.npy'), ('sequence_1k_238_9.npy', 'sequence_1k_238_9_label_.npy'), ('sequence_2c_239_10_fv1b.npy', 'sequence_2c_239_10_label_fv1b.npy'), ('sequence_1d_88_9.npy', 'sequence_1d_88_9_label_.npy'), ('sequence_1a_69_10.npy', 'sequence_1a_69_10_label_.npy'), ('sequence_1a_19_10.npy', 'sequence_1a_19_10_label_.npy'), ('sequence_1b_89_10_fv1b.npy', 'sequence_1b_89_10_label_fv1b.npy'), ('sequence_2b_218_9_fv1b.npy', 'sequence_2b_218_9_label_fv1b.npy'), ('sequence_1b_58_9_fv1b.npy', 'sequence_1b_58_9_label_fv1b.npy'), ('sequence_1k_228_9.npy', 'sequence_1k_228_9_label_.npy')]
In [2]:
#features_list = ['percent_damage','delta_K_current_1','ctip_posn_curr_1','delta_K_current_2','ctip_posn_curr_2',
#'delta_K_current_3','ctip_posn_curr_3','delta_K_current_4','ctip_posn_curr_4','Load_1','Load_2']
# train_list = ['StepIndex','delta_K_current_1','ctip_posn_curr_1','delta_K_current_2','ctip_posn_curr_2',
# 'delta_K_current_3','ctip_posn_curr_3','delta_K_current_4','ctip_posn_curr_4','Load_1','Load_2'] #and seq_id,somehow
unique_init_conds = []
training_seqname_initcond_dict = {}
combined_seqname_initcond_dict = {}
for files in train_set_filenames:
data_load_path = train_path + '/data/' + files[0]
label_load_path = train_path + '/label/' + files[1]
# print("data/label load path: {} \n {}".format(data_load_path,label_load_path))
train_array = np.load(data_load_path)
train_label_array = np.load(label_load_path)[:, 1:]
if train_array.shape[1] == 12:
train_array = train_array[:,1:] #skip step_index.
if "fv1b" not in str(files[0]):
print(train_array[0,:])
#init_cond = train_array[0,[3,5,7,9]]
#init_cond = train_array[0,[2,4,6,8]] was the ctip position....
init_cond = train_array[1,[1,3,5,7]]
if "fv1b" in str(files[0]):
init_cond = train_array[1,[1,3,5,7]]
#print(str(files[0])," init cond",init_cond)
print(str(files[0])," init cond2",train_array[0,:])
print(str(files[0])," init cond2",train_array[1,:])
training_seqname_initcond_dict[str(files[0])] = str(init_cond)
array_equality = False
if len(unique_init_conds) == 0:
unique_init_conds.append(init_cond)
if len(unique_init_conds) != 0:
for ic in unique_init_conds:
if np.array_equal(init_cond,ic) == True:
#print("equal array found in list?", np.array_equal(load_seq,load_sequence))
array_equality = True
if array_equality == False:
unique_init_conds.append(init_cond) #the load types
#print("first 6 rows:",train_array[0:2,:])
print("there are ",len(unique_init_conds)," init conds in the training set")
print("unique init conds:",unique_init_conds)
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_222_3.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_222_3.npy', ' init cond2', array([ 27.00027699, 8.73576055, 0.33249853, 8.82848439,
1.25749833, 7.05850613, 1.43750081, 8.29964077,
2.05249862, 14.28 , 1.428 ]))
('sequence_2b_216_7_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_2b_216_7_fv1b.npy', ' init cond2', array([ 19.00023664, 8.01618166, 0.72499882, 8.39017318,
1.47499856, 7.97268034, 1.52500126, 8.62638417,
2.23749857, 14.28 , 0.75 ]))
('sequence_2b_221_2_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 12.28 ]))
('sequence_2b_221_2_fv1b.npy', ' init cond2', array([ 19.00021576, 7.69249783, 0.72499892, 7.56326398,
1.47499898, 6.91705086, 1.52500075, 7.57836501,
2.23749897, 12.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_103_4.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
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1.47499896, 8.07597765, 1.52500122, 8.44363673,
2.23749877, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_190_1.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_190_1.npy', ' init cond2', array([ 27.00024827, 9.07051384, 0.33249828, 9.10923349,
1.25749811, 7.93392323, 1.43750117, 8.14996088,
2.05249876, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_65_6.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_65_6.npy', ' init cond2', array([ 27.00024841, 7.92721987, 0.33249888, 7.67585834,
1.25749896, 10.07434735, 1.43750238, 8.21111946,
2.05249876, 14.28 , 1.428 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_11_2.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 14.28 ]))
('sequence_1a_11_2.npy', ' init cond2', array([ 5.00032842, 8.57046874, 0.41249851, 8.41118978,
1.28749859, 8.84183791, 1.33750164, 9.15055836,
2.17499819, 14.28 , 1.25 ]))
('sequence_1c_6_7_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_1c_6_7_fv1b.npy', ' init cond2', array([ 5.00029541, 8.47764173, 0.72499857, 8.47764173,
1.47499852, 8.47764173, 1.52500133, 8.47764173,
2.23749852, 14.28 , 1.25 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_234_5.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_234_5.npy', ' init cond2', array([ 27.00033023, 7.80233963, 0.33249892, 8.74239736,
1.25749842, 8.13904589, 1.4375013 , 8.74174398,
2.05249835, 14.28 , 0.5 ]))
('sequence_2b_170_1_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_2b_170_1_fv1b.npy', ' init cond2', array([ 19.00025977, 8.33293208, 0.7249987 , 8.26344128,
1.47499881, 8.12045617, 1.52500135, 8.3095797 ,
2.23749869, 14.28 , 1. ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1d_131_2.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 12.28 ]))
('sequence_1d_131_2.npy', ' init cond2', array([ 27.00018305, 7.12516919, 0.33249919, 6.12736108,
1.25749949, 6.94352703, 1.43750076, 7.13067623,
2.05249908, 12.28 , 1.428 ]))
('sequence_1c_44_5_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 12.28 ]))
('sequence_1c_44_5_fv1b.npy', ' init cond2', array([ 5.00016872, 7.15836975, 0.72499916, 7.15836975,
1.47499916, 7.15836975, 1.52500084, 7.15836975,
2.23749916, 12.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_26_7.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_26_7.npy', ' init cond2', array([ 27.00034546, 7.49413524, 0.33249906, 8.0617612 ,
1.25749884, 8.1408776 , 1.43750122, 8.94298972,
2.05249827, 14.28 , 1.75 ]))
('sequence_1b_101_2_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 12.28 ]))
('sequence_1b_101_2_fv1b.npy', ' init cond2', array([ 5.00019322, 7.04226434, 0.72499922, 7.24970948,
1.47499914, 7.42434262, 1.52500097, 7.40794655,
2.23749906, 12.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_85_6.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_85_6.npy', ' init cond2', array([ 27.00033487, 8.24579483, 0.33249869, 8.76581449,
1.25749845, 8.18396504, 1.43750125, 8.61393868,
2.05249833, 14.28 , 1. ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_162_3.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_162_3.npy', ' init cond2', array([ 27.00016108, 9.06590311, 0.33249811, 8.17867921,
1.25749872, 8.9748744 , 1.43750174, 7.18494566,
2.05249919, 14.28 , 1. ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 12.28 ]
('sequence_1a_50_1.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 12.28 ]))
('sequence_1a_50_1.npy', ' init cond2', array([ 5.0001777 , 7.15836975, 0.41249926, 7.15836975,
1.28749911, 7.15836975, 1.3375008 , 7.15836975,
2.17499919, 12.28 , 1.428 ]))
('sequence_2c_266_7_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.028 , 10.28 ]))
('sequence_2c_266_7_fv1b.npy', ' init cond2', array([ 5.00009195, 6.10295217, 0.72499958, 6.10295217,
1.47499954, 6.10295217, 1.52500044, 6.10295217,
2.23749952, 10.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_62_3.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_62_3.npy', ' init cond2', array([ 27.00034043, 7.87707369, 0.3324988 , 8.29000836,
1.25749871, 9.21638056, 1.43750175, 9.00359493,
2.0524983 , 14.28 , 1.428 ]))
('sequence_2b_196_7_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_2b_196_7_fv1b.npy', ' init cond2', array([ 19.00028525, 8.47764173, 0.72499857, 8.47764173,
1.47499857, 8.47764173, 1.52500143, 8.47764173,
2.23749857, 14.28 , 1.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_115_6.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_115_6.npy', ' init cond2', array([ 27.00021654, 8.53852122, 0.33249861, 7.69332162,
1.25749897, 7.17256697, 1.43750092, 7.90375914,
2.05249892, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_70_1.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_70_1.npy', ' init cond2', array([ 27.00028525, 8.47764173, 0.33249857, 8.47764173,
1.25749857, 8.47764173, 1.43750143, 8.47764173,
2.05249857, 14.28 , 0.5 ]))
('sequence_1c_21_2_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_1c_21_2_fv1b.npy', ' init cond2', array([ 5.00029208, 8.47764173, 0.72499865, 8.47764173,
1.47499854, 8.47764173, 1.52500138, 8.47764173,
2.23749859, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_72_3.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_72_3.npy', ' init cond2', array([ 27.00028527, 8.23253958, 0.33249862, 7.96763379,
1.25749883, 8.15517797, 1.43750119, 8.47291317,
2.05249857, 14.28 , 0.5 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_113_4.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_113_4.npy', ' init cond2', array([ 27.00029956, 7.58618207, 0.33249903, 7.90082149,
1.25749885, 7.6549909 , 1.437501 , 8.95534254,
2.0524985 , 14.28 , 0.75 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_47_8.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 14.28 ]))
('sequence_1a_47_8.npy', ' init cond2', array([ 5.00026579, 8.14593683, 0.41249872, 8.262863 ,
1.28749867, 7.59063452, 1.33750097, 9.66170506,
2.17499785, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_67_8.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1l_67_8.npy', ' init cond2', array([ 27.0002932 , 8.96100004, 0.33249832, 9.64555992,
1.25749786, 6.23009295, 1.43750051, 8.55275344,
2.05249853, 14.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_122_3.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_122_3.npy', ' init cond2', array([ 27.00025486, 8.88354954, 0.33249836, 7.98111571,
1.25749882, 8.48782023, 1.43750141, 8.18925284,
2.05249873, 14.28 , 0.75 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 12.28 ]
('sequence_1a_55_6.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 12.28 ]))
('sequence_1a_55_6.npy', ' init cond2', array([ 5.00018194, 7.0853187 , 0.41249919, 7.0969264 ,
1.28749918, 7.316627 , 1.33750091, 7.31347235,
2.17499909, 12.28 , 1.428 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 12.28 ]
('sequence_1a_52_3.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 12.28 ]))
('sequence_1a_52_3.npy', ' init cond2', array([ 5.00022681, 7.62269126, 0.41249887, 5.91982662,
1.28749952, 7.66699655, 1.33750099, 7.1790794 ,
2.17499915, 12.28 , 1.428 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_67_8.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 14.28 ]))
('sequence_1a_67_8.npy', ' init cond2', array([ 5.0003504 , 8.36698234, 0.41249865, 7.79622258,
1.28749888, 8.95768811, 1.33750175, 8.28082345,
2.17499861, 14.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_174_5.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_174_5.npy', ' init cond2', array([ 27.0003188 , 8.95587129, 0.33249837, 8.23398686,
1.25749872, 8.47363048, 1.43750134, 8.83350762,
2.05249841, 14.28 , 1.25 ]))
('sequence_2b_184_5_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_2b_184_5_fv1b.npy', ' init cond2', array([ 19.00026934, 8.45273994, 0.72499865, 8.85364452,
1.47499831, 8.693409 , 1.52500148, 8.54290541,
2.23749856, 14.28 , 1.25 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_141_2.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_141_2.npy', ' init cond2', array([ 27.00028956, 9.08258795, 0.3324984 , 8.32814384,
1.25749871, 8.48281739, 1.43750137, 8.57424368,
2.05249855, 14.28 , 1.428 ]))
('sequence_2b_227_8_fv1b.npy', ' init cond2', array([ 19. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 12.28 ]))
('sequence_2b_227_8_fv1b.npy', ' init cond2', array([ 19.00017171, 7.15836975, 0.72499914, 7.15836975,
1.47499914, 7.15836975, 1.52500081, 7.15836975,
2.23749919, 12.28 , 1.428 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_95_6.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_95_6.npy', ' init cond2', array([ 27.00031246, 8.37828222, 0.33249862, 9.15585847,
1.25749816, 8.79544268, 1.43750161, 8.86049756,
2.05249844, 14.28 , 1.25 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_36_7.npy', ' init cond2', array([ 5. , 0. , 0.4125, 0. , 1.2875, 0. ,
1.3375, 0. , 2.175 , 1.428 , 14.28 ]))
('sequence_1a_36_7.npy', ' init cond2', array([ 5.00031116, 8.18090885, 0.41249873, 8.70685574,
1.28749844, 8.3943971 , 1.33750138, 8.53784548,
2.17499854, 14.28 , 0.75 ]))
('sequence_2c_257_8_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.028 , 15.28 ]))
('sequence_2c_257_8_fv1b.npy', ' init cond2', array([ 5.00043102, 9.89610786, 0.72499784, 9.88839031,
1.47499788, 9.2305201 , 1.52500173, 9.28628314,
2.23749822, 15.28 , 1.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_200_1.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1k_200_1.npy', ' init cond2', array([ 27.00032563, 8.83175289, 0.33249845, 8.39813712,
1.25749862, 8.54155099, 1.4375013 , 8.94782375,
2.05249837, 14.28 , 0.75 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_107_8.npy', ' init cond2', array([ 27. , 0. , 0.3325, 0. , 1.2575, 0. ,
1.4375, 0. , 2.0525, 1.428 , 14.28 ]))
('sequence_1d_107_8.npy', ' init cond2', array([ 27.00027696, 8.47764173, 0.33249859, 8.47764173,
1.25749854, 8.47764173, 1.43750148, 8.47764173,
2.05249862, 14.28 , 1.75 ]))
('sequence_1b_54_5_fv1b.npy', ' init cond2', array([ 5. , 0. , 0.725 , 0. , 1.475 , 0. ,
1.525 , 0. , 2.2375, 1.428 , 14.28 ]))
('sequence_1b_54_5_fv1b.npy', ' init cond2', array([ 5.00028994, 8.43874945, 0.72499858, 7.35612619,
1.47499907, 8.50345267, 1.52500145, 8.20928498,
2.23749868, 14.28 , 1. ]))
('there are ', 331, ' init conds in the training set')
('unique init conds:', [array([ 8.73576055, 8.82848439, 7.05850613, 8.29964077]), array([ 8.01618166, 8.39017318, 7.97268034, 8.62638417]), array([ 7.69249783, 7.56326398, 6.91705086, 7.57836501]), array([ 9.38613309, 7.52300826, 8.71279363, 10.15779303]), array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]), array([ 8.72433253, 8.85371464, 7.42583449, 8.43434734]), array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]), array([ 8.05718748, 8.24973163, 8.30406957, 8.04798688]), array([ 8.88123827, 8.68259929, 9.25464772, 8.11930964]), array([ 8.56046798, 8.06085869, 8.62782641, 7.25050713]), array([ 7.88971811, 8.52254744, 8.22117158, 8.88558943]), array([ 8.47652021, 8.19188144, 9.45399199, 8.37120853]), array([ 7.25508499, 7.59915187, 7.26827201, 7.64430478]), array([ 8.94512448, 8.19138829, 8.02019756, 9.04679389]), array([ 8.06427096, 9.28125378, 8.0325691 , 7.48073434]), array([ 8.95914382, 8.16735001, 8.80810468, 9.11210647]), array([ 8.16690107, 8.7365547 , 9.24740119, 8.80284448]), array([ 8.11747764, 8.77273817, 8.28009199, 8.44594103]), array([ 9.01688303, 9.31483109, 8.13887286, 8.66627546]), array([ 8.37492463, 8.61261285, 8.06738571, 7.94774081]), array([ 6.83592246, 6.77864995, 6.67278696, 6.94142294]), array([ 8.52887683, 8.37798675, 8.76630802, 8.26383791]), array([ 10.06703404, 9.65792398, 10.79200825, 9.98263768]), array([ 8.67089075, 8.47542071, 8.49556675, 7.06719732]), array([ 9.16730379, 8.35445058, 8.6027564 , 9.69720314]), array([ 8.630354 , 8.35917911, 9.10961864, 8.54175848]), array([ 8.86667998, 8.24813494, 8.40997492, 8.1271577 ]), array([ 8.51107774, 8.62558073, 8.17776057, 9.24382462]), array([ 8.13401709, 8.40249116, 8.3835357 , 9.0014853 ]), array([ 6.76258816, 6.76258816, 6.76258816, 6.76258816]), array([ 7.57664478, 8.23951771, 9.03590959, 8.14961822]), array([ 7.61711368, 7.79017264, 7.80594167, 7.93437439]), array([ 8.42963856, 8.30685692, 9.06556599, 7.84861566]), array([ 6.88213199, 7.67044269, 7.67711757, 7.25892792]), 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8.10520805, 8.98879288]), array([ 9.3067968 , 9.2647725 , 8.14207925, 8.65403445]), array([ 8.72331505, 8.55032605, 8.78056269, 8.31705921]), array([ 7.56744969, 6.9477485 , 7.33658415, 7.20217727]), array([ 8.85573333, 8.06096227, 8.15353047, 8.56009474]), array([ 8.62864741, 8.23180304, 8.75090826, 8.34098233]), array([ 8.547009 , 7.49038694, 8.05178185, 8.09414275]), array([ 9.15965883, 9.29507917, 8.39748774, 8.43142718]), array([ 8.83638173, 8.44764938, 8.26919656, 7.87745183]), array([ 8.68708229, 8.43877487, 8.77126482, 7.69476428]), array([ 8.26995913, 7.68966787, 7.05015305, 10.00606296]), array([ 9.37964558, 8.62176902, 8.69553991, 9.68344109]), array([ 8.8577873 , 9.43586002, 7.80388937, 7.89618736]), array([ 7.87830924, 8.80423609, 6.98597579, 7.88981748]), array([ 8.78679669, 8.0051464 , 8.8813147 , 8.29848367]), array([ 8.56775159, 9.20246147, 8.26628077, 7.91537067]), array([ 8.42642046, 8.23521017, 8.07496966, 8.45620114]), array([ 8.54730449, 7.93273693, 8.21682939, 8.01510577]), array([ 9.23609047, 7.5541517 , 8.48110214, 7.7133028 ]), array([ 8.16555657, 8.96208294, 7.96604902, 7.46765255]), array([ 8.63760109, 8.44295033, 8.67935184, 8.11097613]), array([ 8.9242028 , 8.08794033, 8.96128976, 8.39776176]), array([ 7.47901171, 9.471131 , 8.73848362, 8.27159624]), array([ 8.77424577, 8.88470459, 7.40789 , 8.65435255]), array([ 9.37846554, 8.64002108, 8.95361336, 7.84824809]), array([ 9.05407216, 8.20578311, 8.76682764, 8.27282481]), array([ 8.45251764, 7.34142769, 8.5304408 , 8.40917144]), array([ 7.97177748, 8.15361388, 8.50705262, 7.82555527]), array([ 8.38358354, 9.484393 , 8.51516223, 7.8607998 ]), array([ 8.52106656, 8.71920286, 7.87645848, 8.1919272 ]), array([ 6.80594196, 8.49464808, 7.68196752, 8.37174759]), array([ 8.28105398, 8.82515089, 8.71380295, 8.5895962 ]), array([ 8.62041769, 8.99258051, 8.35540026, 8.30736725]), array([ 6.84715481, 6.56730682, 7.0267873 , 6.46426841]), array([ 9.33461069, 8.17626482, 8.63847768, 9.15029014]), array([ 9.40544845, 9.72148837, 10.4053702 , 9.1386189 ]), array([ 7.83407483, 8.32163401, 7.8284794 , 8.4044055 ]), array([ 7.93841899, 8.01433912, 9.10039383, 7.54047793]), array([ 8.82937836, 8.6865451 , 7.84448158, 8.10324143]), array([ 9.72678178, 8.002029 , 8.18202733, 7.87922783]), array([ 8.70014928, 8.78874496, 8.3869791 , 8.91735279]), array([ 8.0590123 , 7.98989259, 7.76704884, 7.91178641]), array([ 7.10593836, 7.53005808, 7.29109775, 6.58220643]), array([ 8.87187108, 8.31740599, 8.06596806, 9.14769259]), array([ 8.26533084, 8.50280324, 8.08597104, 7.54386108]), array([ 7.90939369, 7.81084224, 8.07597765, 8.44363673]), array([ 9.07051384, 9.10923349, 7.93392323, 8.14996088]), array([ 7.92721987, 7.67585834, 10.07434735, 8.21111946]), array([ 8.57046874, 8.41118978, 8.84183791, 9.15055836]), array([ 7.80233963, 8.74239736, 8.13904589, 8.74174398]), array([ 8.33293208, 8.26344128, 8.12045617, 8.3095797 ]), array([ 7.12516919, 6.12736108, 6.94352703, 7.13067623]), array([ 7.49413524, 8.0617612 , 8.1408776 , 8.94298972]), array([ 7.04226434, 7.24970948, 7.42434262, 7.40794655]), array([ 8.24579483, 8.76581449, 8.18396504, 8.61393868]), array([ 9.06590311, 8.17867921, 8.9748744 , 7.18494566]), array([ 7.87707369, 8.29000836, 9.21638056, 9.00359493]), array([ 8.53852122, 7.69332162, 7.17256697, 7.90375914]), array([ 8.23253958, 7.96763379, 8.15517797, 8.47291317]), array([ 7.58618207, 7.90082149, 7.6549909 , 8.95534254]), array([ 8.14593683, 8.262863 , 7.59063452, 9.66170506]), array([ 8.96100004, 9.64555992, 6.23009295, 8.55275344]), array([ 8.88354954, 7.98111571, 8.48782023, 8.18925284]), array([ 7.0853187 , 7.0969264 , 7.316627 , 7.31347235]), array([ 7.62269126, 5.91982662, 7.66699655, 7.1790794 ]), array([ 8.36698234, 7.79622258, 8.95768811, 8.28082345]), array([ 8.95587129, 8.23398686, 8.47363048, 8.83350762]), array([ 8.45273994, 8.85364452, 8.693409 , 8.54290541]), array([ 9.08258795, 8.32814384, 8.48281739, 8.57424368]), array([ 8.37828222, 9.15585847, 8.79544268, 8.86049756]), array([ 8.18090885, 8.70685574, 8.3943971 , 8.53784548]), array([ 9.89610786, 9.88839031, 9.2305201 , 9.28628314]), array([ 8.83175289, 8.39813712, 8.54155099, 8.94782375]), array([ 8.43874945, 7.35612619, 8.50345267, 8.20928498])])
In [3]:
unique_init_conds_test = []
test_seqname_initcond_dict = {}
for files in test_set_filenames:
data_load_path = test_path + '/data/' + files[0]
label_load_path = test_path + '/label/' + files[1]
# print("data/label load path: {} \n {}".format(data_load_path,label_load_path))
test_array = np.load(data_load_path)
test_label_array = np.load(label_load_path)[:, 1:]
if test_array.shape[1] == 12:
test_array = test_array[:,1:] #skip step_index.
if "fv1b" not in str(files[0]):
print(test_array[0,:])
#init_cond = train_array[0,[3,5,7,9]]
init_cond = test_array[1,[1,3,5,7]]
if "fv1b" in str(files[0]):
init_cond = test_array[1,[1,3,5,7]]
print(str(files[0])," init cond",init_cond)
test_seqname_initcond_dict[str(files[0])] = str(init_cond)
array_equality = False
if len(unique_init_conds_test) == 0:
unique_init_conds_test.append(init_cond)
if len(unique_init_conds_test) != 0:
for ic in unique_init_conds_test:
if np.array_equal(init_cond,ic) == True:
#print("equal array found in list?", np.array_equal(load_seq,load_sequence))
array_equality = True
if array_equality == False:
unique_init_conds_test.append(init_cond) #the load types
#print("first 6 rows:",train_array[0:2,:])
print("there are ",len(unique_init_conds_test)," init conds in the TESTING set.", unique_init_conds_test)
print("and ", len(unique_init_conds_test), "in the TRAINING set.",unique_init_conds)
#print("unique init conds:",unique_init_conds_test)
#any(item.shape != (24,) for item in flattened_eq_len_loadseq_list)
#print("any non overlapping init conds?", cmp(unique_init_conds,unique_init_conds_test))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1d_138_9.npy', ' init cond', array([ 6.63252541, 7.37190062, 6.87692128, 8.03165562]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_39_10.npy', ' init cond', array([ 7.61680911, 9.07244159, 8.43948989, 8.55654383]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_188_9.npy', ' init cond', array([ 8.02131263, 8.05368826, 8.46238667, 8.36652108]))
('sequence_1b_59_10_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_168_9.npy', ' init cond', array([ 8.20701299, 7.89129194, 8.41749088, 8.07561452]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_68_9.npy', ' init cond', array([ 9.7738572 , 8.99500331, 8.34643316, 9.01918447]))
('sequence_1c_48_9_fv1b.npy', ' init cond', array([ 6.76417898, 6.59628581, 7.67754665, 7.02278506]))
('sequence_2b_179_10_fv1b.npy', ' init cond', array([ 7.81321511, 9.03000308, 8.22023049, 8.59626778]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_158_9.npy', ' init cond', array([ 9.00282786, 8.26881511, 9.16964961, 8.92684224]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_89_10.npy', ' init cond', array([ 7.76336318, 8.87184291, 8.29291574, 8.65440911]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_28_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_9_10.npy', ' init cond', array([ 7.6373421 , 8.26951009, 7.83629664, 7.97408846]))
('sequence_2b_188_9_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_28_9.npy', ' init cond', array([ 9.01055243, 8.83854743, 8.74267269, 8.71063012]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_108_9.npy', ' init cond', array([ 8.66361187, 9.11622464, 8.49597356, 8.0094684 ]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1l_59_10.npy', ' init cond', array([ 6.7403916 , 6.86525294, 7.78754396, 6.32213503]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_39_10.npy', ' init cond', array([ 9.87689552, 7.97525855, 9.7219902 , 9.31326384]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_8_9.npy', ' init cond', array([ 8.37148157, 8.34754589, 7.94305087, 7.88882414]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_178_9.npy', ' init cond', array([ 7.63239896, 8.13463961, 8.09272877, 8.58854082]))
('sequence_1c_8_9_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_199_10.npy', ' init cond', array([ 8.77253251, 7.95839527, 8.82746172, 8.19136988]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1d_139_10.npy', ' init cond', array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_109_10.npy', ' init cond', array([ 8.46789612, 10.07125738, 10.73002291, 8.21427429]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_69_10.npy', ' init cond', array([ 7.73472715, 9.35535284, 8.9935496 , 8.34765595]))
('sequence_1b_78_9_fv1b.npy', ' init cond', array([ 7.94856889, 9.76956156, 8.44335398, 7.81242957]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_79_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_159_10.npy', ' init cond', array([ 8.13137247, 8.62025517, 8.55120723, 9.32093238]))
('sequence_2c_259_10_fv1b.npy', ' init cond', array([ 9.24932197, 9.28758845, 9.40868458, 9.23176292]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 12.28 ]
('sequence_1a_58_9.npy', ' init cond', array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]))
('sequence_1c_28_9_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1k_219_10.npy', ' init cond', array([ 7.67683344, 7.28887099, 7.05567145, 7.77393581]))
('sequence_2b_178_9_fv1b.npy', ' init cond', array([ 9.03724366, 7.64072537, 8.3845634 , 8.87794736]))
('sequence_1b_99_10_fv1b.npy', ' init cond', array([ 9.17048507, 8.6523546 , 8.20115583, 9.01021919]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_169_10.npy', ' init cond', array([ 8.19449588, 8.64375948, 8.92026857, 9.11463175]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_8_9.npy', ' init cond', array([ 7.83707841, 9.17580432, 8.49039881, 7.58590143]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_19_10.npy', ' init cond', array([ 6.71844264, 8.68949615, 9.69755975, 9.44268568]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_38_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_119_10.npy', ' init cond', array([ 8.14877331, 7.96026658, 7.59980237, 8.30020109]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_148_9.npy', ' init cond', array([ 8.7500728 , 8.71396804, 8.36218443, 8.8442431 ]))
('sequence_1c_39_10_fv1b.npy', ' init cond', array([ 8.12711705, 9.34175395, 8.35245912, 8.38823432]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_149_10.npy', ' init cond', array([ 8.65213181, 8.53359205, 8.22966349, 8.53395211]))
('sequence_2b_219_10_fv1b.npy', ' init cond', array([ 9.21595272, 9.14760205, 8.75982223, 8.05609213]))
('sequence_2c_269_10_fv1b.npy', ' init cond', array([ 6.10295217, 6.10295217, 6.10295217, 6.10295217]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1l_58_9.npy', ' init cond', array([ 6.97590242, 7.4493258 , 7.47249178, 7.06577023]))
('sequence_1b_109_10_fv1b.npy', ' init cond', array([ 7.60239208, 6.88272802, 7.71812882, 7.40672016]))
('sequence_2c_279_10_fv1b.npy', ' init cond', array([ 7.80861486, 8.75738332, 7.94213114, 7.99664493]))
('sequence_2c_288_9_fv1b.npy', ' init cond', array([ 8.40258977, 7.72526356, 7.56403369, 7.18314676]))
('sequence_1c_19_10_fv1b.npy', ' init cond', array([ 8.08610326, 8.02321562, 8.2755294 , 8.52757467]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_38_9.npy', ' init cond', array([ 9.12723616, 8.66095248, 8.41221885, 8.08897541]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_79_10.npy', ' init cond', array([ 7.92628138, 8.41098459, 8.56239203, 8.81987939]))
('sequence_1c_29_10_fv1b.npy', ' init cond', array([ 8.53754847, 8.9096539 , 8.02329463, 8.98070241]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_118_9.npy', ' init cond', array([ 8.31398208, 9.18767471, 8.33914328, 7.60668246]))
('sequence_1c_38_9_fv1b.npy', ' init cond', array([ 9.15746044, 7.79348832, 9.95081664, 8.83584143]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_208_9.npy', ' init cond', array([ 8.45697648, 8.29245492, 8.24876955, 7.93905852]))
('sequence_2b_229_10_fv1b.npy', ' init cond', array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]))
('sequence_1c_18_9_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_1b_69_10_fv1b.npy', ' init cond', array([ 7.60863249, 8.45375539, 7.90371492, 8.11954167]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_29_10.npy', ' init cond', array([ 9.5067691 , 8.42202126, 8.34340827, 8.43728461]))
('sequence_2b_208_9_fv1b.npy', ' init cond', array([ 8.30011487, 8.83259969, 7.77183575, 8.32143142]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_18_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_68_9.npy', ' init cond', array([ 8.21173953, 8.69348919, 8.06515379, 8.27180978]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_198_9.npy', ' init cond', array([ 8.9972027 , 8.11628613, 8.30140149, 8.95985779]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_18_9.npy', ' init cond', array([ 8.30278931, 9.01023171, 8.70572184, 8.79193819]))
('sequence_1b_108_9_fv1b.npy', ' init cond', array([ 7.68076239, 7.25654219, 7.51251312, 8.1286861 ]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_48_9.npy', ' init cond', array([ 8.78471755, 9.68614863, 7.41747702, 8.9701476 ]))
('sequence_1c_9_10_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_99_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2c_268_9_fv1b.npy', ' init cond', array([ 5.29940891, 6.20550426, 6.67288125, 6.66510933]))
('sequence_2c_258_9_fv1b.npy', ' init cond', array([ 8.85425252, 9.33074548, 9.2719534 , 9.36368764]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 12.28 ]
('sequence_1a_59_10.npy', ' init cond', array([ 6.97611128, 6.95449621, 7.18659153, 7.39010029]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_239_10.npy', ' init cond', array([ 8.56472785, 8.99302356, 8.27352136, 9.15471155]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_209_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2b_199_10_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_129_10.npy', ' init cond', array([ 8.39497647, 8.63772965, 8.25009462, 9.08932784]))
('sequence_1b_88_9_fv1b.npy', ' init cond', array([ 8.41804581, 9.53136697, 7.94621958, 8.12500862]))
('sequence_2c_248_9_fv1b.npy', ' init cond', array([ 7.8924161 , 8.03229765, 7.84711857, 7.53252362]))
('sequence_2b_209_10_fv1b.npy', ' init cond', array([ 8.88631511, 8.8669438 , 8.45722447, 8.46521263]))
('sequence_2c_289_10_fv1b.npy', ' init cond', array([ 7.12475951, 7.29292367, 7.91937493, 7.35680469]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_179_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_1b_79_10_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2b_228_9_fv1b.npy', ' init cond', array([ 7.3377084 , 7.16813845, 6.68830634, 6.92916885]))
('sequence_2c_238_9_fv1b.npy', ' init cond', array([ 6.76258816, 6.76258816, 6.76258816, 6.76258816]))
('sequence_2b_189_10_fv1b.npy', ' init cond', array([ 8.46604852, 8.50490753, 8.33177503, 7.97119299]))
('sequence_2c_278_9_fv1b.npy', ' init cond', array([ 9.10838617, 8.87814073, 9.04913301, 8.12705488]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_48_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_78_9.npy', ' init cond', array([ 7.9896822 , 8.44793842, 8.06850565, 7.23356815]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_189_10.npy', ' init cond', array([ 8.60501358, 9.86207209, 8.35774525, 7.88652663]))
('sequence_1b_68_9_fv1b.npy', ' init cond', array([ 9.27830465, 8.14655465, 8.13346915, 9.00687936]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_98_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_78_9.npy', ' init cond', array([ 7.35445476, 8.93945282, 7.71321476, 8.23031048]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_229_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2c_249_10_fv1b.npy', ' init cond', array([ 8.52533377, 7.05799833, 7.35452481, 8.09321342]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_49_10.npy', ' init cond', array([ 8.54002716, 7.79339713, 8.98044468, 8.57301281]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1l_9_10.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 12.28 ]
('sequence_1k_218_9.npy', ' init cond', array([ 7.37939454, 7.23172613, 7.83334062, 6.62945094]))
('sequence_1b_98_9_fv1b.npy', ' init cond', array([ 7.55139111, 8.29972059, 8.18003614, 7.94686971]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_128_9.npy', ' init cond', array([ 8.56629102, 9.52692215, 8.43935286, 8.75699108]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_29_10.npy', ' init cond', array([ 8.42338051, 8.07760354, 8.97532187, 8.64318785]))
('sequence_2b_198_9_fv1b.npy', ' init cond', array([ 8.60094984, 8.96093991, 8.39797263, 7.96658995]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_49_10.npy', ' init cond', array([ 8.71743871, 8.59464977, 8.2455724 , 7.90038061]))
('sequence_1c_49_10_fv1b.npy', ' init cond', array([ 7.66554379, 6.89856955, 7.35174213, 7.60862502]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_238_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2c_239_10_fv1b.npy', ' init cond', array([ 6.76258816, 6.76258816, 6.76258816, 6.76258816]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1d_88_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_69_10.npy', ' init cond', array([ 8.12782125, 9.71346551, 8.87924937, 8.89347804]))
[ 5. 0. 0.4125 0. 1.2875 0. 1.3375 0.
2.175 1.428 14.28 ]
('sequence_1a_19_10.npy', ' init cond', array([ 7.99831916, 7.94096794, 8.71442864, 9.20553042]))
('sequence_1b_89_10_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_2b_218_9_fv1b.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('sequence_1b_58_9_fv1b.npy', ' init cond', array([ 8.26677565, 7.4105329 , 7.94463569, 8.22639013]))
[ 27. 0. 0.3325 0. 1.2575 0. 1.4375 0.
2.0525 1.428 14.28 ]
('sequence_1k_228_9.npy', ' init cond', array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]))
('there are ', 84, ' init conds in the TESTING set.', [array([ 6.63252541, 7.37190062, 6.87692128, 8.03165562]), array([ 7.61680911, 9.07244159, 8.43948989, 8.55654383]), array([ 8.02131263, 8.05368826, 8.46238667, 8.36652108]), array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]), array([ 8.20701299, 7.89129194, 8.41749088, 8.07561452]), array([ 9.7738572 , 8.99500331, 8.34643316, 9.01918447]), array([ 6.76417898, 6.59628581, 7.67754665, 7.02278506]), array([ 7.81321511, 9.03000308, 8.22023049, 8.59626778]), array([ 9.00282786, 8.26881511, 9.16964961, 8.92684224]), array([ 7.76336318, 8.87184291, 8.29291574, 8.65440911]), array([ 7.6373421 , 8.26951009, 7.83629664, 7.97408846]), array([ 9.01055243, 8.83854743, 8.74267269, 8.71063012]), array([ 8.66361187, 9.11622464, 8.49597356, 8.0094684 ]), array([ 6.7403916 , 6.86525294, 7.78754396, 6.32213503]), array([ 9.87689552, 7.97525855, 9.7219902 , 9.31326384]), array([ 8.37148157, 8.34754589, 7.94305087, 7.88882414]), array([ 7.63239896, 8.13463961, 8.09272877, 8.58854082]), array([ 8.77253251, 7.95839527, 8.82746172, 8.19136988]), array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]), array([ 8.46789612, 10.07125738, 10.73002291, 8.21427429]), array([ 7.73472715, 9.35535284, 8.9935496 , 8.34765595]), array([ 7.94856889, 9.76956156, 8.44335398, 7.81242957]), array([ 8.13137247, 8.62025517, 8.55120723, 9.32093238]), array([ 9.24932197, 9.28758845, 9.40868458, 9.23176292]), array([ 7.67683344, 7.28887099, 7.05567145, 7.77393581]), array([ 9.03724366, 7.64072537, 8.3845634 , 8.87794736]), array([ 9.17048507, 8.6523546 , 8.20115583, 9.01021919]), array([ 8.19449588, 8.64375948, 8.92026857, 9.11463175]), array([ 7.83707841, 9.17580432, 8.49039881, 7.58590143]), array([ 6.71844264, 8.68949615, 9.69755975, 9.44268568]), array([ 8.14877331, 7.96026658, 7.59980237, 8.30020109]), array([ 8.7500728 , 8.71396804, 8.36218443, 8.8442431 ]), array([ 8.12711705, 9.34175395, 8.35245912, 8.38823432]), array([ 8.65213181, 8.53359205, 8.22966349, 8.53395211]), array([ 9.21595272, 9.14760205, 8.75982223, 8.05609213]), array([ 6.10295217, 6.10295217, 6.10295217, 6.10295217]), array([ 6.97590242, 7.4493258 , 7.47249178, 7.06577023]), array([ 7.60239208, 6.88272802, 7.71812882, 7.40672016]), array([ 7.80861486, 8.75738332, 7.94213114, 7.99664493]), array([ 8.40258977, 7.72526356, 7.56403369, 7.18314676]), array([ 8.08610326, 8.02321562, 8.2755294 , 8.52757467]), array([ 9.12723616, 8.66095248, 8.41221885, 8.08897541]), array([ 7.92628138, 8.41098459, 8.56239203, 8.81987939]), array([ 8.53754847, 8.9096539 , 8.02329463, 8.98070241]), array([ 8.31398208, 9.18767471, 8.33914328, 7.60668246]), array([ 9.15746044, 7.79348832, 9.95081664, 8.83584143]), array([ 8.45697648, 8.29245492, 8.24876955, 7.93905852]), array([ 7.60863249, 8.45375539, 7.90371492, 8.11954167]), array([ 9.5067691 , 8.42202126, 8.34340827, 8.43728461]), array([ 8.30011487, 8.83259969, 7.77183575, 8.32143142]), array([ 8.21173953, 8.69348919, 8.06515379, 8.27180978]), array([ 8.9972027 , 8.11628613, 8.30140149, 8.95985779]), array([ 8.30278931, 9.01023171, 8.70572184, 8.79193819]), array([ 7.68076239, 7.25654219, 7.51251312, 8.1286861 ]), array([ 8.78471755, 9.68614863, 7.41747702, 8.9701476 ]), array([ 5.29940891, 6.20550426, 6.67288125, 6.66510933]), array([ 8.85425252, 9.33074548, 9.2719534 , 9.36368764]), array([ 6.97611128, 6.95449621, 7.18659153, 7.39010029]), array([ 8.56472785, 8.99302356, 8.27352136, 9.15471155]), array([ 8.39497647, 8.63772965, 8.25009462, 9.08932784]), array([ 8.41804581, 9.53136697, 7.94621958, 8.12500862]), array([ 7.8924161 , 8.03229765, 7.84711857, 7.53252362]), array([ 8.88631511, 8.8669438 , 8.45722447, 8.46521263]), array([ 7.12475951, 7.29292367, 7.91937493, 7.35680469]), array([ 7.3377084 , 7.16813845, 6.68830634, 6.92916885]), array([ 6.76258816, 6.76258816, 6.76258816, 6.76258816]), array([ 8.46604852, 8.50490753, 8.33177503, 7.97119299]), array([ 9.10838617, 8.87814073, 9.04913301, 8.12705488]), array([ 7.9896822 , 8.44793842, 8.06850565, 7.23356815]), array([ 8.60501358, 9.86207209, 8.35774525, 7.88652663]), array([ 9.27830465, 8.14655465, 8.13346915, 9.00687936]), array([ 7.35445476, 8.93945282, 7.71321476, 8.23031048]), array([ 8.52533377, 7.05799833, 7.35452481, 8.09321342]), array([ 8.54002716, 7.79339713, 8.98044468, 8.57301281]), array([ 7.37939454, 7.23172613, 7.83334062, 6.62945094]), array([ 7.55139111, 8.29972059, 8.18003614, 7.94686971]), array([ 8.56629102, 9.52692215, 8.43935286, 8.75699108]), array([ 8.42338051, 8.07760354, 8.97532187, 8.64318785]), array([ 8.60094984, 8.96093991, 8.39797263, 7.96658995]), array([ 8.71743871, 8.59464977, 8.2455724 , 7.90038061]), array([ 7.66554379, 6.89856955, 7.35174213, 7.60862502]), array([ 8.12782125, 9.71346551, 8.87924937, 8.89347804]), array([ 7.99831916, 7.94096794, 8.71442864, 9.20553042]), array([ 8.26677565, 7.4105329 , 7.94463569, 8.22639013])])
('and ', 84, 'in the TRAINING set.', [array([ 8.73576055, 8.82848439, 7.05850613, 8.29964077]), array([ 8.01618166, 8.39017318, 7.97268034, 8.62638417]), array([ 7.69249783, 7.56326398, 6.91705086, 7.57836501]), array([ 9.38613309, 7.52300826, 8.71279363, 10.15779303]), array([ 8.47764173, 8.47764173, 8.47764173, 8.47764173]), array([ 8.72433253, 8.85371464, 7.42583449, 8.43434734]), array([ 7.15836975, 7.15836975, 7.15836975, 7.15836975]), array([ 8.05718748, 8.24973163, 8.30406957, 8.04798688]), array([ 8.88123827, 8.68259929, 9.25464772, 8.11930964]), array([ 8.56046798, 8.06085869, 8.62782641, 7.25050713]), array([ 7.88971811, 8.52254744, 8.22117158, 8.88558943]), array([ 8.47652021, 8.19188144, 9.45399199, 8.37120853]), array([ 7.25508499, 7.59915187, 7.26827201, 7.64430478]), array([ 8.94512448, 8.19138829, 8.02019756, 9.04679389]), array([ 8.06427096, 9.28125378, 8.0325691 , 7.48073434]), array([ 8.95914382, 8.16735001, 8.80810468, 9.11210647]), array([ 8.16690107, 8.7365547 , 9.24740119, 8.80284448]), array([ 8.11747764, 8.77273817, 8.28009199, 8.44594103]), array([ 9.01688303, 9.31483109, 8.13887286, 8.66627546]), array([ 8.37492463, 8.61261285, 8.06738571, 7.94774081]), array([ 6.83592246, 6.77864995, 6.67278696, 6.94142294]), array([ 8.52887683, 8.37798675, 8.76630802, 8.26383791]), array([ 10.06703404, 9.65792398, 10.79200825, 9.98263768]), array([ 8.67089075, 8.47542071, 8.49556675, 7.06719732]), array([ 9.16730379, 8.35445058, 8.6027564 , 9.69720314]), array([ 8.630354 , 8.35917911, 9.10961864, 8.54175848]), array([ 8.86667998, 8.24813494, 8.40997492, 8.1271577 ]), array([ 8.51107774, 8.62558073, 8.17776057, 9.24382462]), array([ 8.13401709, 8.40249116, 8.3835357 , 9.0014853 ]), array([ 6.76258816, 6.76258816, 6.76258816, 6.76258816]), array([ 7.57664478, 8.23951771, 9.03590959, 8.14961822]), array([ 7.61711368, 7.79017264, 7.80594167, 7.93437439]), array([ 8.42963856, 8.30685692, 9.06556599, 7.84861566]), array([ 6.88213199, 7.67044269, 7.67711757, 7.25892792]), array([ 8.24101932, 8.1971489 , 8.54965335, 8.68485167]), array([ 8.45995125, 8.62073166, 8.34483754, 8.41455659]), array([ 7.56230937, 8.57301068, 8.38178654, 7.6420959 ]), array([ 7.20494775, 7.28574987, 7.48958013, 7.49598556]), array([ 8.25350612, 8.66487271, 8.70930276, 8.89356341]), array([ 8.34419008, 8.47356721, 8.69408063, 8.02832458]), array([ 8.29464635, 6.67248775, 6.71766882, 8.51439334]), array([ 7.44483721, 9.42624257, 8.01581508, 9.14529257]), array([ 8.59288267, 9.21685763, 8.98932758, 7.81456489]), array([ 9.06305145, 8.0670484 , 7.92708831, 8.31407539]), array([ 7.74275233, 8.5739953 , 8.23427397, 8.64533098]), array([ 8.4952521 , 8.49333967, 8.6469864 , 8.55463903]), array([ 7.48222966, 7.19443148, 6.89147915, 7.73223595]), array([ 7.76437614, 9.47289211, 8.72912575, 8.58446608]), array([ 8.74540956, 9.47298713, 8.62371472, 9.23763665]), array([ 9.71096583, 8.62701263, 8.22084202, 7.91267443]), array([ 8.44803879, 8.8874323 , 9.13874757, 7.90703993]), array([ 6.87373774, 7.00616324, 6.72267292, 7.06223546]), array([ 8.08186014, 8.08186014, 8.08186014, 8.08186014]), array([ 8.56683083, 8.50781652, 9.92006594, 7.94244986]), array([ 5.9262211 , 6.47995434, 6.19090762, 6.21845711]), array([ 7.72946642, 7.57313623, 8.6505941 , 8.37932556]), array([ 8.54929727, 8.57185651, 9.47633366, 9.15571797]), array([ 8.10189377, 7.82297135, 8.77839189, 8.7747582 ]), array([ 7.32281124, 6.61928662, 7.63024343, 7.8624115 ]), array([ 6.33706242, 6.48094398, 7.22415724, 6.65128804]), array([ 6.10295217, 6.10295217, 6.10295217, 6.10295217]), array([ 7.43536027, 7.54759463, 6.73609385, 7.04363791]), array([ 8.82053087, 8.69679315, 7.92542788, 9.24042498]), array([ 8.32819727, 8.15752331, 8.06953918, 8.99850993]), array([ 9.12840508, 8.61093045, 8.99673609, 8.53651706]), array([ 9.56608483, 7.43864523, 7.80367815, 8.32706094]), array([ 8.73474212, 7.88599172, 8.66314788, 8.49558703]), array([ 9.507653 , 9.10923064, 9.38183608, 8.96617568]), array([ 7.8294729 , 7.84792116, 9.28012281, 8.93889189]), array([ 6.98991749, 7.24647916, 6.89505636, 6.5354807 ]), array([ 9.45366627, 7.03288174, 9.48102601, 8.44711114]), array([ 6.98800031, 7.4654496 , 7.38883295, 8.13463529]), array([ 8.31707684, 8.70371481, 8.41546829, 8.8050169 ]), array([ 9.07660278, 7.9066831 , 9.32798218, 9.58167122]), array([ 8.72360466, 9.45940958, 8.70093817, 7.84107339]), array([ 7.56336253, 8.81983167, 8.27755292, 7.79974112]), array([ 7.3075314 , 6.80881928, 7.09831767, 7.81341187]), array([ 6.59436223, 6.43411383, 7.82043072, 6.3583432 ]), array([ 8.94880265, 8.92225502, 8.24981834, 8.0317354 ]), array([ 7.33449036, 8.40249989, 9.27546498, 8.43784695]), array([ 8.91060909, 9.32235385, 7.8991691 , 8.57342031]), array([ 9.86373252, 7.39090877, 8.36618766, 8.78446585]), array([ 8.51305765, 8.36083459, 7.47122841, 8.54334511]), array([ 6.75012393, 5.59105268, 6.71504324, 5.6412997 ]), array([ 8.03129258, 8.88013298, 8.13005445, 8.56016443]), array([ 6.95760367, 7.36553907, 7.31432759, 7.28793184]), array([ 7.13134529, 7.84978116, 7.04691689, 8.33342245]), array([ 8.3280618 , 9.36554507, 8.89910011, 7.42328732]), array([ 6.76840551, 8.59523181, 8.38961962, 8.69592104]), array([ 6.5650909 , 7.45972846, 6.86083714, 6.87076434]), array([ 8.9849615 , 8.71156236, 8.89385134, 7.64914571]), array([ 9.16144669, 9.97380287, 8.5943316 , 9.0753906 ]), array([ 8.08397 , 9.51286894, 9.37595226, 9.01847214]), array([ 9.02104933, 10.12225124, 8.84848607, 9.6322591 ]), array([ 8.84427498, 8.47342937, 7.74664071, 8.26777401]), array([ 7.64403439, 7.83938549, 7.97093368, 8.46284824]), array([ 8.85151399, 8.60413435, 9.68454569, 8.89168763]), array([ 9.17207458, 8.43295314, 7.97330916, 8.4241022 ]), array([ 8.74405208, 8.75301582, 9.22333909, 8.90490093]), array([ 7.31575061, 7.88163296, 6.67125758, 6.92895972]), array([ 7.42222415, 7.42222415, 7.42222415, 7.42222415]), array([ 6.42213176, 6.35148543, 6.40951753, 5.61133775]), array([ 9.13835504, 8.36383711, 9.50099445, 8.21988848]), array([ 7.48585655, 7.78068163, 8.1616966 , 8.28285887]), array([ 7.41412261, 9.0431521 , 8.71321592, 7.97184467]), array([ 9.39455762, 8.39367957, 7.94725659, 7.72061489]), array([ 8.56809192, 9.27242304, 8.16996969, 7.57996029]), array([ 8.4327589 , 7.81762741, 8.53510572, 9.37523144]), array([ 8.58569598, 9.01035542, 7.93055201, 8.46576644]), array([ 6.82023292, 7.77826697, 6.22138391, 7.21426857]), array([ 8.48407496, 9.68581077, 8.91503503, 8.61352641]), array([ 8.32141983, 9.03039027, 8.50788183, 7.98704282]), array([ 7.53180834, 7.73782021, 7.20220054, 6.96787506]), array([ 7.07540868, 6.22906332, 7.20022326, 7.77318931]), array([ 8.62573054, 9.30711596, 7.91223286, 8.56363582]), array([ 8.34227535, 8.10276733, 8.04967081, 8.11586804]), array([ 7.70174679, 7.99884783, 7.12794245, 7.14438474]), array([ 8.74149612, 8.74149612, 8.74149612, 8.74149612]), array([ 8.67468482, 7.4035768 , 9.20466507, 8.63716723]), array([ 7.43073372, 7.81094498, 6.9365649 , 7.31607437]), array([ 9.26960676, 8.32076471, 9.2605237 , 7.6647716 ]), array([ 8.95583259, 8.21316007, 8.80582743, 8.86394492]), array([ 8.39842043, 9.23393347, 9.22324471, 8.48209601]), array([ 9.50457233, 8.05037811, 8.45583565, 8.53408338]), array([ 7.66717801, 7.12426622, 7.32018472, 7.26653921]), array([ 7.37267286, 7.25552004, 7.29059667, 7.45347908]), array([ 7.25580771, 7.4662693 , 7.10245988, 7.15210493]), array([ 8.29259828, 8.86400734, 9.05091779, 8.9517837 ]), array([ 8.08325414, 7.80267184, 8.4089864 , 8.86299237]), array([ 8.30276981, 8.13713642, 8.62835854, 8.83847835]), array([ 8.61671102, 8.50410778, 9.0279059 , 8.43196015]), array([ 7.98715829, 8.91442832, 8.89950839, 8.21928454]), array([ 6.93062356, 6.77876716, 6.21698885, 6.25893008]), array([ 7.45308537, 8.40554723, 9.49394759, 8.63384159]), array([ 7.43367485, 8.22412739, 6.7278206 , 6.87870767]), array([ 8.16397726, 8.80648414, 7.84686744, 8.48722448]), array([ 7.47590207, 8.40474042, 7.98207946, 8.89669646]), array([ 7.81473037, 9.54513866, 7.67787775, 8.35544521]), array([ 8.58937786, 8.04414581, 9.09697434, 8.82386252]), array([ 6.50514246, 5.50263101, 5.67399962, 5.262948 ]), array([ 8.52705223, 7.1957822 , 8.48160844, 8.24971262]), array([ 7.50546359, 8.57672466, 8.9089296 , 9.1689047 ]), array([ 9.05720427, 9.34518621, 9.02392808, 9.01992221]), array([ 9.19850411, 9.3230865 , 7.5659951 , 9.21230641]), array([ 7.58810129, 6.8843321 , 6.82857432, 7.3835595 ]), array([ 7.23915946, 8.8348595 , 8.19983914, 8.05719077]), array([ 8.46556088, 7.75686564, 7.51935425, 8.95990178]), array([ 8.90476025, 9.25493781, 8.68971271, 8.07099698]), array([ 8.24053695, 8.14789566, 8.60245279, 7.79333233]), array([ 9.203381 , 8.17357437, 8.93005685, 8.65962672]), array([ 8.91833869, 8.63271245, 8.87200007, 9.37185703]), array([ 9.04254967, 8.22923652, 8.52761875, 8.1294277 ]), array([ 7.11537062, 7.71973327, 6.47943847, 7.66904592]), array([ 8.7040911 , 8.62832862, 8.28634953, 8.27498742]), array([ 8.18148082, 8.52069209, 9.05674251, 8.14990251]), array([ 9.40113211, 9.40113211, 9.40113211, 9.40113211]), array([ 8.23321475, 8.46544338, 7.73936648, 8.59511767]), array([ 8.23995466, 7.78533333, 8.76869916, 8.15223107]), array([ 7.97521995, 8.08521955, 7.27154219, 9.168515 ]), array([ 8.54046472, 8.24801471, 8.35645959, 8.80018314]), array([ 8.00461841, 7.63873652, 8.44802994, 8.63662781]), array([ 8.4072967 , 8.45968584, 8.53469264, 8.25029553]), array([ 9.15581988, 8.08955472, 9.24007952, 8.77210345]), array([ 9.04482826, 7.85219444, 8.92928465, 8.3291993 ]), array([ 7.01031686, 7.75195305, 6.63542506, 7.86990041]), array([ 8.34805222, 8.6887505 , 8.81029192, 9.22726334]), array([ 8.21184031, 7.39627532, 6.48899478, 7.28333569]), array([ 7.9284432 , 8.6087861 , 8.02237468, 8.45996724]), array([ 7.59837522, 8.3496754 , 7.95381913, 8.57182614]), array([ 8.75817876, 8.88023578, 8.00617839, 8.31968762]), array([ 8.78631916, 8.29176722, 8.01707502, 8.54394531]), array([ 8.91381746, 8.63134685, 8.91964799, 9.11731214]), array([ 6.51191806, 6.78033981, 6.12301059, 7.10347209]), array([ 8.05949673, 7.80996747, 9.40137472, 8.79724776]), array([ 9.21993503, 8.67095583, 8.01908496, 8.34264174]), array([ 8.42539124, 8.60957823, 8.56258013, 9.14970675]), array([ 7.76368837, 8.25545357, 8.28847885, 8.50472474]), array([ 8.88488834, 9.38024461, 8.90136613, 7.38076848]), array([ 7.74563263, 7.90511953, 8.30000086, 8.52145976]), array([ 8.87971224, 8.67455567, 8.57819849, 7.9051479 ]), array([ 8.93347971, 8.257036 , 7.79569558, 7.84485555]), array([ 7.93743154, 8.6058053 , 8.66913549, 8.57490523]), array([ 8.68228127, 8.59395149, 8.21000747, 8.00871745]), array([ 8.53174218, 9.50267663, 8.65437208, 8.42415965]), array([ 6.91982311, 7.88566373, 6.54639457, 6.85063649]), array([ 8.61088831, 7.70335725, 7.69125879, 9.30323951]), array([ 8.7729215 , 8.2087886 , 8.78716883, 8.41557904]), array([ 8.46685344, 8.12672055, 9.24878248, 8.69947412]), array([ 7.84723795, 7.78726724, 8.87756228, 8.92150714]), array([ 6.0460662 , 6.25926246, 6.12851947, 5.5050633 ]), array([ 8.17697872, 9.2037919 , 8.66396045, 7.50739402]), array([ 9.04131909, 8.99314462, 8.91298493, 7.69313444]), array([ 8.14471956, 8.30904147, 9.04049797, 8.50454446]), array([ 9.31519469, 8.12842434, 9.54063942, 8.0904729 ]), array([ 9.50246335, 9.31058128, 9.57779561, 9.44413604]), array([ 8.50571994, 8.82301202, 7.66156291, 8.87517463]), array([ 8.41475943, 7.64658901, 8.26393673, 7.58823443]), array([ 8.62422299, 8.90847159, 8.33734063, 8.95785503]), array([ 7.78237752, 8.33642862, 8.44818335, 8.79849243]), array([ 8.51648448, 7.28626155, 8.5555204 , 7.86087031]), array([ 8.894152 , 9.12866773, 7.34155521, 9.75445215]), array([ 8.89465994, 8.52480228, 8.038757 , 8.7571558 ]), array([ 6.94482573, 6.40432787, 6.3357805 , 7.13848735]), array([ 9.87371725, 9.07783786, 8.1178673 , 9.10201502]), array([ 7.76245505, 8.28539185, 8.80457773, 8.89701186]), array([ 8.98041138, 8.34886947, 7.78293292, 8.49659116]), array([ 8.21856134, 8.57152373, 8.38546709, 7.32248558]), array([ 8.08707092, 8.61181374, 9.57311407, 9.07650263]), array([ 7.98819911, 8.48092743, 8.15950956, 8.94812652]), array([ 8.87902452, 9.19811191, 8.8593973 , 8.68269947]), array([ 9.17046305, 7.81322691, 8.41271054, 9.23015276]), array([ 8.25034742, 7.9656837 , 7.86825395, 8.95113147]), array([ 8.7694012 , 9.37365961, 8.05505407, 8.12059358]), array([ 8.24926922, 7.82032889, 7.90380041, 8.83512548]), array([ 8.15986382, 8.9927257 , 8.18107791, 9.002914 ]), array([ 8.26297174, 8.93364141, 9.47570801, 8.82402779]), array([ 9.12260862, 6.6901734 , 8.55611497, 8.07931491]), array([ 7.89481145, 9.24517789, 8.58824076, 8.11993909]), array([ 7.32517841, 6.92540758, 7.03771101, 6.58949749]), array([ 7.15643053, 6.58934055, 6.67262643, 6.81453709]), array([ 8.53721514, 9.23177792, 8.14840589, 7.90609322]), array([ 8.35270058, 7.51171763, 8.39893424, 8.19628849]), array([ 8.55974666, 8.57622544, 8.48984048, 8.33232047]), array([ 8.46441075, 8.11420263, 7.9880835 , 8.62863407]), array([ 8.36304727, 10.44673744, 9.16173386, 8.59834299]), array([ 6.9873319 , 6.3338701 , 7.64793724, 7.20809861]), array([ 9.51586987, 8.47499893, 8.76391417, 8.9006253 ]), array([ 8.97220743, 8.18536787, 9.15223901, 8.16319578]), array([ 8.27199535, 8.72875734, 8.68109259, 8.39848662]), array([ 7.85721875, 8.63109863, 7.9335945 , 8.77498718]), array([ 8.44145093, 9.18903418, 8.8432644 , 8.78936363]), array([ 8.41625572, 9.17191692, 8.29256371, 8.57651258]), array([ 8.31902581, 8.19182436, 7.92528662, 8.22191163]), array([ 7.06717342, 6.97913829, 7.28308936, 6.64278769]), array([ 7.81899114, 8.9114156 , 8.82929665, 9.29755023]), array([ 7.7530055 , 7.50510271, 6.70920492, 7.42532958]), array([ 8.91713373, 7.69980303, 8.65212533, 7.87662538]), array([ 8.09439204, 8.20760323, 8.79833587, 7.73974914]), array([ 8.29433278, 8.05500371, 8.14183869, 8.57472619]), array([ 9.728884 , 8.3381588 , 7.15529406, 8.25455143]), array([ 9.44960112, 9.10817866, 8.19668793, 7.89750763]), array([ 8.36598299, 8.63048411, 7.63918817, 9.06666104]), array([ 7.97333847, 8.78519607, 8.1348089 , 6.92326248]), array([ 8.47604593, 8.30116211, 8.81396676, 8.27625961]), array([ 8.02696219, 8.58406821, 8.24054688, 8.85177547]), array([ 7.11153932, 7.84123511, 6.22214505, 6.53127314]), array([ 7.41521769, 8.83971386, 8.0778478 , 9.30427099]), array([ 8.60231756, 9.41692394, 8.96541938, 8.0697663 ]), array([ 7.43217751, 8.86513392, 9.45744232, 8.29258916]), array([ 8.91028846, 8.61226739, 9.19030244, 8.2719097 ]), array([ 7.95686724, 7.02759925, 7.65310766, 7.48860664]), array([ 8.54856333, 9.33023667, 8.83634316, 7.54556592]), array([ 8.37286691, 8.85729859, 8.05178978, 7.60028155]), array([ 8.03850522, 8.13332575, 8.37063477, 8.47758582]), array([ 7.06276697, 7.36933966, 6.70100601, 7.42367962]), array([ 6.54541509, 6.34400801, 6.97516575, 7.73848617]), array([ 8.33880436, 8.70042432, 8.87860367, 8.40447528]), array([ 8.61593387, 8.77201473, 8.10520805, 8.98879288]), array([ 9.3067968 , 9.2647725 , 8.14207925, 8.65403445]), array([ 8.72331505, 8.55032605, 8.78056269, 8.31705921]), array([ 7.56744969, 6.9477485 , 7.33658415, 7.20217727]), array([ 8.85573333, 8.06096227, 8.15353047, 8.56009474]), array([ 8.62864741, 8.23180304, 8.75090826, 8.34098233]), array([ 8.547009 , 7.49038694, 8.05178185, 8.09414275]), array([ 9.15965883, 9.29507917, 8.39748774, 8.43142718]), array([ 8.83638173, 8.44764938, 8.26919656, 7.87745183]), array([ 8.68708229, 8.43877487, 8.77126482, 7.69476428]), array([ 8.26995913, 7.68966787, 7.05015305, 10.00606296]), array([ 9.37964558, 8.62176902, 8.69553991, 9.68344109]), array([ 8.8577873 , 9.43586002, 7.80388937, 7.89618736]), array([ 7.87830924, 8.80423609, 6.98597579, 7.88981748]), array([ 8.78679669, 8.0051464 , 8.8813147 , 8.29848367]), array([ 8.56775159, 9.20246147, 8.26628077, 7.91537067]), array([ 8.42642046, 8.23521017, 8.07496966, 8.45620114]), array([ 8.54730449, 7.93273693, 8.21682939, 8.01510577]), array([ 9.23609047, 7.5541517 , 8.48110214, 7.7133028 ]), array([ 8.16555657, 8.96208294, 7.96604902, 7.46765255]), array([ 8.63760109, 8.44295033, 8.67935184, 8.11097613]), array([ 8.9242028 , 8.08794033, 8.96128976, 8.39776176]), array([ 7.47901171, 9.471131 , 8.73848362, 8.27159624]), array([ 8.77424577, 8.88470459, 7.40789 , 8.65435255]), array([ 9.37846554, 8.64002108, 8.95361336, 7.84824809]), array([ 9.05407216, 8.20578311, 8.76682764, 8.27282481]), array([ 8.45251764, 7.34142769, 8.5304408 , 8.40917144]), array([ 7.97177748, 8.15361388, 8.50705262, 7.82555527]), array([ 8.38358354, 9.484393 , 8.51516223, 7.8607998 ]), array([ 8.52106656, 8.71920286, 7.87645848, 8.1919272 ]), array([ 6.80594196, 8.49464808, 7.68196752, 8.37174759]), array([ 8.28105398, 8.82515089, 8.71380295, 8.5895962 ]), array([ 8.62041769, 8.99258051, 8.35540026, 8.30736725]), array([ 6.84715481, 6.56730682, 7.0267873 , 6.46426841]), array([ 9.33461069, 8.17626482, 8.63847768, 9.15029014]), array([ 9.40544845, 9.72148837, 10.4053702 , 9.1386189 ]), array([ 7.83407483, 8.32163401, 7.8284794 , 8.4044055 ]), array([ 7.93841899, 8.01433912, 9.10039383, 7.54047793]), array([ 8.82937836, 8.6865451 , 7.84448158, 8.10324143]), array([ 9.72678178, 8.002029 , 8.18202733, 7.87922783]), array([ 8.70014928, 8.78874496, 8.3869791 , 8.91735279]), array([ 8.0590123 , 7.98989259, 7.76704884, 7.91178641]), array([ 7.10593836, 7.53005808, 7.29109775, 6.58220643]), array([ 8.87187108, 8.31740599, 8.06596806, 9.14769259]), array([ 8.26533084, 8.50280324, 8.08597104, 7.54386108]), array([ 7.90939369, 7.81084224, 8.07597765, 8.44363673]), array([ 9.07051384, 9.10923349, 7.93392323, 8.14996088]), array([ 7.92721987, 7.67585834, 10.07434735, 8.21111946]), array([ 8.57046874, 8.41118978, 8.84183791, 9.15055836]), array([ 7.80233963, 8.74239736, 8.13904589, 8.74174398]), array([ 8.33293208, 8.26344128, 8.12045617, 8.3095797 ]), array([ 7.12516919, 6.12736108, 6.94352703, 7.13067623]), array([ 7.49413524, 8.0617612 , 8.1408776 , 8.94298972]), array([ 7.04226434, 7.24970948, 7.42434262, 7.40794655]), array([ 8.24579483, 8.76581449, 8.18396504, 8.61393868]), array([ 9.06590311, 8.17867921, 8.9748744 , 7.18494566]), array([ 7.87707369, 8.29000836, 9.21638056, 9.00359493]), array([ 8.53852122, 7.69332162, 7.17256697, 7.90375914]), array([ 8.23253958, 7.96763379, 8.15517797, 8.47291317]), array([ 7.58618207, 7.90082149, 7.6549909 , 8.95534254]), array([ 8.14593683, 8.262863 , 7.59063452, 9.66170506]), array([ 8.96100004, 9.64555992, 6.23009295, 8.55275344]), array([ 8.88354954, 7.98111571, 8.48782023, 8.18925284]), array([ 7.0853187 , 7.0969264 , 7.316627 , 7.31347235]), array([ 7.62269126, 5.91982662, 7.66699655, 7.1790794 ]), array([ 8.36698234, 7.79622258, 8.95768811, 8.28082345]), array([ 8.95587129, 8.23398686, 8.47363048, 8.83350762]), array([ 8.45273994, 8.85364452, 8.693409 , 8.54290541]), array([ 9.08258795, 8.32814384, 8.48281739, 8.57424368]), array([ 8.37828222, 9.15585847, 8.79544268, 8.86049756]), array([ 8.18090885, 8.70685574, 8.3943971 , 8.53784548]), array([ 9.89610786, 9.88839031, 9.2305201 , 9.28628314]), array([ 8.83175289, 8.39813712, 8.54155099, 8.94782375]), array([ 8.43874945, 7.35612619, 8.50345267, 8.20928498])])
In [4]:
seqname_initcond_dict_initcondkey = {}
#combined_seqname_initcond_dict = {}
#do this twice. once for the training and once for the testing set
for key,value in training_seqname_initcond_dict.iteritems():
print("key",key,"value",value)
combined_seqname_initcond_dict[key[:-4]]=value
#load_sequence_aslist = str(unique_load_sequences_aslists[value])
#this arrangement below is necessary because dict has to have a list as its value.
if seqname_initcond_dict_initcondkey.get(value) != None:
seqname_initcond_dict_initcondkey[value].append(key)
if seqname_initcond_dict_initcondkey.get(value) == None:
content_list = []
content_list.append(key[:-4])
seqname_initcond_dict_initcondkey[value] = content_list
for key,value in test_seqname_initcond_dict.iteritems():
print("key",key,"value",value)
combined_seqname_initcond_dict[key[:-4]]=value
#load_sequence_aslist = str(unique_load_sequences_aslists[value])
#this arrangement below is necessary because dict has to have a list as its value.
if seqname_initcond_dict_initcondkey.get(value) != None:
seqname_initcond_dict_initcondkey[value].append(key)
if seqname_initcond_dict_initcondkey.get(value) == None:
content_list = []
content_list.append(key[:-4])
seqname_initcond_dict_initcondkey[value] = content_list
#print(filename_loadseq_dict_loadlistposkey)
sn_ic_ick_df = pd.DataFrame.from_dict(seqname_initcond_dict_initcondkey,orient='index')
sn_ic_ick_df.index.rename(name='init_cond',inplace=True)
sn_ic_snk_df = pd.DataFrame.from_dict(combined_seqname_initcond_dict,orient='index')
sn_ic_snk_df.index.rename(name='seq_name',inplace=True)
sn_ic_snk_df.columns=['init_cond']
sn_ic_ick_df.to_csv(analysis_path + "seqname_initcond_dict_initcondkey_K.csv") #the 3 init conds are index
sn_ic_snk_df.to_csv(analysis_path + "combined_seqname_initcond_dict_K.csv") #seq_name is index. to join later.
('key', 'sequence_2c_232_3_fv1b.npy', 'value', '[ 6.5650909 7.45972846 6.86083714 6.87076434]')
('key', 'sequence_1d_124_5.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1l_27_8.npy', 'value', '[ 8.85573333 8.06096227 8.15353047 8.56009474]')
('key', 'sequence_1l_63_4.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1b_97_8_fv1b.npy', 'value', '[ 8.56046798 8.06085869 8.62782641 7.25050713]')
('key', 'sequence_1b_81_2_fv1b.npy', 'value', '[ 8.26297174 8.93364141 9.47570801 8.82402779]')
('key', 'sequence_1a_20_1.npy', 'value', '[ 9.15581988 8.08955472 9.24007952 8.77210345]')
('key', 'sequence_1l_42_3.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1k_161_2.npy', 'value', '[ 8.78631916 8.29176722 8.01707502 8.54394531]')
('key', 'sequence_1c_47_8_fv1b.npy', 'value', '[ 7.15836975 7.15836975 7.15836975 7.15836975]')
('key', 'sequence_1a_75_6.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1a_17_8.npy', 'value', '[ 6.76840551 8.59523181 8.38961962 8.69592104]')
('key', 'sequence_1a_16_7.npy', 'value', '[ 8.33880436 8.70042432 8.87860367 8.40447528]')
('key', 'sequence_1d_82_3.npy', 'value', '[ 8.54046472 8.24801471 8.35645959 8.80018314]')
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('key', 'sequence_1l_18_9.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1a_8_9.npy', 'value', '[ 8.37148157 8.34754589 7.94305087 7.88882414]')
('key', 'sequence_1a_39_10.npy', 'value', '[ 9.87689552 7.97525855 9.7219902 9.31326384]')
('key', 'sequence_1b_109_10_fv1b.npy', 'value', '[ 7.60239208 6.88272802 7.71812882 7.40672016]')
('key', 'sequence_2b_218_9_fv1b.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1b_78_9_fv1b.npy', 'value', '[ 7.94856889 9.76956156 8.44335398 7.81242957]')
('key', 'sequence_2c_239_10_fv1b.npy', 'value', '[ 6.76258816 6.76258816 6.76258816 6.76258816]')
('key', 'sequence_1d_148_9.npy', 'value', '[ 8.7500728 8.71396804 8.36218443 8.8442431 ]')
('key', 'sequence_1k_199_10.npy', 'value', '[ 8.77253251 7.95839527 8.82746172 8.19136988]')
('key', 'sequence_1c_18_9_fv1b.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_2b_219_10_fv1b.npy', 'value', '[ 9.21595272 9.14760205 8.75982223 8.05609213]')
('key', 'sequence_1a_9_10.npy', 'value', '[ 7.6373421 8.26951009 7.83629664 7.97408846]')
('key', 'sequence_1c_39_10_fv1b.npy', 'value', '[ 8.12711705 9.34175395 8.35245912 8.38823432]')
('key', 'sequence_1b_59_10_fv1b.npy', 'value', '[ 8.47764173 8.47764173 8.47764173 8.47764173]')
('key', 'sequence_1b_99_10_fv1b.npy', 'value', '[ 9.17048507 8.6523546 8.20115583 9.01021919]')
('key', 'sequence_1d_139_10.npy', 'value', '[ 7.15836975 7.15836975 7.15836975 7.15836975]')
('key', 'sequence_1d_129_10.npy', 'value', '[ 8.39497647 8.63772965 8.25009462 9.08932784]')
('key', 'sequence_1l_78_9.npy', 'value', '[ 7.9896822 8.44793842 8.06850565 7.23356815]')
('key', 'sequence_1l_19_10.npy', 'value', '[ 6.71844264 8.68949615 9.69755975 9.44268568]')
('key', 'sequence_1a_59_10.npy', 'value', '[ 6.97611128 6.95449621 7.18659153 7.39010029]')
('key', 'sequence_1b_108_9_fv1b.npy', 'value', '[ 7.68076239 7.25654219 7.51251312 8.1286861 ]')
('key', 'sequence_1c_48_9_fv1b.npy', 'value', '[ 6.76417898 6.59628581 7.67754665 7.02278506]')
In [5]:
#right df is the one described in the cell above.
master_per_loadseq_df = pd.read_csv(analysis_path + 'master_score_per_loadseq.csv',index_col=0) #left. seq_name is the index.
results_seqname_initcond_df = pd.merge(master_per_loadseq_df,sn_ic_snk_df,how='inner',left_index=True,right_index=True)
print(results_seqname_initcond_df.head(2))
print(results_seqname_initcond_df.columns)
print(results_seqname_initcond_df.index)
mse_avg mse_med mse_stdev mae_avg mae_med \
seq_name
sequence_1d_99_10 0.066512 0.015284 0.108850 0.147706 0.069502
sequence_1d_98_9 0.066754 0.015268 0.108441 0.147785 0.069892
mae_stdev mae_normd_dev mape_avg mape_med \
seq_name
sequence_1d_99_10 0.160956 NaN 578012.174698 11774.226492
sequence_1d_98_9 0.160656 NaN 578054.191861 11778.379403
mape_stdev msle_avg msle_med msle_stdev \
seq_name
sequence_1d_99_10 1.140165e+06 NaN NaN NaN
sequence_1d_98_9 1.140265e+06 NaN NaN NaN
init_cond
seq_name
sequence_1d_99_10 [ 8.47764173 8.47764173 8.47764173 8.47764173]
sequence_1d_98_9 [ 8.47764173 8.47764173 8.47764173 8.47764173]
Index([u'mse_avg', u'mse_med', u'mse_stdev', u'mae_avg', u'mae_med',
u'mae_stdev', u'mae_normd_dev', u'mape_avg', u'mape_med', u'mape_stdev',
u'msle_avg', u'msle_med', u'msle_stdev', u'init_cond'],
dtype='object')
Index([u'sequence_1d_99_10', u'sequence_1d_98_9', u'sequence_1a_18_9',
u'sequence_1k_179_10', u'sequence_1a_29_10', u'sequence_1d_109_10',
u'sequence_1a_28_9', u'sequence_1a_19_10', u'sequence_1d_108_9',
u'sequence_1k_178_9',
...
u'sequence_1b_109_10_fv1b', u'sequence_1b_108_9_fv1b',
u'sequence_1c_48_9_fv1b', u'sequence_1c_49_10_fv1b',
u'sequence_2c_288_9_fv1b', u'sequence_2c_289_10_fv1b',
u'sequence_2c_259_10_fv1b', u'sequence_2c_258_9_fv1b',
u'sequence_1l_8_9', u'sequence_1l_9_10'],
dtype='object', name=u'seq_name', length=110)
In [6]:
columns_to_cast = list(results_seqname_initcond_df.columns)
columns_to_cast.remove('init_cond')
print(columns_to_cast)
for colname in columns_to_cast: #for some reason it's all objects...gotta cast to numeric.
results_seqname_initcond_df[str(colname)] = pd.to_numeric(results_seqname_initcond_df[str(colname)],errors='coerce')
for colname in columns_to_cast:
print("new!", colname, results_seqname_initcond_df[colname].dtype)
grouped_sn_ic_df = results_seqname_initcond_df.groupby(by=['init_cond']).mean()
print(grouped_sn_ic_df.head(2))
#print(type(grouped_sn_ic_df))
pd.DataFrame(grouped_sn_ic_df).to_csv(analysis_path+'sn_ic_grouped_by_ic_K.csv')
['mse_avg', 'mse_med', 'mse_stdev', 'mae_avg', 'mae_med', 'mae_stdev', 'mae_normd_dev', 'mape_avg', 'mape_med', 'mape_stdev', 'msle_avg', 'msle_med', 'msle_stdev']
('new!', 'mse_avg', dtype('float64'))
('new!', 'mse_med', dtype('float64'))
('new!', 'mse_stdev', dtype('float64'))
('new!', 'mae_avg', dtype('float64'))
('new!', 'mae_med', dtype('float64'))
('new!', 'mae_stdev', dtype('float64'))
('new!', 'mae_normd_dev', dtype('float64'))
('new!', 'mape_avg', dtype('float64'))
('new!', 'mape_med', dtype('float64'))
('new!', 'mape_stdev', dtype('float64'))
('new!', 'msle_avg', dtype('float64'))
('new!', 'msle_med', dtype('float64'))
('new!', 'msle_stdev', dtype('float64'))
mse_avg mse_med \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 0.066894 0.015415
[ 5.29940891 6.20550426 6.67288125 6.66510933] 0.070353 0.018760
mse_stdev mae_avg \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 0.108032 0.148006
[ 5.29940891 6.20550426 6.67288125 6.66510933] 0.109903 0.159211
mae_med mae_stdev \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 0.074942 0.159181
[ 5.29940891 6.20550426 6.67288125 6.66510933] 0.068426 0.175088
mae_normd_dev \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... NaN
[ 5.29940891 6.20550426 6.67288125 6.66510933] NaN
mape_avg \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 577747.930889
[ 5.29940891 6.20550426 6.67288125 6.66510933] 461654.029535
mape_med \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 11793.288837
[ 5.29940891 6.20550426 6.67288125 6.66510933] 11231.756984
mape_stdev msle_avg \
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... 1.139562e+06 NaN
[ 5.29940891 6.20550426 6.67288125 6.66510933] 9.083375e+05 NaN
msle_med msle_stdev
init_cond
[ 8.46789612 10.07125738 10.73002291 8.214... NaN NaN
[ 5.29940891 6.20550426 6.67288125 6.66510933] NaN NaN
In [7]:
grouped_sn_ic_df2 = results_seqname_initcond_df.groupby(by=['init_cond']).count()
pd.DataFrame(grouped_sn_ic_df2).to_csv(analysis_path+'sn_ic_grouped_by_ic_count_K.csv')
In [ ]:
In [ ]:
Content source: samnashi/howdoflawsgetlonger
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