Protein_Stability_Prediction_ / global_vars.json
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{
"label_encoder_classes": [
"destabilizing",
"neutral",
"stabilizing"
],
"num_classes": 3,
"best_hyperparams": {
"learning_rate": 0.0001,
"dropout": 0.3,
"lambda_reg": 0.5,
"lambda_cls": 0.5
},
"expected_value_reg": -1.0198863744735718,
"expected_value_cls": [
-0.5417895317077637,
0.3860914409160614,
0.6462976932525635
],
"AA_PROPERTIES": {
"A": {
"hydrophobicity": 1.8,
"volume": 88.6,
"charge": 0,
"polarity": 0
},
"R": {
"hydrophobicity": -4.5,
"volume": 173.4,
"charge": 1,
"polarity": 1
},
"N": {
"hydrophobicity": -3.5,
"volume": 114.1,
"charge": 0,
"polarity": 1
},
"D": {
"hydrophobicity": -3.5,
"volume": 111.1,
"charge": -1,
"polarity": 1
},
"C": {
"hydrophobicity": 2.5,
"volume": 108.5,
"charge": 0,
"polarity": 0
},
"Q": {
"hydrophobicity": -3.5,
"volume": 143.8,
"charge": 0,
"polarity": 1
},
"E": {
"hydrophobicity": -3.5,
"volume": 138.4,
"charge": -1,
"polarity": 1
},
"G": {
"hydrophobicity": -0.4,
"volume": 60.1,
"charge": 0,
"polarity": 0
},
"H": {
"hydrophobicity": -3.2,
"volume": 153.2,
"charge": 0.1,
"polarity": 1
},
"I": {
"hydrophobicity": 4.5,
"volume": 166.7,
"charge": 0,
"polarity": 0
},
"L": {
"hydrophobicity": 3.8,
"volume": 166.7,
"charge": 0,
"polarity": 0
},
"K": {
"hydrophobicity": -3.9,
"volume": 168.6,
"charge": 1,
"polarity": 1
},
"M": {
"hydrophobicity": 1.9,
"volume": 162.9,
"charge": 0,
"polarity": 0
},
"F": {
"hydrophobicity": 2.8,
"volume": 203.4,
"charge": 0,
"polarity": 0
},
"P": {
"hydrophobicity": -1.6,
"volume": 112.7,
"charge": 0,
"polarity": 0
},
"S": {
"hydrophobicity": -0.8,
"volume": 89.0,
"charge": 0,
"polarity": 1
},
"T": {
"hydrophobicity": -0.7,
"volume": 116.1,
"charge": 0,
"polarity": 1
},
"W": {
"hydrophobicity": -0.9,
"volume": 227.8,
"charge": 0,
"polarity": 1
},
"Y": {
"hydrophobicity": -1.3,
"volume": 203.0,
"charge": 0,
"polarity": 1
},
"V": {
"hydrophobicity": 4.2,
"volume": 117.5,
"charge": 0,
"polarity": 0
},
"X": {
"hydrophobicity": 0,
"volume": 0,
"charge": 0,
"polarity": 0
}
}
}