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model_manifest.csv
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2017-05-26 00:41:22.033580,./Data/hero_data/threshold_001.json,./models/cnn/cnn_8EED6440756B444EAABD19E70C016554.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.54174283975,batch_size: 64,epochs: 25,test_accuracy: 0.535349187569,test_loss: 0.820110335233,val_loss: 0.800503439034,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_1"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_2"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_1""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_2""}"
2017-05-26 00:44:34.186680,./Data/hero_data/threshold_002.json,./models/cnn/cnn_E6BACBA54FB14468AE4DF9235D1533FF.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.548788067197,batch_size: 64,epochs: 25,test_accuracy: 0.541406164315,test_loss: 0.793040079886,val_loss: 0.782442703815,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_3"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_4"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_4"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_2""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_3""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_2""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_4""}"
2017-05-26 00:47:11.981810,./Data/hero_data/threshold_003.json,./models/cnn/cnn_88868B5833B84B15905A193000BB8B18.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.547328244912,batch_size: 64,epochs: 25,test_accuracy: 0.545736225294,test_loss: 0.821002736866,val_loss: 0.794638053879,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_5"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_6"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_6"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_3""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_5""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_3""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_6""}"
2017-05-26 00:49:31.972089,./Data/hero_data/threshold_004.json,./models/cnn/cnn_691564B7EF854FF9B2C7B656C2B2C597.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.545212765957,batch_size: 64,epochs: 25,test_accuracy: 0.53184165231,test_loss: 0.854937147244,val_loss: 0.836260496302,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_7"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_8"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_8"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_4""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_7""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_4""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_8""}"
2017-05-26 00:51:07.099772,./Data/hero_data/threshold_005.json,./models/cnn/cnn_58DA54726FA1454EB3E229590C38BDFB.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.565605096073,batch_size: 64,epochs: 25,test_accuracy: 0.548031496023,test_loss: 0.891151958523,val_loss: 0.873423881743,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_9"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_10"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_10"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_5""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_9""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_5""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_10""}"
2017-05-26 00:55:07.289626,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_0DC3DE96E63E4F58A64827D831C750C2.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.547462686674,batch_size: 32,epochs: 20,test_accuracy: 0.53071978083,test_loss: 0.782546329635,val_loss: 0.776159444816,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_11"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_12"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_12"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_6""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_11""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_6""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_12""}"
2017-05-26 00:59:02.518594,./Data/hero_data/threshold_001.json,./models/cnn/cnn_C0D1BA8081D74D4F94E17C5279F02011.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.548446069488,batch_size: 32,epochs: 20,test_accuracy: 0.535241579693,test_loss: 0.770355809977,val_loss: 0.760688260624,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_13"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_14"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_14"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_7""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_13""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_7""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_14""}"
2017-05-26 01:02:53.973573,./Data/hero_data/threshold_002.json,./models/cnn/cnn_1CBE7CC29BC34A26B96D143F03157553.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.538222498465,batch_size: 32,epochs: 20,test_accuracy: 0.55336185147,test_loss: 0.757456971213,val_loss: 0.797535172303,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_15"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_16"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_16"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_8""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_15""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_8""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_16""}"
2017-05-26 01:06:14.177491,./Data/hero_data/threshold_003.json,./models/cnn/cnn_930E39B0AC5E4F4FA54BE5874DBC96F1.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.581679389131,batch_size: 32,epochs: 20,test_accuracy: 0.54492792665,test_loss: 0.783207075504,val_loss: 0.747905684063,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_17"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_18"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_18"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_9""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_17""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_9""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_18""}"
2017-05-26 01:09:02.941550,./Data/hero_data/threshold_004.json,./models/cnn/cnn_8881D43212EC4CB68A68FC66442BE42C.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.542553191489,batch_size: 32,epochs: 20,test_accuracy: 0.545923955581,test_loss: 0.824144156881,val_loss: 0.835898393435,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_19"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_20"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_20"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_10""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_19""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_10""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_20""}"
2017-05-26 01:10:59.243590,./Data/hero_data/threshold_005.json,./models/cnn/cnn_771C70FBB0CE4E40BAEEBF49464FB25F.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.559235669245,batch_size: 32,epochs: 20,test_accuracy: 0.540607423911,test_loss: 0.870380034168,val_loss: 0.872491955833,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_21"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_22"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_22"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_11""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_21""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_11""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_22""}"
2017-05-26 01:14:59.316554,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_1D3A5818CC4B47268A283AA3ED7709E4.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.555820895665,batch_size: 32,epochs: 20,test_accuracy: 0.541047528755,test_loss: 0.752412781391,val_loss: 0.747869709463,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_23"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_24"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_24"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_12""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_23""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_12""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_24""}"
2017-05-26 01:23:17.253549,./Data/hero_data/threshold_001.json,./models/cnn/cnn_BE691C651A454CDD95117B8EC57F0375.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.552102376618,batch_size: 64,epochs: 64,test_accuracy: 0.530076401602,test_loss: 1.06431493579,val_loss: 1.02462907669,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_25"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_25"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_26"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_26"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_13""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_25"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_25""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_13""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_26"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_26""}"
2017-05-26 01:31:28.043104,./Data/hero_data/threshold_002.json,./models/cnn/cnn_BB5C7E978C3B4B2B959DE94C6513683A.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.545680547035,batch_size: 64,epochs: 64,test_accuracy: 0.540748053094,test_loss: 1.04551545294,val_loss: 1.05450187176,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_27"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_27"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_28"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_28"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_14""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_27"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_27""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_14""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_28"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_28""}"
2017-05-26 01:38:05.869289,./Data/hero_data/threshold_003.json,./models/cnn/cnn_BA2D179AEF014BF0BA12BED3CB7A4BF6.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.534351144947,batch_size: 64,epochs: 64,test_accuracy: 0.541694732636,test_loss: 1.11418724569,val_loss: 1.05925772054,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_29"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_29"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_30"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_30"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_15""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_29"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_29""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_15""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_30"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_30""}"
2017-05-26 01:42:13.080573,./Data/hero_data/threshold_004.json,./models/cnn/cnn_4C716FE188304452897410889A3FF88A.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.521276595745,batch_size: 64,epochs: 46,test_accuracy: 0.54169926454,test_loss: 0.992190781212,val_loss: 1.04732572779,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_31"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_31"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_32"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_32"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_16""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_31"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_31""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_16""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_32"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_32""}"
2017-05-26 01:46:11.818798,./Data/hero_data/threshold_005.json,./models/cnn/cnn_0F05821B0D5D4AE9A0527C1CA9A90F56.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.52993630577,batch_size: 64,epochs: 64,test_accuracy: 0.53768278949,test_loss: 1.29423163982,val_loss: 1.35869479195,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_33"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_33"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_34"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_34"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_17""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_33"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_33""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_17""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_34"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_34""}"
2017-05-26 01:54:38.782170,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_39BC6F20CAAE45968BAE32A954EED94A.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.532537313522,batch_size: 64,epochs: 64,test_accuracy: 0.533775951104,test_loss: 1.18608644013,val_loss: 1.17257145974,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_35"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_35"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_36"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_36"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_18""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_35"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_35""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_18""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_36"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_36""}"
2017-05-26 02:08:39.136172,./Data/hero_data/threshold_001.json,./models/dnn/dnn_068092CF416D41D7974FCAA503948B07.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.552711761176,batch_size: 64,epochs: 25,test_accuracy: 0.551167545474,test_loss: 0.704961612845,val_loss: 0.696472517969,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_1"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_1""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:09:58.528405,./Data/hero_data/threshold_002.json,./models/dnn/dnn_BE1C6EEDF1B14343BA0C3858A97B7CF8.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.543194530913,batch_size: 64,epochs: 25,test_accuracy: 0.557749259677,test_loss: 0.699888253043,val_loss: 0.711515369032,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_2"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_2""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:11:02.794640,./Data/hero_data/threshold_003.json,./models/dnn/dnn_47C5ABAFE13E4E8CAE4338C9E1AA653C.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.56488549682,batch_size: 64,epochs: 25,test_accuracy: 0.555974673361,test_loss: 0.704712871166,val_loss: 0.692405697954,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_3"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_3""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:11:58.464797,./Data/hero_data/threshold_004.json,./models/dnn/dnn_C090E2ED5C35468F9C0F4EF83C95DB9C.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.557624113475,batch_size: 64,epochs: 25,test_accuracy: 0.556407447992,test_loss: 0.702608671337,val_loss: 0.721441625703,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_4"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_4""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:12:37.500270,./Data/hero_data/threshold_005.json,./models/dnn/dnn_10AA994FDD6548CDBD30A49EBF7980EC.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.550318471376,batch_size: 64,epochs: 25,test_accuracy: 0.546006749022,test_loss: 0.711684148545,val_loss: 0.706092881853,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_5"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_5""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:13:11.991427,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_CCD2BE61FFCC4B759E8CA496312D6A4B.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.552835821002,batch_size: 64,epochs: 10,test_accuracy: 0.556539150599,test_loss: 0.684512170138,val_loss: 0.687530695431,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_6"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_6""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:13:45.862673,./Data/hero_data/threshold_001.json,./models/dnn/dnn_C4B6C8C2EB3E472098854603140B2290.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.558196221961,batch_size: 64,epochs: 10,test_accuracy: 0.557624018117,test_loss: 0.687339979821,val_loss: 0.682247952344,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_7"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_7""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:14:19.132264,./Data/hero_data/threshold_002.json,./models/dnn/dnn_B848AB4DBEC342E39D30B1FFCD2166BA.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.541330018793,batch_size: 64,epochs: 10,test_accuracy: 0.563343205008,test_loss: 0.680777663455,val_loss: 0.692662506351,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_8"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_8""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:14:46.391295,./Data/hero_data/threshold_003.json,./models/dnn/dnn_AC969550A0234F66AC29D1084A26E576.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.561068702836,batch_size: 64,epochs: 10,test_accuracy: 0.551663747739,test_loss: 0.687850597636,val_loss: 0.679695146593,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_9"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_9""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:15:09.955500,./Data/hero_data/threshold_004.json,./models/dnn/dnn_0207A05953AA4C2A8E06D339479B32EC.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.543439716312,batch_size: 64,epochs: 10,test_accuracy: 0.551087466769,test_loss: 0.687277059351,val_loss: 0.696012127484,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_10"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_10""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:15:26.922218,./Data/hero_data/threshold_005.json,./models/dnn/dnn_6006A9EB69FD4459B8F660206868E40A.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.56942675163,batch_size: 64,epochs: 10,test_accuracy: 0.546006749143,test_loss: 0.690575815883,val_loss: 0.683138989643,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_11"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_11""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:16:01.877295,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_CCEB4D1133244E39B8372C656EF17B6A.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.543880596944,batch_size: 64,epochs: 10,test_accuracy: 0.563494572713,test_loss: 0.684147877712,val_loss: 0.691316605006,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_12"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_12""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:17:37.588778,./Data/hero_data/threshold_001.json,./models/dnn/dnn_9F3DA2EDED284B188E35BD91DEBDEB67.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.577696526563,batch_size: 32,epochs: 20,test_accuracy: 0.547401269776,test_loss: 0.709785512731,val_loss: 0.693234387837,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_25"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_13"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_13""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_26"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:19:10.228189,./Data/hero_data/threshold_002.json,./models/dnn/dnn_D816E8C3A2DC457E86814FF6B6F045E3.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.540708514716,batch_size: 32,epochs: 20,test_accuracy: 0.560601074922,test_loss: 0.696937185638,val_loss: 0.713214846669,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_27"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_14"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_14""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_28"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:20:26.806322,./Data/hero_data/threshold_003.json,./models/dnn/dnn_9BD19D7E579941218B859A41D98DD1FC.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.553435114413,batch_size: 32,epochs: 20,test_accuracy: 0.552876195536,test_loss: 0.70925709718,val_loss: 0.694486752539,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_29"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_15"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_15""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_30"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 02:21:32.908611,./Data/hero_data/threshold_004.json,./models/dnn/dnn_2F20F79AF18D44EE8CF7C46FC19DE790.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.546985815603,batch_size: 32,epochs: 20,test_accuracy: 0.549679236408,test_loss: 0.705935017256,val_loss: 0.72901440174,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_31"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_16"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_16""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_32"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
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2017-05-26 02:23:56.859615,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_F85E6FDB6F7B4E8C805A9D5DA227DAAA.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.558805970078,batch_size: 32,epochs: 20,test_accuracy: 0.555063758073,test_loss: 0.702361046816,val_loss: 0.704749210379,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_35"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_18"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_18""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_36"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-26 04:20:20.859149,./Data/hero_data/threshold_001.json,./models/lgr/lgr_2F2819083A8F48B0B3DC5D0DEC9E55C9.sav,"(43735, 226)","(43735, 1)",test_score: 0.561106665142,train_score: 0.566120629114,train_accuracy: 0.566120629114,test_accuracy: 0.561106665142
2017-05-26 04:20:40.782171,./Data/hero_data/threshold_002.json,./models/lgr/lgr_BE18173CE81D4EAB9987B0F908508B79.sav,"(42904, 226)","(42904, 1)",test_score: 0.560501884007,train_score: 0.569449762757,train_accuracy: 0.569449762757,test_accuracy: 0.560501884007
2017-05-26 04:20:56.565072,./Data/hero_data/threshold_003.json,./models/lgr/lgr_447A77E9CD0043AEADF69E4BDA011BDC.sav,"(34931, 226)","(34931, 1)",test_score: 0.565055584713,train_score: 0.570967016338,train_accuracy: 0.570967016338,test_accuracy: 0.565055584713
2017-05-26 04:21:10.197295,./Data/hero_data/threshold_004.json,./models/lgr/lgr_82EDB7F69348444DB4F61A48A15BCEC2.sav,"(30073, 226)","(30073, 1)",test_score: 0.562569275105,train_score: 0.573701961902,train_accuracy: 0.573701961902,test_accuracy: 0.562569275105
2017-05-26 04:21:19.543307,./Data/hero_data/threshold_005.json,./models/lgr/lgr_9F2A434141254E4E81B4BA0AFD3C5914.sav,"(20917, 226)","(20917, 1)",test_score: 0.569197673492,train_score: 0.581088003278,train_accuracy: 0.581088003278,test_accuracy: 0.569197673492
2017-05-26 04:21:40.611790,./Data/hero_data/full_40000_plus_data.json,./models/lgr/lgr_54EEB6FFD9ED49F393779D7B2DA49791.sav,"(44656, 226)","(44656, 1)",test_score: 0.562887213555,train_score: 0.568012412425,train_accuracy: 0.568012412425,test_accuracy: 0.562887213555
2017-05-26 04:23:43.221079,./Data/hero_data/threshold_001.json,./models/lass/lass_6D728D9EA3DD4EF9979A4A87802893CC.sav,"(43735, 226)","(43735, 1)",test_score: 0.013369127754,train_score: 0.0184726089744
2017-05-26 04:23:45.077718,./Data/hero_data/threshold_002.json,./models/lass/lass_C2E8B9E1702D422F8B3BE24680877EA6.sav,"(42904, 226)","(42904, 1)",test_score: 0.0152218896921,train_score: 0.0185473569821
2017-05-26 04:23:46.564600,./Data/hero_data/threshold_003.json,./models/lass/lass_F0CBEC4A44EB4839867856067D20094E.sav,"(34931, 226)","(34931, 1)",test_score: 0.0142038985752,train_score: 0.0242261825666
2017-05-26 04:23:47.748279,./Data/hero_data/threshold_004.json,./models/lass/lass_71F0E73B6B72437C91CE6C44D0061D38.sav,"(30073, 226)","(30073, 1)",test_score: 0.0147192517656,train_score: 0.0261470775885
2017-05-26 04:23:48.647566,./Data/hero_data/threshold_005.json,./models/lass/lass_2FAC97E00357414983DAB282E86FF3A4.sav,"(20917, 226)","(20917, 1)",test_score: 0.018413684958,train_score: 0.0305453847293
2017-05-26 04:23:50.577475,./Data/hero_data/full_40000_plus_data.json,./models/lass/lass_4B540FE0E5B04476B71CF25BDEDFCBFE.sav,"(44656, 226)","(44656, 1)",test_score: 0.0121608675223,train_score: 0.0170038683265
2017-05-26 04:51:07.035408,./Data/hero_data/threshold_001.json,./models/svm/svm_75D8487E37FA4C32A6403037BE404955.sav,"(43735, 226)","(43735, 1)",test_score: 0.55701954956,train_score: 0.571700773599
2017-05-26 05:17:05.564988,./Data/hero_data/threshold_002.json,./models/svm/svm_BD7E0BD3D7434A51B05ACDE13EDBBF6F.sav,"(42904, 226)","(42904, 1)",test_score: 0.55407295187,train_score: 0.574625126253
2017-05-26 05:33:24.433798,./Data/hero_data/threshold_003.json,./models/svm/svm_A9293551183B4C38B43691AB536B05E0.sav,"(34931, 226)","(34931, 1)",test_score: 0.555913401324,train_score: 0.575518286137
2017-05-26 05:45:31.559233,./Data/hero_data/threshold_004.json,./models/svm/svm_7FE664FB7B85425A94194BD9CE781C1E.sav,"(30073, 226)","(30073, 1)",test_score: 0.557213516771,train_score: 0.580070385457
2017-05-26 05:51:27.676288,./Data/hero_data/threshold_005.json,./models/svm/svm_B8E0BD355FCB4090AE7A1BF029AA33D1.sav,"(20917, 226)","(20917, 1)",test_score: 0.564419744233,train_score: 0.584103585657
2017-05-26 06:18:09.731968,./Data/hero_data/full_40000_plus_data.json,./models/svm/svm_FACA06A8F0EA496BA9A1B69C9B94EF5B.sav,"(44656, 226)","(44656, 1)",test_score: 0.557200839748,train_score: 0.568216171833
2017-05-26 06:32:14.620280,./Data/hero_data/threshold_001.json,./models/cnn/cnn_92C7204E204C4E4B9D40CBBAFD87DE69.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.538250533519,batch_size: 64,epochs: 25,test_accuracy: 0.539032657272,test_loss: 0.765863169395,val_loss: 0.765620582952,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_1"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_2"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_1""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_2""}"
2017-05-26 06:38:40.814907,./Data/hero_data/threshold_002.json,./models/cnn/cnn_7D333A1C40B343D69AD610AD4F98DFA8.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.530764449987,batch_size: 64,epochs: 25,test_accuracy: 0.535044422507,test_loss: 0.781038684373,val_loss: 0.785010153089,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_3"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_4"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_4"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_2""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_3""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_2""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_4""}"
2017-05-26 06:43:53.757598,./Data/hero_data/threshold_003.json,./models/cnn/cnn_ED01ECF0B89D4234BBD53CDC1C4B5DFC.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.543129770856,batch_size: 64,epochs: 25,test_accuracy: 0.540010777306,test_loss: 0.771836292378,val_loss: 0.772246617215,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_5"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_6"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_6"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_3""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_5""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_3""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_6""}"
2017-05-26 06:48:25.269809,./Data/hero_data/threshold_004.json,./models/cnn/cnn_A10CABE3D54942F5B0CDE4AC266DB031.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.53634751773,batch_size: 64,epochs: 25,test_accuracy: 0.532978640171,test_loss: 0.795573704885,val_loss: 0.803152943757,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_7"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_8"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_8"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_4""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_7""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_4""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_8""}"
2017-05-26 06:51:34.455246,./Data/hero_data/threshold_005.json,./models/cnn/cnn_89AF4789977D4E81A7832A6299438DD2.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.530274059911,batch_size: 64,epochs: 25,test_accuracy: 0.534195725615,test_loss: 0.840925382093,val_loss: 0.861644501706,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_9"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_10"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_10"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_5""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_9""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_5""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_10""}"
2017-05-26 06:59:54.470458,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_50A54EDA6EBD4814B487373ABBAE3F9F.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.524776119403,batch_size: 32,epochs: 20,test_accuracy: 0.53187901781,test_loss: 0.713610129508,val_loss: 0.722566967082,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_11"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_12"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_12"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_6""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_11""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_6""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_12""}"
2017-05-26 07:07:48.062496,./Data/hero_data/threshold_001.json,./models/cnn/cnn_B950DAE84EAF44928CB8D66DD27401D4.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.533983541712,batch_size: 32,epochs: 20,test_accuracy: 0.538978856228,test_loss: 0.73307275132,val_loss: 0.731808501894,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_13"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_14"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_14"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_7""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_13""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_7""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_14""}"
2017-05-26 07:15:29.728187,./Data/hero_data/threshold_002.json,./models/cnn/cnn_B14AFE62106242B2821136C680D27F18.h5,"(42904, 226)","(42904, 1)",val_accuracy: 0.539154754432,batch_size: 32,epochs: 20,test_accuracy: 0.537951080416,test_loss: 0.749361883741,val_loss: 0.753745794481,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_15"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_16"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_16"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_8""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_15""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_8""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_16""}"
2017-05-26 07:22:21.523502,./Data/hero_data/threshold_003.json,./models/cnn/cnn_C35CD183406045D28ADF26843AEDF0A5.h5,"(34931, 226)","(34931, 1)",val_accuracy: 0.529770992412,batch_size: 32,epochs: 20,test_accuracy: 0.540684359431,test_loss: 0.755247646637,val_loss: 0.764945838106,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_17"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_18"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_18"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_9""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_17""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_9""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_18""}"
2017-05-26 07:27:51.157289,./Data/hero_data/threshold_004.json,./models/cnn/cnn_7A0A0810B24C4EA3893A6772193FDF0A.h5,"(30073, 226)","(30073, 1)",val_accuracy: 0.534574468085,batch_size: 32,epochs: 20,test_accuracy: 0.532039746501,test_loss: 0.738980968834,val_loss: 0.735713960431,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_19"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_20"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_20"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_10""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_19""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_10""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_20""}"
2017-05-26 07:31:40.067690,./Data/hero_data/threshold_005.json,./models/cnn/cnn_BE693204643E42A9822F969EB9BE3DEF.h5,"(20917, 226)","(20917, 1)",val_accuracy: 0.520713830465,batch_size: 32,epochs: 20,test_accuracy: 0.530483689566,test_loss: 0.832214531386,val_loss: 0.819456691648,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_21"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_22"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_22"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_11""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_21""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_11""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_22""}"
2017-05-26 07:39:51.028542,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_54AADE6307554AC0A59319E6CAA41319.h5,"(44656, 226)","(44656, 1)",val_accuracy: 0.538805970256,batch_size: 32,epochs: 20,test_accuracy: 0.540204447255,test_loss: 0.733951808567,val_loss: 0.737266123722,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_23"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_24"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_24"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_12""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_23""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_12""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_24""}"
2017-05-26 07:56:32.363906,./Data/hero_data/threshold_001.json,./models/cnn/cnn_D3F39E98927E4E2BA96E6109245844C9.h5,"(43735, 226)","(43735, 1)",val_accuracy: 0.526059128387,batch_size: 64,epochs: 64,test_accuracy: 0.534136762269,test_loss: 0.898739279727,val_loss: 0.883643534335,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_25"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_25"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_26"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_26"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_13""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_25"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_25""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_13""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_26"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_26""}"
2017-05-26 08:02:55.851088,./Data/hero_data/threshold_001.json,./models/cnn/cnn_3C8699FB2A76436387B7F4C4D6CF7851.h5,"(43735, 226)","(43735, 1)",epochs: 25,val_accuracy: 0.522121870356,test_size_2: 0.5,test_accuracy: 0.530010289228,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.20613380407,val_loss: 1.22375606166,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_1"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_2"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_1""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_2""}"
2017-05-26 08:08:29.552497,./Data/hero_data/threshold_002.json,./models/cnn/cnn_9CEE2D51D40141ADB2507FBEEE8F266D.h5,"(42904, 226)","(42904, 1)",epochs: 25,val_accuracy: 0.52581284234,test_size_2: 0.5,test_accuracy: 0.528143573024,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.18723149535,val_loss: 1.17883268754,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_3"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_4"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_4"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_2""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_3""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_2""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_4""}"
2017-05-26 08:13:02.222258,./Data/hero_data/threshold_003.json,./models/cnn/cnn_B637614885364F41844C2B74F42E5D8D.h5,"(34931, 226)","(34931, 1)",epochs: 25,val_accuracy: 0.52723108853,test_size_2: 0.5,test_accuracy: 0.531348411074,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.34219785703,val_loss: 1.34113222799,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_5"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_6"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_6"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_3""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_5""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_3""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_6""}"
2017-05-26 08:16:57.858968,./Data/hero_data/threshold_004.json,./models/cnn/cnn_A52033C913684762A8814AA3F23E7A74.h5,"(30073, 226)","(30073, 1)",epochs: 25,val_accuracy: 0.523940149646,test_size_2: 0.5,test_accuracy: 0.535123451636,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.44809077363,val_loss: 1.50432142954,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_7"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_8"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_8"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_4""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_7""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_4""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_8""}"
2017-05-26 08:19:42.264963,./Data/hero_data/threshold_005.json,./models/cnn/cnn_12CAAD385E1C40678357FE2E98E9CB69.h5,"(20917, 226)","(20917, 1)",epochs: 25,val_accuracy: 0.531134217803,test_size_2: 0.5,test_accuracy: 0.524441257324,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.7671381653,val_loss: 1.74239907656,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_9"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_10"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_10"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_5""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_9""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_5""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_10""}"
2017-05-26 08:26:53.477804,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_779DC16465344220B4A65CD38E72B4E1.h5,"(44656, 226)","(44656, 1)",epochs: 20,val_accuracy: 0.528242736385,test_size_2: 0.5,test_accuracy: 0.528776172888,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.0785445015,val_loss: 1.06637943238,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_11"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_12"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_12"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_6""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_11""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_6""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_12""}"
2017-05-26 08:33:38.416177,./Data/hero_data/threshold_001.json,./models/cnn/cnn_43B32DFB68C34F3E8C15D6588D3C853E.h5,"(43735, 226)","(43735, 1)",epochs: 20,val_accuracy: 0.52326511949,test_size_2: 0.5,test_accuracy: 0.528409740469,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.10009171283,val_loss: 1.13001854141,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_13"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_14"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_14"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_7""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_13""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_7""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_14""}"
2017-05-26 08:40:16.400152,./Data/hero_data/threshold_002.json,./models/cnn/cnn_AE0046712B5545E6ADE3D1E9179C7EC2.h5,"(42904, 226)","(42904, 1)",epochs: 20,val_accuracy: 0.529017597017,test_size_2: 0.5,test_accuracy: 0.529134133551,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.10369796056,val_loss: 1.10037741641,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_15"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_16"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_16"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_8""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_15""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_8""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_16""}"
2017-05-26 08:45:46.992725,./Data/hero_data/threshold_003.json,./models/cnn/cnn_1F308B20C75944A78E4C1181947E4879.h5,"(34931, 226)","(34931, 1)",epochs: 20,val_accuracy: 0.530809418166,test_size_2: 0.5,test_accuracy: 0.529058116241,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.17914971836,val_loss: 1.19812072689,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_17"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_18"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_18"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_9""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_17""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_9""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_18""}"
2017-05-26 08:50:26.231607,./Data/hero_data/threshold_004.json,./models/cnn/cnn_BC2EB4028FF944FB9C036548A5B704D4.h5,"(30073, 226)","(30073, 1)",epochs: 20,val_accuracy: 0.520947630943,test_size_2: 0.5,test_accuracy: 0.528971651792,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.33603847011,val_loss: 1.3615278595,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_19"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_20"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_20"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_10""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_19""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_10""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_20""}"
2017-05-26 08:53:43.216197,./Data/hero_data/threshold_005.json,./models/cnn/cnn_B406BAFB66AA431B864F01E845418E9A.h5,"(20917, 226)","(20917, 1)",epochs: 20,val_accuracy: 0.529341460549,test_size_2: 0.5,test_accuracy: 0.532329389303,drop_out: 0.2,test_size_1: 0.4,test_loss: 1.46997167724,val_loss: 1.47395041574,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_21"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_22"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_22"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_11""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_21""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_11""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_22""}"
2017-05-26 09:00:34.950456,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_6D3A4524D68745C0BF09172F05D25AA0.h5,"(44656, 226)","(44656, 1)",epochs: 20,val_accuracy: 0.52869058949,test_size_2: 0.5,test_accuracy: 0.523681558619,drop_out: 0.2,test_size_1: 0.4,test_loss: 0.894955314937,val_loss: 0.886162466958,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_23"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_24"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_24"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_12""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_23""}","layer_8: {""rate"": 0.2, ""trainable"": true, ""name"": ""dropout_12""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_24""}"
2017-05-26 15:32:59.969543,./Data/hero_data/threshold_001.json,./models/cnn/cnn_B8D1995E7C1749B98DAF2CBD64B0CE64.h5,"(43735, 226)","(43735, 1)",epochs: 25,val_accuracy: 0.54343188067,test_size_2: 0.15,test_accuracy: 0.542099316765,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.760784320002,val_loss: 0.760809058207,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_1"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_2"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_1""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_2""}"
2017-05-26 15:39:39.839252,./Data/hero_data/threshold_002.json,./models/cnn/cnn_080E513B77B74AB38236F8EBED679D93.h5,"(42904, 226)","(42904, 1)",epochs: 25,val_accuracy: 0.542573026688,test_size_2: 0.15,test_accuracy: 0.535099265112,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.766909508809,val_loss: 0.763701190113,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_3"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_4"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_4"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_2""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_3""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_2""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_4""}"
2017-05-26 15:45:27.213620,./Data/hero_data/threshold_003.json,./models/cnn/cnn_3CD11B978042438986EEADA2F82B6648.h5,"(34931, 226)","(34931, 1)",epochs: 25,val_accuracy: 0.540076335787,test_size_2: 0.15,test_accuracy: 0.542637747541,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.762867936753,val_loss: 0.772402074956,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_5"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_6"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_6"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_3""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_5""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_3""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_6""}"
2017-05-26 15:50:47.792076,./Data/hero_data/threshold_004.json,./models/cnn/cnn_A10C6F1AC9484A129F91D3829BECF296.h5,"(30073, 226)","(30073, 1)",epochs: 25,val_accuracy: 0.532358156028,test_size_2: 0.15,test_accuracy: 0.537673108548,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.802919390933,val_loss: 0.807511510156,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_7"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_8"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_8"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_4""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_7""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_4""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_8""}"
2017-05-26 15:54:31.031005,./Data/hero_data/threshold_005.json,./models/cnn/cnn_73DDD946F30E48F99E5F8FF4AA806641.h5,"(20917, 226)","(20917, 1)",epochs: 25,val_accuracy: 0.525175270873,test_size_2: 0.15,test_accuracy: 0.536557930339,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.835302165576,val_loss: 0.882766036489,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_9"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_10"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_10"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_5""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_9""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_5""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_10""}"
2017-05-26 16:02:42.736699,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_8423438C7FE147EBAD9205941929064B.h5,"(44656, 226)","(44656, 1)",epochs: 20,val_accuracy: 0.525970149236,test_size_2: 0.15,test_accuracy: 0.540994836126,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.714896726236,val_loss: 0.719871918835,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_11"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_12"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_12"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_6""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_11""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_6""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_12""}"
2017-05-26 16:10:46.644129,./Data/hero_data/threshold_001.json,./models/cnn/cnn_BB7ED1C45916463785C54CE8336D6C4C.h5,"(43735, 226)","(43735, 1)",epochs: 20,val_accuracy: 0.528497409435,test_size_2: 0.15,test_accuracy: 0.540754290617,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.744443328303,val_loss: 0.744505371127,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_13"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_14"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_14"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_7""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_13""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_7""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_14""}"
2017-05-26 16:18:40.308529,./Data/hero_data/threshold_002.json,./models/cnn/cnn_9F38A95629B3418FB7220089C4F8AE3C.h5,"(42904, 226)","(42904, 1)",epochs: 20,val_accuracy: 0.544126786898,test_size_2: 0.15,test_accuracy: 0.535263792921,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.752181981097,val_loss: 0.746080660613,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_15"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_16"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_16"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_8""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_15""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_8""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_16""}"
2017-05-26 16:25:03.309128,./Data/hero_data/threshold_003.json,./models/cnn/cnn_B4AEE32FC82242C39BCA1A5385288D0D.h5,"(34931, 226)","(34931, 1)",epochs: 20,val_accuracy: 0.538167938977,test_size_2: 0.15,test_accuracy: 0.540886434104,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.749924664539,val_loss: 0.755063240856,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_17"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_18"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_18"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_9""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_17""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_9""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_18""}"
2017-05-26 16:30:33.055625,./Data/hero_data/threshold_004.json,./models/cnn/cnn_083FF7D08B524852A922852767E5FEFA.h5,"(30073, 226)","(30073, 1)",epochs: 20,val_accuracy: 0.529255319149,test_size_2: 0.15,test_accuracy: 0.533213363601,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.742750111385,val_loss: 0.746382783491,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_19"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_20"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_20"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_10""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_19""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_10""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_20""}"
2017-05-26 16:34:22.521734,./Data/hero_data/threshold_005.json,./models/cnn/cnn_1D85CE606DD641589EB8EA1288EF8F6C.h5,"(20917, 226)","(20917, 1)",epochs: 20,val_accuracy: 0.534098151689,test_size_2: 0.15,test_accuracy: 0.531608549012,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.813768746614,val_loss: 0.832699752599,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_21"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_22"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_22"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_11""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_21""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_11""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_22""}"
2017-05-26 16:42:30.438888,./Data/hero_data/full_40000_plus_data.json,./models/cnn/cnn_04024C6F862C41B38D6A4B4C5E84DB7F.h5,"(44656, 226)","(44656, 1)",epochs: 20,val_accuracy: 0.536119402985,test_size_2: 0.15,test_accuracy: 0.536515965855,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.725512726036,val_loss: 0.721666640203,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_23"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_24"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_24"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_12""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_23""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_12""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_24""}"
2017-05-27 17:10:26.201075,./Data/hero_data/threshold_003.json,./models/dnn/dnn_B4C34DA448C945A29A1B8DB4A3318438.h5,"(34931, 226)","(34931, 1)",epochs: 25,val_accuracy: 0.532442748092,test_size_2: 0.15,test_accuracy: 0.530647985981,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.689025978186,val_loss: 0.69163119802,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_1"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_1""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:11:50.893374,./Data/hero_data/threshold_002.json,./models/dnn/dnn_A8999BA018854EB6AB573B4D18EC8319.h5,"(42904, 226)","(42904, 1)",epochs: 10,val_accuracy: 0.515226848993,test_size_2: 0.15,test_accuracy: 0.526488976676,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.689750879483,val_loss: 0.692164623937,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_2"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_2""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:12:57.468613,./Data/hero_data/threshold_003.json,./models/dnn/dnn_9125D2B5322E4E9DA1BB48AE2A46054C.h5,"(34931, 226)","(34931, 1)",epochs: 10,val_accuracy: 0.541603053481,test_size_2: 0.15,test_accuracy: 0.525596120223,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.688298631514,val_loss: 0.689362517022,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_3"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_3""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:13:39.207425,./Data/hero_data/threshold_005.json,./models/dnn/dnn_5E5ACC8958124F5B82068D419031EDD6.h5,"(20917, 226)","(20917, 1)",epochs: 10,val_accuracy: 0.548757170172,test_size_2: 0.15,test_accuracy: 0.539595050625,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.687280605816,val_loss: 0.6885658963,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_4"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_4""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:15:06.735865,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_C6B4B2BBFDB843AE90A271DCD6D5409D.h5,"(44656, 226)","(44656, 1)",epochs: 10,val_accuracy: 0.546567164321,test_size_2: 0.15,test_accuracy: 0.526398988302,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.688190370179,val_loss: 0.687776004129,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_5"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_5""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:19:01.111670,./Data/hero_data/threshold_001.json,./models/dnn/dnn_5FA9EBAA56B7445B855CA2FF63CDD009.h5,"(43735, 226)","(43735, 1)",epochs: 20,val_accuracy: 0.547394087196,test_size_2: 0.15,test_accuracy: 0.532576531991,noise: 0.5,test_size_1: 0.25,drop_out: 0.5,test_loss: 0.691802099082,val_loss: 0.690151423334,batch_size: 32,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_6"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_6""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:22:12.349609,./Data/hero_data/threshold_003.json,./models/dnn/dnn_8DE8CFE7D757441C954A53C89B61A334.h5,"(34931, 226)","(34931, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.538549618321,batch_size: 64,epochs: 25,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.690198137619,val_loss: 0.690432915524,test_accuracy: 0.52930082177,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_1"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_1""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:23:30.136616,./Data/hero_data/threshold_002.json,./models/dnn/dnn_55B92DF4E7CC4CF3925B6F234924D9AC.h5,"(42904, 226)","(42904, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.528589185867,batch_size: 64,epochs: 10,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.688767134744,val_loss: 0.68777851665,test_accuracy: 0.530163430992,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_2"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_2""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:24:47.131202,./Data/hero_data/threshold_003.json,./models/dnn/dnn_11A363C890D04D8080836A987FB64EBF.h5,"(34931, 226)","(34931, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.541984732824,batch_size: 64,epochs: 10,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.687909965685,val_loss: 0.688926528883,test_accuracy: 0.525461403793,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_3"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_3""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:25:40.058672,./Data/hero_data/threshold_005.json,./models/dnn/dnn_79EFBCD7483B45DFA1A20B6141A3D461.h5,"(20917, 226)","(20917, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.513702995539,batch_size: 64,epochs: 10,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.692083599315,val_loss: 0.694080621783,test_accuracy: 0.517435320639,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_4"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_4""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:27:06.342579,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_2BCD3EA123CB4DDEB0F463D63B00FBD9.h5,"(44656, 226)","(44656, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.539701492466,batch_size: 64,epochs: 10,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.688505202208,val_loss: 0.690366787661,test_accuracy: 0.525608599431,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_5"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_5""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:30:49.943545,./Data/hero_data/threshold_001.json,./models/dnn/dnn_CF80BB73F8044E0397365457B3F2C65C.h5,"(43735, 226)","(43735, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.516610789466,batch_size: 32,epochs: 20,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.690787093071,val_loss: 0.688543436822,test_accuracy: 0.524775380625,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_6"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_6""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:34:32.596311,./Data/hero_data/threshold_002.json,./models/dnn/dnn_9339EFA4D4A64FA2950D7FABE4B1022B.h5,"(42904, 226)","(42904, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.51926662527,batch_size: 32,epochs: 20,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.692129807232,val_loss: 0.692483319823,test_accuracy: 0.530821542207,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_7"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_7""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-27 17:36:13.395894,./Data/hero_data/threshold_005.json,./models/dnn/dnn_8F1B2DE3C98046A2BDA1656E737690D5.h5,"(20917, 226)","(20917, 1)",data_doubled: yes,noise: 0.5,drop_out: 0.5,val_accuracy: 0.509241555131,batch_size: 32,epochs: 20,test_size_2: 0.15,test_size_1: 0.25,test_loss: 0.693624146234,val_loss: 0.697295081965,test_accuracy: 0.527221597287,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_8"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_8""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:10:12.226942,./Data/hero_data/threshold_003.json,./models/dnn/dnn_073E2172F0E746CAB1976875FE10DA69.h5,"(34931, 226)","(34931, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.553874463202,batch_size: 64,epochs: 25,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.709855275708,val_loss: 0.705286143224,test_accuracy: 0.555282890277,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_1"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_1""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:10:46.697142,./Data/hero_data/threshold_002.json,./models/dnn/dnn_F24494A7237F47BBBBAF2C6A08069964.h5,"(42904, 226)","(42904, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.552855002517,batch_size: 64,epochs: 10,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.685690243554,val_loss: 0.687992467834,test_accuracy: 0.552497225279,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_2"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_2""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:11:12.204111,./Data/hero_data/threshold_003.json,./models/dnn/dnn_443C8B83CBF04D7BA3C4C4DA68B2851A.h5,"(34931, 226)","(34931, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.561030464057,batch_size: 64,epochs: 10,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.688278875135,val_loss: 0.685805571272,test_accuracy: 0.547648261775,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_3"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_3""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:11:29.294944,./Data/hero_data/threshold_005.json,./models/dnn/dnn_AF22A124CC9F4638BBF49A99CF455027.h5,"(20917, 226)","(20917, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.569819050993,batch_size: 64,epochs: 10,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.689336283394,val_loss: 0.681406923206,test_accuracy: 0.554189435337,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_4"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_4""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:12:03.646248,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_617A4D17C22D49C58211F03AFBEFFB86.h5,"(44656, 226)","(44656, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.558541266756,batch_size: 64,epochs: 10,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.684056625612,val_loss: 0.683529133455,test_accuracy: 0.557368308808,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_5"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_5""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:13:37.772722,./Data/hero_data/threshold_001.json,./models/dnn/dnn_1B2A0A2F61D14A579B8819A911276456.h5,"(43735, 226)","(43735, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.557642063972,batch_size: 32,epochs: 20,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.70547248989,val_loss: 0.699200240831,test_accuracy: 0.55193815331,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_6"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_6""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:15:13.550643,./Data/hero_data/threshold_002.json,./models/dnn/dnn_BC9618A55569447C82A33C88C12B2E5D.h5,"(42904, 226)","(42904, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.556683868805,batch_size: 32,epochs: 20,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.708698045255,val_loss: 0.707216394886,test_accuracy: 0.549722530561,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_7"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_7""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:16:00.304971,./Data/hero_data/threshold_005.json,./models/dnn/dnn_2E7DDFA277664CF58A3DDA73AD3B9E5B.h5,"(20917, 226)","(20917, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.555821099473,batch_size: 32,epochs: 20,test_size_2: 0.4,test_size_1: 0.35,test_loss: 0.744053147313,val_loss: 0.732311638947,test_accuracy: 0.546675774135,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_8"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_8""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:45:25.427954,./Data/hero_data/threshold_003.json,./models/dnn/dnn_EB9BBC97B5F441F29C99932A9E30F1C6.h5,"(34931, 226)","(34931, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.565540927338,batch_size: 64,epochs: 25,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.706451585666,val_loss: 0.700231677406,l2_reg: yes,test_accuracy: 0.558116232499,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_1"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_1""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:45:59.516957,./Data/hero_data/threshold_002.json,./models/dnn/dnn_C011693BD4E043A0A7A5DE0BB61BBA17.h5,"(42904, 226)","(42904, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.537744641193,batch_size: 64,epochs: 10,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.686354383972,val_loss: 0.693753768713,l2_reg: yes,test_accuracy: 0.558508158508,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_2"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_2""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:46:27.990679,./Data/hero_data/threshold_003.json,./models/dnn/dnn_92DB1FEF33CC414B89B61138FCB3CC38.h5,"(34931, 226)","(34931, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.564968517663,batch_size: 64,epochs: 10,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.692038650418,val_loss: 0.685980972557,l2_reg: yes,test_accuracy: 0.550672774154,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_3"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_3""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:46:45.740102,./Data/hero_data/threshold_005.json,./models/dnn/dnn_314FE40338264B958141E2F235783475.h5,"(20917, 226)","(20917, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.565965583345,batch_size: 64,epochs: 10,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.695460115291,val_loss: 0.689157321736,l2_reg: yes,test_accuracy: 0.550908221797,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_4"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_4""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:47:22.551355,./Data/hero_data/full_40000_plus_data.json,./models/dnn/dnn_7A3D5FB9D50C4C2C854C09993B2F4C4F.h5,"(44656, 226)","(44656, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.552619794079,batch_size: 64,epochs: 10,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.688003044955,val_loss: 0.690430649743,l2_reg: yes,test_accuracy: 0.561303325502,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_5"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_5""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:49:04.432747,./Data/hero_data/threshold_001.json,./models/dnn/dnn_7E99EF0375AD4144801E8BA4A0EA2DF8.h5,"(43735, 226)","(43735, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.566986739935,batch_size: 32,epochs: 20,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.712257780687,val_loss: 0.701511175381,l2_reg: yes,test_accuracy: 0.546015776824,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_6"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_6""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:50:44.977057,./Data/hero_data/threshold_002.json,./models/dnn/dnn_9FA232769C3C4FDA89B56114264572B7.h5,"(42904, 226)","(42904, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.544734389562,batch_size: 32,epochs: 20,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.703399248084,val_loss: 0.709714784732,l2_reg: yes,test_accuracy: 0.554195804196,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_7"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_7""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
2017-05-28 00:51:33.786861,./Data/hero_data/threshold_005.json,./models/dnn/dnn_C10B7896A78D480F82AC35D374FEC89C.h5,"(20917, 226)","(20917, 1)",data_doubled: no,noise: 0.5,drop_out: 0.5,val_accuracy: 0.572657743558,batch_size: 32,epochs: 20,test_size_2: 0.2,test_size_1: 0.25,test_loss: 0.711593299477,val_loss: 0.711058043271,l2_reg: yes,test_accuracy: 0.55544933067,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2048, ""batch_input_shape"": [null, 226], ""use_bias"": true, ""activity_regularizer"": null}","layer_2: {""trainable"": true, ""name"": ""gaussian_noise_8"", ""stddev"": 0.5}","layer_3: {""rate"": 0.5, ""trainable"": true, ""name"": ""gaussian_dropout_8""}","layer_4: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""softmax"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}"
<<<<<<< HEAD
2017-06-01 21:59:58.861058,./Data/hero_data/threshold_003.json,./models/cnn/cnn_09FB1ED7EC344589918D1658099DAF2E.h5,"(34931, 226)","(34931, 1)",epochs: 25,val_accuracy: 0.532061068611,test_size_2: 0.15,test_accuracy: 0.530647985981,drop_out: 0.5,test_size_1: 0.25,test_loss: 0.730455285806,val_loss: 0.737512430708,batch_size: 64,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""same"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 16}","layer_2: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_1"", ""pool_size"": [1]}","layer_3: {""padding"": ""same"", ""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""bias_regularizer"": null, ""filters"": 32, ""bias_constraint"": null, ""activation"": ""relu"", ""trainable"": true, ""kernel_constraint"": null, ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""use_bias"": true, ""activity_regularizer"": null, ""kernel_size"": [2]}","layer_4: {""padding"": ""same"", ""strides"": [1], ""trainable"": true, ""name"": ""max_pooling1d_2"", ""pool_size"": [1]}","layer_5: {""trainable"": true, ""name"": ""flatten_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 128, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_8: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_1""}","layer_9: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_10: {""activation"": ""softmax"", ""trainable"": true, ""name"": ""activation_2""}"
=======
2017-05-28 01:59:33.988528,./Data/hero_data/threshold_001.json,./models/cnn_svn/cnn_svn_972BF019BA674297AB883D93BB91D25D.h5,"(43735, 226)","(43735, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.494820231584,_l2: 0.01,batch_size: 64,dense_1_act: relu,epochs: 25,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.492951684066,filters: 64,test_size_1: 0.25,test_loss: 0.500009536743,val_loss: 0.500009536743,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_1""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_1"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_1""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_1""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_2""}"
2017-05-28 02:48:52.637195,./Data/hero_data/threshold_002.json,./models/cnn_svn/cnn_svn_1301F09F8EF04FCC8D0E6583A8DB2902.h5,"(42904, 226)","(42904, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.508390304556,_l2: 0.01,batch_size: 64,dense_1_act: relu,epochs: 25,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.514313919033,filters: 64,test_size_1: 0.25,test_loss: 0.500008881092,val_loss: 0.500008881092,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_2"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_2""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_3""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_2""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_4""}"
2017-05-28 03:29:08.724753,./Data/hero_data/threshold_003.json,./models/cnn_svn/cnn_svn_C43177A4E716432AB72E367B7B3D4B43.h5,"(34931, 226)","(34931, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.50992366394,_l2: 0.01,batch_size: 64,dense_1_act: relu,epochs: 25,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.503165835887,filters: 64,test_size_1: 0.25,test_loss: 0.500013411045,val_loss: 0.500013411045,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_3"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_3""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_5""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_3""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_6""}"
2017-05-28 04:02:01.569983,./Data/hero_data/threshold_004.json,./models/cnn_svn/cnn_svn_861986637C7E4B09924D2CE0944D54AC.h5,"(30073, 226)","(30073, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.496453900709,_l2: 0.01,batch_size: 64,dense_1_act: relu,epochs: 25,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.501329995292,filters: 64,test_size_1: 0.25,test_loss: 0.500012934208,val_loss: 0.500012934208,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_4"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_4""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_7""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_4""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_8""}"
2017-05-28 04:23:46.784502,./Data/hero_data/threshold_005.json,./models/cnn_svn/cnn_svn_2A29B80B11A840B58E0DF24464B05ACD.h5,"(20917, 226)","(20917, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.501910828557,_l2: 0.01,batch_size: 64,dense_1_act: relu,epochs: 25,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.509336333066,filters: 64,test_size_1: 0.25,test_loss: 0.500019013882,val_loss: 0.500019013882,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_5"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_5""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_9""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_5""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_10""}"
2017-05-28 05:32:52.231027,./Data/hero_data/full_40000_plus_data.json,./models/cnn_svn/cnn_svn_2299BDB3DA0E49D4A20F236BB9CD08C2.h5,"(44656, 226)","(44656, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.48597014936,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.489724944692,filters: 64,test_size_1: 0.25,test_loss: 0.500004887581,val_loss: 0.500004887581,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_6"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_6""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_11""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_6""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_12""}"
2017-05-28 06:37:46.843462,./Data/hero_data/threshold_001.json,./models/cnn_svn/cnn_svn_F6663C59EE4943338C0D7C32F27E8C90.h5,"(43735, 226)","(43735, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.494820231584,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.492951684066,filters: 64,test_size_1: 0.25,test_loss: 0.500005364418,val_loss: 0.500005364418,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_7"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_7""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_13"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_13""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_7""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_14"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_14""}"
2017-05-28 07:40:51.071154,./Data/hero_data/threshold_002.json,./models/cnn_svn/cnn_svn_906AF8EED72E45B887CA0E6169AFF1C9.h5,"(42904, 226)","(42904, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.491609695611,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.485686080967,filters: 64,test_size_1: 0.25,test_loss: 0.500006139278,val_loss: 0.500006139278,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_8"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_8""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_15"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_15""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_8""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_16"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_16""}"
2017-05-28 08:33:29.232510,./Data/hero_data/threshold_003.json,./models/cnn_svn/cnn_svn_D4960FF002A84514A00EFE2AFBF7C2D8.h5,"(34931, 226)","(34931, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.50992366394,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.503165835887,filters: 64,test_size_1: 0.25,test_loss: 0.500006973743,val_loss: 0.500006973743,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_9"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_9""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_17"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_17""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_9""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_18"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_18""}"
2017-05-28 09:18:58.388278,./Data/hero_data/threshold_004.json,./models/cnn_svn/cnn_svn_64294AC6A59F4AF68C53AC92CD6D7633.h5,"(30073, 226)","(30073, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.496453900709,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.501329995292,filters: 64,test_size_1: 0.25,test_loss: 0.500008583069,val_loss: 0.500008583069,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_10"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_10""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_19"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_19""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_10""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_20"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_20""}"
2017-05-28 09:49:23.767842,./Data/hero_data/threshold_005.json,./models/cnn_svn/cnn_svn_B12B0CBF194D4FE884AFE45E6D380F3A.h5,"(20917, 226)","(20917, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.501910828557,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.509336333066,filters: 64,test_size_1: 0.25,test_loss: 0.500011026859,val_loss: 0.500011026859,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_11"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_11""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_21"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_21""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_11""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_22"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_22""}"
2017-05-28 10:55:03.942287,./Data/hero_data/full_40000_plus_data.json,./models/cnn_svn/cnn_svn_14A142CEB1C54C13A5D0AB7F6D8739B4.h5,"(44656, 226)","(44656, 1)",padding: valid,dense_1: 1024,optimizer: adadelta,drop_out: 0.5,loss: hinge,activation_conv: relu,val_accuracy: 0.48597014936,_l2: 0.01,batch_size: 32,dense_1_act: relu,epochs: 20,strides: 1,dilation_rate: 1,test_size_2: 0.15,test_accuracy: 0.489724944692,filters: 64,test_size_1: 0.25,test_loss: 0.500006318092,val_loss: 0.500006318092,kernel_size: 1,"layer_1: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""conv1d_12"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""dtype"": ""float32"", ""activation"": ""relu"", ""trainable"": true, ""padding"": ""valid"", ""strides"": [1], ""dilation_rate"": [1], ""kernel_regularizer"": null, ""kernel_size"": [1], ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""batch_input_shape"": [null, 226, 1], ""use_bias"": true, ""activity_regularizer"": null, ""filters"": 64}","layer_2: {""trainable"": true, ""name"": ""flatten_12""}","layer_3: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_23"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": null, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 1024, ""use_bias"": true, ""activity_regularizer"": null}","layer_4: {""activation"": ""relu"", ""trainable"": true, ""name"": ""activation_23""}","layer_5: {""rate"": 0.5, ""trainable"": true, ""name"": ""dropout_12""}","layer_6: {""kernel_initializer"": {""class_name"": ""VarianceScaling"", ""config"": {""distribution"": ""uniform"", ""scale"": 1.0, ""seed"": null, ""mode"": ""fan_avg""}}, ""name"": ""dense_24"", ""kernel_constraint"": null, ""bias_regularizer"": null, ""bias_constraint"": null, ""activation"": ""linear"", ""trainable"": true, ""kernel_regularizer"": {""class_name"": ""L1L2"", ""config"": {""l2"": 0.009999999776482582, ""l1"": 0.0}}, ""bias_initializer"": {""class_name"": ""Zeros"", ""config"": {}}, ""units"": 2, ""use_bias"": true, ""activity_regularizer"": null}","layer_7: {""activation"": ""linear"", ""trainable"": true, ""name"": ""activation_24""}"
>>>>>>> master
2017-06-01 22:14:05.071898,./Data/hero_data/full_40000_plus_data.json,./models/lgr/lgr_227D769F6BE04E5D9955BC9EF94948EF.sav,"(44656, 226)","(44656, 1)",test_score: 0.562887213555,train_score: 0.568012412425,train_accuracy: 0.568012412425,test_accuracy: 0.562887213555