2020-04-29 08:13:05.454162: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcuda.so.1
2020-04-29 08:13:06.223964: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties: 
name: Quadro P6000 major: 6 minor: 1 memoryClockRate(GHz): 1.645
pciBusID: 0000:3b:00.0
2020-04-29 08:13:06.224334: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2020-04-29 08:13:06.226473: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2020-04-29 08:13:06.228330: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2020-04-29 08:13:06.228770: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2020-04-29 08:13:06.231167: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2020-04-29 08:13:06.233015: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2020-04-29 08:13:06.238739: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2020-04-29 08:13:06.241962: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2020-04-29 08:13:15.254047: I tensorflow/core/platform/cpu_feature_guard.cc:142] Your CPU supports instructions that this TensorFlow binary was not compiled to use: AVX2 AVX512F FMA
2020-04-29 08:13:15.429416: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x52a0630 executing computations on platform CUDA. Devices:
2020-04-29 08:13:15.429531: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): Quadro P6000, Compute Capability 6.1
2020-04-29 08:13:15.471651: I tensorflow/core/platform/profile_utils/cpu_utils.cc:94] CPU Frequency: 1700000000 Hz
2020-04-29 08:13:15.472741: I tensorflow/compiler/xla/service/service.cc:168] XLA service 0x526fa60 executing computations on platform Host. Devices:
2020-04-29 08:13:15.472783: I tensorflow/compiler/xla/service/service.cc:175]   StreamExecutor device (0): <undefined>, <undefined>
2020-04-29 08:13:15.474633: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1618] Found device 0 with properties: 
name: Quadro P6000 major: 6 minor: 1 memoryClockRate(GHz): 1.645
pciBusID: 0000:3b:00.0
2020-04-29 08:13:15.474837: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2020-04-29 08:13:15.474863: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcublas.so.10.0
2020-04-29 08:13:15.474884: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcufft.so.10.0
2020-04-29 08:13:15.474908: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcurand.so.10.0
2020-04-29 08:13:15.474927: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusolver.so.10.0
2020-04-29 08:13:15.474950: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcusparse.so.10.0
2020-04-29 08:13:15.474972: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7
2020-04-29 08:13:15.477989: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1746] Adding visible gpu devices: 0
2020-04-29 08:13:15.478712: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudart.so.10.0
2020-04-29 08:13:15.481884: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1159] Device interconnect StreamExecutor with strength 1 edge matrix:
2020-04-29 08:13:15.481905: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1165]      0 
2020-04-29 08:13:15.481915: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1178] 0:   N 
2020-04-29 08:13:15.486846: I tensorflow/core/common_runtime/gpu/gpu_device.cc:1304] Created TensorFlow device (/job:localhost/replica:0/task:0/device:GPU:0 with 23068 MB memory) -> physical GPU (device: 0, name: Quadro P6000, pci bus id: 0000:3b:00.0, compute capability: 6.1)
Start 2020-04-29 08:13:06.243483

Parameters:
contact_or_dist_or_binned binned
num_chains_for_training -1
file_weights binned256.hdf5
training_window 128
training_epochs 8
arch_depth 128
filters_per_layer 64
pad_size 10
batch_size 2
dir_dataset ../../data/

Number of bins 34
Actual bins: {0: '0.0 4.0', 1: '4.0 4.2', 2: '4.2 4.4', 3: '4.4 4.6', 4: '4.6 4.8', 5: '4.8 5.0', 6: '5.0 5.2', 7: '5.2 5.4', 8: '5.4 5.6', 9: '5.6 5.8', 10: '5.8 6.0', 11: '6.0 6.2', 12: '6.2 6.4', 13: '6.4 6.6', 14: '6.6 6.8', 15: '6.8 7.0', 16: '7.0 7.2', 17: '7.2 7.4', 18: '7.4 7.6', 19: '7.6 7.8', 20: '7.8 8.0', 21: '8.0 8.4', 22: '8.4 9.0', 23: '9.0 9.8', 24: '9.8 10.8', 25: '10.8 12.0', 26: '12.0 13.4', 27: '13.4 15.0', 28: '15.0 16.8', 29: '16.8 18.8', 30: '18.8 21.0', 31: '21.0 23.4', 32: '23.4 26.0', 33: '26.0 1000.0'}

Split into training and validation set..
Total validation proteins :  100
Total training proteins   :  3356

Validation proteins:  ['3aa0A', '5cs0A', '2z51A', '3q64A', '4p3aA', '1nkzA', '4d5tA', '1jogA', '4u89A', '3wisA', '1mkfA', '1kaeA', '4o8bA', '2gfqA', '4cmlA', '1vrmA', '4kwyA', '2yfaA', '1tnfA', '3pivA', '1nw1A', '4ng0A', '4qt9A', '3no4A', '3qd7X', '3o4pA', '3agnA', '2yilA', '4jivD', '4fz4A', '2g3vA', '2o0qA', '4levA', '1t6t1', '2fzpA', '1rj8A', '2z7fI', '1dx5I', '2gsoA', '4tshB', '3vtoA', '2p3yA', '3pcvA', '3kfoA', '3v6iB', '4htiA', '2q0tA', '4l3uA', '4pt1A', '3c1qA', '1ux5A', '1h9mA', '3oufA', '4rt5A', '3njcA', '2q73A', '1yz1A', '5c50B', '3hnxA', '1knyA', '1tr8A', '4qicB', '3f1iS', '2fyuI', '4ic9A', '3iruA', '2xu8A', '3g7lA', '3hshA', '1vq0A', '4z04A', '2huhA', '4dh2B', '2p9xA', '1m9zA', '2czrA', '2bh1X', '3ghfA', '4ui1C', '2otaA', '1vk1A', '1su1A', '3sfvB', '2f5tX', '1xyiA', '2okuA', '2h5nA', '1kptA', '2qc5A', '2hueC', '2i5vO', '2gs5A', '4lmoA', '4njcA', '3ronA', '3g1pA', '4m8aA', '3ajfA', '1j8uA', '4u65A']

len(train_generator) : 1678
len(valid_generator) : 50
Actual shape of X    : (2, 128, 128, 57)
Actual shape of Y    : (2, 128, 128, 34)

Channel summaries:
 Channel        Avg        Max        Sum
       1     0.3450     1.0000     5652.9
       2     0.3497     1.0000     5730.2
       3     0.5649     0.9971     9255.5
       4     0.5604     0.9971     9181.0
       5     0.0213     0.1790      349.7
       6     0.0212     0.1790      346.9
       7     0.0591     0.8262      968.6
       8     0.0589     0.8262      964.8
       9     0.0292     0.8042      477.9
      10     0.0289     0.8042      474.0
      11     0.0519     0.4890      849.9
      12     0.0515     0.4890      843.1
      13     0.0764     0.9673     1251.6
      14     0.0758     0.9673     1241.5
      15     0.0077     0.1740      126.7
      16     0.0077     0.1740      125.7
      17     0.0235     0.4348      384.2
      18     0.0233     0.4348      381.1
      19     0.0610     0.5542      999.6
      20     0.0605     0.5542      991.5
      21     0.0232     0.2771      380.2
      22     0.0230     0.2771      377.1
      23     0.0101     0.1631      165.8
      24     0.0100     0.1631      164.5
      25     0.0580     0.6577      949.7
      26     0.0575     0.6577      942.0
      27     0.1035     0.9673     1696.5
      28     0.1027     0.9673     1682.8
      29     0.0518     0.8911      849.2
      30     0.0514     0.8911      842.4
      31     0.0216     0.4021      354.5
      32     0.0215     0.4021      351.7
      33     0.0400     0.9238      655.8
      34     0.0397     0.9238      650.5
      35     0.0111     0.7393      182.0
      36     0.0110     0.7393      180.5
      37     0.0588     0.5815      963.9
      38     0.0584     0.5815      956.2
      39     0.0192     0.2119      314.1
      40     0.0190     0.2119      311.6
      41     0.0133     0.7393      217.7
      42     0.0132     0.7393      216.0
      43     0.0232     0.7280      380.8
      44     0.0231     0.7280      377.7
      45     0.0355     0.3750      582.3
      46     0.0353     0.3750      577.7
      47     0.1528     0.9673     2502.9
      48     0.1588     0.9673     2601.7
      49     1.4347     2.5293    23506.7
      50     1.4242     2.5293    23334.8
      51     0.2559     0.7490     4192.3
      52     0.2605     0.8931     4268.3
      53     0.7907     0.9546    12955.0
      54     0.7894     0.9546    12933.4
      55     0.0333     0.0927      545.7
      56     0.0013     1.9990       21.3
      57    -0.0044     0.6069      -72.1
      Ymin = 0.00  Ymean = 0.03  Ymax = 1.00

Build a model..

Model params:
L 128
num_blocks 128
width 64
expected_n_channels 57


Compile model..
Model: "model"
__________________________________________________________________________________________________
Layer (type)                    Output Shape         Param #     Connected to                     
==================================================================================================
input_1 (InputLayer)            [(None, 128, 128, 57 0                                            
__________________________________________________________________________________________________
batch_normalization (BatchNorma (None, 128, 128, 57) 228         input_1[0][0]                    
__________________________________________________________________________________________________
activation (Activation)         (None, 128, 128, 57) 0           batch_normalization[0][0]        
__________________________________________________________________________________________________
conv2d (Conv2D)                 (None, 128, 128, 64) 3712        activation[0][0]                 
__________________________________________________________________________________________________
batch_normalization_1 (BatchNor (None, 128, 128, 64) 256         conv2d[0][0]                     
__________________________________________________________________________________________________
activation_1 (Activation)       (None, 128, 128, 64) 0           batch_normalization_1[0][0]      
__________________________________________________________________________________________________
conv2d_1 (Conv2D)               (None, 128, 128, 64) 36928       activation_1[0][0]               
__________________________________________________________________________________________________
dropout (Dropout)               (None, 128, 128, 64) 0           conv2d_1[0][0]                   
__________________________________________________________________________________________________
activation_2 (Activation)       (None, 128, 128, 64) 0           dropout[0][0]                    
__________________________________________________________________________________________________
conv2d_2 (Conv2D)               (None, 128, 128, 64) 36928       activation_2[0][0]               
__________________________________________________________________________________________________
add (Add)                       (None, 128, 128, 64) 0           conv2d_2[0][0]                   
                                                                 conv2d[0][0]                     
__________________________________________________________________________________________________
batch_normalization_2 (BatchNor (None, 128, 128, 64) 256         add[0][0]                        
__________________________________________________________________________________________________
activation_3 (Activation)       (None, 128, 128, 64) 0           batch_normalization_2[0][0]      
__________________________________________________________________________________________________
conv2d_3 (Conv2D)               (None, 128, 128, 64) 36928       activation_3[0][0]               
__________________________________________________________________________________________________
dropout_1 (Dropout)             (None, 128, 128, 64) 0           conv2d_3[0][0]                   
__________________________________________________________________________________________________
activation_4 (Activation)       (None, 128, 128, 64) 0           dropout_1[0][0]                  
__________________________________________________________________________________________________
conv2d_4 (Conv2D)               (None, 128, 128, 64) 36928       activation_4[0][0]               
__________________________________________________________________________________________________
add_1 (Add)                     (None, 128, 128, 64) 0           conv2d_4[0][0]                   
                                                                 add[0][0]                        
__________________________________________________________________________________________________
batch_normalization_3 (BatchNor (None, 128, 128, 64) 256         add_1[0][0]                      
__________________________________________________________________________________________________
activation_5 (Activation)       (None, 128, 128, 64) 0           batch_normalization_3[0][0]      
__________________________________________________________________________________________________
conv2d_5 (Conv2D)               (None, 128, 128, 64) 36928       activation_5[0][0]               
__________________________________________________________________________________________________
dropout_2 (Dropout)             (None, 128, 128, 64) 0           conv2d_5[0][0]                   
__________________________________________________________________________________________________
activation_6 (Activation)       (None, 128, 128, 64) 0           dropout_2[0][0]                  
__________________________________________________________________________________________________
conv2d_6 (Conv2D)               (None, 128, 128, 64) 36928       activation_6[0][0]               
__________________________________________________________________________________________________
add_2 (Add)                     (None, 128, 128, 64) 0           conv2d_6[0][0]                   
                                                                 add_1[0][0]                      
__________________________________________________________________________________________________
batch_normalization_4 (BatchNor (None, 128, 128, 64) 256         add_2[0][0]                      
__________________________________________________________________________________________________
activation_7 (Activation)       (None, 128, 128, 64) 0           batch_normalization_4[0][0]      
__________________________________________________________________________________________________
conv2d_7 (Conv2D)               (None, 128, 128, 64) 36928       activation_7[0][0]               
__________________________________________________________________________________________________
dropout_3 (Dropout)             (None, 128, 128, 64) 0           conv2d_7[0][0]                   
__________________________________________________________________________________________________
activation_8 (Activation)       (None, 128, 128, 64) 0           dropout_3[0][0]                  
__________________________________________________________________________________________________
conv2d_8 (Conv2D)               (None, 128, 128, 64) 36928       activation_8[0][0]               
__________________________________________________________________________________________________
add_3 (Add)                     (None, 128, 128, 64) 0           conv2d_8[0][0]                   
                                                                 add_2[0][0]                      
__________________________________________________________________________________________________
batch_normalization_5 (BatchNor (None, 128, 128, 64) 256         add_3[0][0]                      
__________________________________________________________________________________________________
activation_9 (Activation)       (None, 128, 128, 64) 0           batch_normalization_5[0][0]      
__________________________________________________________________________________________________
conv2d_9 (Conv2D)               (None, 128, 128, 64) 36928       activation_9[0][0]               
__________________________________________________________________________________________________
dropout_4 (Dropout)             (None, 128, 128, 64) 0           conv2d_9[0][0]                   
__________________________________________________________________________________________________
activation_10 (Activation)      (None, 128, 128, 64) 0           dropout_4[0][0]                  
__________________________________________________________________________________________________
conv2d_10 (Conv2D)              (None, 128, 128, 64) 36928       activation_10[0][0]              
__________________________________________________________________________________________________
add_4 (Add)                     (None, 128, 128, 64) 0           conv2d_10[0][0]                  
                                                                 add_3[0][0]                      
__________________________________________________________________________________________________
batch_normalization_6 (BatchNor (None, 128, 128, 64) 256         add_4[0][0]                      
__________________________________________________________________________________________________
activation_11 (Activation)      (None, 128, 128, 64) 0           batch_normalization_6[0][0]      
__________________________________________________________________________________________________
conv2d_11 (Conv2D)              (None, 128, 128, 64) 36928       activation_11[0][0]              
__________________________________________________________________________________________________
dropout_5 (Dropout)             (None, 128, 128, 64) 0           conv2d_11[0][0]                  
__________________________________________________________________________________________________
activation_12 (Activation)      (None, 128, 128, 64) 0           dropout_5[0][0]                  
__________________________________________________________________________________________________
conv2d_12 (Conv2D)              (None, 128, 128, 64) 36928       activation_12[0][0]              
__________________________________________________________________________________________________
add_5 (Add)                     (None, 128, 128, 64) 0           conv2d_12[0][0]                  
                                                                 add_4[0][0]                      
__________________________________________________________________________________________________
batch_normalization_7 (BatchNor (None, 128, 128, 64) 256         add_5[0][0]                      
__________________________________________________________________________________________________
activation_13 (Activation)      (None, 128, 128, 64) 0           batch_normalization_7[0][0]      
__________________________________________________________________________________________________
conv2d_13 (Conv2D)              (None, 128, 128, 64) 36928       activation_13[0][0]              
__________________________________________________________________________________________________
dropout_6 (Dropout)             (None, 128, 128, 64) 0           conv2d_13[0][0]                  
__________________________________________________________________________________________________
activation_14 (Activation)      (None, 128, 128, 64) 0           dropout_6[0][0]                  
__________________________________________________________________________________________________
conv2d_14 (Conv2D)              (None, 128, 128, 64) 36928       activation_14[0][0]              
__________________________________________________________________________________________________
add_6 (Add)                     (None, 128, 128, 64) 0           conv2d_14[0][0]                  
                                                                 add_5[0][0]                      
__________________________________________________________________________________________________
batch_normalization_8 (BatchNor (None, 128, 128, 64) 256         add_6[0][0]                      
__________________________________________________________________________________________________
activation_15 (Activation)      (None, 128, 128, 64) 0           batch_normalization_8[0][0]      
__________________________________________________________________________________________________
conv2d_15 (Conv2D)              (None, 128, 128, 64) 36928       activation_15[0][0]              
__________________________________________________________________________________________________
dropout_7 (Dropout)             (None, 128, 128, 64) 0           conv2d_15[0][0]                  
__________________________________________________________________________________________________
activation_16 (Activation)      (None, 128, 128, 64) 0           dropout_7[0][0]                  
__________________________________________________________________________________________________
conv2d_16 (Conv2D)              (None, 128, 128, 64) 36928       activation_16[0][0]              
__________________________________________________________________________________________________
add_7 (Add)                     (None, 128, 128, 64) 0           conv2d_16[0][0]                  
                                                                 add_6[0][0]                      
__________________________________________________________________________________________________
batch_normalization_9 (BatchNor (None, 128, 128, 64) 256         add_7[0][0]                      
__________________________________________________________________________________________________
activation_17 (Activation)      (None, 128, 128, 64) 0           batch_normalization_9[0][0]      
__________________________________________________________________________________________________
conv2d_17 (Conv2D)              (None, 128, 128, 64) 36928       activation_17[0][0]              
__________________________________________________________________________________________________
dropout_8 (Dropout)             (None, 128, 128, 64) 0           conv2d_17[0][0]                  
__________________________________________________________________________________________________
activation_18 (Activation)      (None, 128, 128, 64) 0           dropout_8[0][0]                  
__________________________________________________________________________________________________
conv2d_18 (Conv2D)              (None, 128, 128, 64) 36928       activation_18[0][0]              
__________________________________________________________________________________________________
add_8 (Add)                     (None, 128, 128, 64) 0           conv2d_18[0][0]                  
                                                                 add_7[0][0]                      
__________________________________________________________________________________________________
batch_normalization_10 (BatchNo (None, 128, 128, 64) 256         add_8[0][0]                      
__________________________________________________________________________________________________
activation_19 (Activation)      (None, 128, 128, 64) 0           batch_normalization_10[0][0]     
__________________________________________________________________________________________________
conv2d_19 (Conv2D)              (None, 128, 128, 64) 36928       activation_19[0][0]              
__________________________________________________________________________________________________
dropout_9 (Dropout)             (None, 128, 128, 64) 0           conv2d_19[0][0]                  
__________________________________________________________________________________________________
activation_20 (Activation)      (None, 128, 128, 64) 0           dropout_9[0][0]                  
__________________________________________________________________________________________________
conv2d_20 (Conv2D)              (None, 128, 128, 64) 36928       activation_20[0][0]              
__________________________________________________________________________________________________
add_9 (Add)                     (None, 128, 128, 64) 0           conv2d_20[0][0]                  
                                                                 add_8[0][0]                      
__________________________________________________________________________________________________
batch_normalization_11 (BatchNo (None, 128, 128, 64) 256         add_9[0][0]                      
__________________________________________________________________________________________________
activation_21 (Activation)      (None, 128, 128, 64) 0           batch_normalization_11[0][0]     
__________________________________________________________________________________________________
conv2d_21 (Conv2D)              (None, 128, 128, 64) 36928       activation_21[0][0]              
__________________________________________________________________________________________________
dropout_10 (Dropout)            (None, 128, 128, 64) 0           conv2d_21[0][0]                  
__________________________________________________________________________________________________
activation_22 (Activation)      (None, 128, 128, 64) 0           dropout_10[0][0]                 
__________________________________________________________________________________________________
conv2d_22 (Conv2D)              (None, 128, 128, 64) 36928       activation_22[0][0]              
__________________________________________________________________________________________________
add_10 (Add)                    (None, 128, 128, 64) 0           conv2d_22[0][0]                  
                                                                 add_9[0][0]                      
__________________________________________________________________________________________________
batch_normalization_12 (BatchNo (None, 128, 128, 64) 256         add_10[0][0]                     
__________________________________________________________________________________________________
activation_23 (Activation)      (None, 128, 128, 64) 0           batch_normalization_12[0][0]     
__________________________________________________________________________________________________
conv2d_23 (Conv2D)              (None, 128, 128, 64) 36928       activation_23[0][0]              
__________________________________________________________________________________________________
dropout_11 (Dropout)            (None, 128, 128, 64) 0           conv2d_23[0][0]                  
__________________________________________________________________________________________________
activation_24 (Activation)      (None, 128, 128, 64) 0           dropout_11[0][0]                 
__________________________________________________________________________________________________
conv2d_24 (Conv2D)              (None, 128, 128, 64) 36928       activation_24[0][0]              
__________________________________________________________________________________________________
add_11 (Add)                    (None, 128, 128, 64) 0           conv2d_24[0][0]                  
                                                                 add_10[0][0]                     
__________________________________________________________________________________________________
batch_normalization_13 (BatchNo (None, 128, 128, 64) 256         add_11[0][0]                     
__________________________________________________________________________________________________
activation_25 (Activation)      (None, 128, 128, 64) 0           batch_normalization_13[0][0]     
__________________________________________________________________________________________________
conv2d_25 (Conv2D)              (None, 128, 128, 64) 36928       activation_25[0][0]              
__________________________________________________________________________________________________
dropout_12 (Dropout)            (None, 128, 128, 64) 0           conv2d_25[0][0]                  
__________________________________________________________________________________________________
activation_26 (Activation)      (None, 128, 128, 64) 0           dropout_12[0][0]                 
__________________________________________________________________________________________________
conv2d_26 (Conv2D)              (None, 128, 128, 64) 36928       activation_26[0][0]              
__________________________________________________________________________________________________
add_12 (Add)                    (None, 128, 128, 64) 0           conv2d_26[0][0]                  
                                                                 add_11[0][0]                     
__________________________________________________________________________________________________
batch_normalization_14 (BatchNo (None, 128, 128, 64) 256         add_12[0][0]                     
__________________________________________________________________________________________________
activation_27 (Activation)      (None, 128, 128, 64) 0           batch_normalization_14[0][0]     
__________________________________________________________________________________________________
conv2d_27 (Conv2D)              (None, 128, 128, 64) 36928       activation_27[0][0]              
__________________________________________________________________________________________________
dropout_13 (Dropout)            (None, 128, 128, 64) 0           conv2d_27[0][0]                  
__________________________________________________________________________________________________
activation_28 (Activation)      (None, 128, 128, 64) 0           dropout_13[0][0]                 
__________________________________________________________________________________________________
conv2d_28 (Conv2D)              (None, 128, 128, 64) 36928       activation_28[0][0]              
__________________________________________________________________________________________________
add_13 (Add)                    (None, 128, 128, 64) 0           conv2d_28[0][0]                  
                                                                 add_12[0][0]                     
__________________________________________________________________________________________________
batch_normalization_15 (BatchNo (None, 128, 128, 64) 256         add_13[0][0]                     
__________________________________________________________________________________________________
activation_29 (Activation)      (None, 128, 128, 64) 0           batch_normalization_15[0][0]     
__________________________________________________________________________________________________
conv2d_29 (Conv2D)              (None, 128, 128, 64) 36928       activation_29[0][0]              
__________________________________________________________________________________________________
dropout_14 (Dropout)            (None, 128, 128, 64) 0           conv2d_29[0][0]                  
__________________________________________________________________________________________________
activation_30 (Activation)      (None, 128, 128, 64) 0           dropout_14[0][0]                 
__________________________________________________________________________________________________
conv2d_30 (Conv2D)              (None, 128, 128, 64) 36928       activation_30[0][0]              
__________________________________________________________________________________________________
add_14 (Add)                    (None, 128, 128, 64) 0           conv2d_30[0][0]                  
                                                                 add_13[0][0]                     
__________________________________________________________________________________________________
batch_normalization_16 (BatchNo (None, 128, 128, 64) 256         add_14[0][0]                     
__________________________________________________________________________________________________
activation_31 (Activation)      (None, 128, 128, 64) 0           batch_normalization_16[0][0]     
__________________________________________________________________________________________________
conv2d_31 (Conv2D)              (None, 128, 128, 64) 36928       activation_31[0][0]              
__________________________________________________________________________________________________
dropout_15 (Dropout)            (None, 128, 128, 64) 0           conv2d_31[0][0]                  
__________________________________________________________________________________________________
activation_32 (Activation)      (None, 128, 128, 64) 0           dropout_15[0][0]                 
__________________________________________________________________________________________________
conv2d_32 (Conv2D)              (None, 128, 128, 64) 36928       activation_32[0][0]              
__________________________________________________________________________________________________
add_15 (Add)                    (None, 128, 128, 64) 0           conv2d_32[0][0]                  
                                                                 add_14[0][0]                     
__________________________________________________________________________________________________
batch_normalization_17 (BatchNo (None, 128, 128, 64) 256         add_15[0][0]                     
__________________________________________________________________________________________________
activation_33 (Activation)      (None, 128, 128, 64) 0           batch_normalization_17[0][0]     
__________________________________________________________________________________________________
conv2d_33 (Conv2D)              (None, 128, 128, 64) 36928       activation_33[0][0]              
__________________________________________________________________________________________________
dropout_16 (Dropout)            (None, 128, 128, 64) 0           conv2d_33[0][0]                  
__________________________________________________________________________________________________
activation_34 (Activation)      (None, 128, 128, 64) 0           dropout_16[0][0]                 
__________________________________________________________________________________________________
conv2d_34 (Conv2D)              (None, 128, 128, 64) 36928       activation_34[0][0]              
__________________________________________________________________________________________________
add_16 (Add)                    (None, 128, 128, 64) 0           conv2d_34[0][0]                  
                                                                 add_15[0][0]                     
__________________________________________________________________________________________________
batch_normalization_18 (BatchNo (None, 128, 128, 64) 256         add_16[0][0]                     
__________________________________________________________________________________________________
activation_35 (Activation)      (None, 128, 128, 64) 0           batch_normalization_18[0][0]     
__________________________________________________________________________________________________
conv2d_35 (Conv2D)              (None, 128, 128, 64) 36928       activation_35[0][0]              
__________________________________________________________________________________________________
dropout_17 (Dropout)            (None, 128, 128, 64) 0           conv2d_35[0][0]                  
__________________________________________________________________________________________________
activation_36 (Activation)      (None, 128, 128, 64) 0           dropout_17[0][0]                 
__________________________________________________________________________________________________
conv2d_36 (Conv2D)              (None, 128, 128, 64) 36928       activation_36[0][0]              
__________________________________________________________________________________________________
add_17 (Add)                    (None, 128, 128, 64) 0           conv2d_36[0][0]                  
                                                                 add_16[0][0]                     
__________________________________________________________________________________________________
batch_normalization_19 (BatchNo (None, 128, 128, 64) 256         add_17[0][0]                     
__________________________________________________________________________________________________
activation_37 (Activation)      (None, 128, 128, 64) 0           batch_normalization_19[0][0]     
__________________________________________________________________________________________________
conv2d_37 (Conv2D)              (None, 128, 128, 64) 36928       activation_37[0][0]              
__________________________________________________________________________________________________
dropout_18 (Dropout)            (None, 128, 128, 64) 0           conv2d_37[0][0]                  
__________________________________________________________________________________________________
activation_38 (Activation)      (None, 128, 128, 64) 0           dropout_18[0][0]                 
__________________________________________________________________________________________________
conv2d_38 (Conv2D)              (None, 128, 128, 64) 36928       activation_38[0][0]              
__________________________________________________________________________________________________
add_18 (Add)                    (None, 128, 128, 64) 0           conv2d_38[0][0]                  
                                                                 add_17[0][0]                     
__________________________________________________________________________________________________
batch_normalization_20 (BatchNo (None, 128, 128, 64) 256         add_18[0][0]                     
__________________________________________________________________________________________________
activation_39 (Activation)      (None, 128, 128, 64) 0           batch_normalization_20[0][0]     
__________________________________________________________________________________________________
conv2d_39 (Conv2D)              (None, 128, 128, 64) 36928       activation_39[0][0]              
__________________________________________________________________________________________________
dropout_19 (Dropout)            (None, 128, 128, 64) 0           conv2d_39[0][0]                  
__________________________________________________________________________________________________
activation_40 (Activation)      (None, 128, 128, 64) 0           dropout_19[0][0]                 
__________________________________________________________________________________________________
conv2d_40 (Conv2D)              (None, 128, 128, 64) 36928       activation_40[0][0]              
__________________________________________________________________________________________________
add_19 (Add)                    (None, 128, 128, 64) 0           conv2d_40[0][0]                  
                                                                 add_18[0][0]                     
__________________________________________________________________________________________________
batch_normalization_21 (BatchNo (None, 128, 128, 64) 256         add_19[0][0]                     
__________________________________________________________________________________________________
activation_41 (Activation)      (None, 128, 128, 64) 0           batch_normalization_21[0][0]     
__________________________________________________________________________________________________
conv2d_41 (Conv2D)              (None, 128, 128, 64) 36928       activation_41[0][0]              
__________________________________________________________________________________________________
dropout_20 (Dropout)            (None, 128, 128, 64) 0           conv2d_41[0][0]                  
__________________________________________________________________________________________________
activation_42 (Activation)      (None, 128, 128, 64) 0           dropout_20[0][0]                 
__________________________________________________________________________________________________
conv2d_42 (Conv2D)              (None, 128, 128, 64) 36928       activation_42[0][0]              
__________________________________________________________________________________________________
add_20 (Add)                    (None, 128, 128, 64) 0           conv2d_42[0][0]                  
                                                                 add_19[0][0]                     
__________________________________________________________________________________________________
batch_normalization_22 (BatchNo (None, 128, 128, 64) 256         add_20[0][0]                     
__________________________________________________________________________________________________
activation_43 (Activation)      (None, 128, 128, 64) 0           batch_normalization_22[0][0]     
__________________________________________________________________________________________________
conv2d_43 (Conv2D)              (None, 128, 128, 64) 36928       activation_43[0][0]              
__________________________________________________________________________________________________
dropout_21 (Dropout)            (None, 128, 128, 64) 0           conv2d_43[0][0]                  
__________________________________________________________________________________________________
activation_44 (Activation)      (None, 128, 128, 64) 0           dropout_21[0][0]                 
__________________________________________________________________________________________________
conv2d_44 (Conv2D)              (None, 128, 128, 64) 36928       activation_44[0][0]              
__________________________________________________________________________________________________
add_21 (Add)                    (None, 128, 128, 64) 0           conv2d_44[0][0]                  
                                                                 add_20[0][0]                     
__________________________________________________________________________________________________
batch_normalization_23 (BatchNo (None, 128, 128, 64) 256         add_21[0][0]                     
__________________________________________________________________________________________________
activation_45 (Activation)      (None, 128, 128, 64) 0           batch_normalization_23[0][0]     
__________________________________________________________________________________________________
conv2d_45 (Conv2D)              (None, 128, 128, 64) 36928       activation_45[0][0]              
__________________________________________________________________________________________________
dropout_22 (Dropout)            (None, 128, 128, 64) 0           conv2d_45[0][0]                  
__________________________________________________________________________________________________
activation_46 (Activation)      (None, 128, 128, 64) 0           dropout_22[0][0]                 
__________________________________________________________________________________________________
conv2d_46 (Conv2D)              (None, 128, 128, 64) 36928       activation_46[0][0]              
__________________________________________________________________________________________________
add_22 (Add)                    (None, 128, 128, 64) 0           conv2d_46[0][0]                  
                                                                 add_21[0][0]                     
__________________________________________________________________________________________________
batch_normalization_24 (BatchNo (None, 128, 128, 64) 256         add_22[0][0]                     
__________________________________________________________________________________________________
activation_47 (Activation)      (None, 128, 128, 64) 0           batch_normalization_24[0][0]     
__________________________________________________________________________________________________
conv2d_47 (Conv2D)              (None, 128, 128, 64) 36928       activation_47[0][0]              
__________________________________________________________________________________________________
dropout_23 (Dropout)            (None, 128, 128, 64) 0           conv2d_47[0][0]                  
__________________________________________________________________________________________________
activation_48 (Activation)      (None, 128, 128, 64) 0           dropout_23[0][0]                 
__________________________________________________________________________________________________
conv2d_48 (Conv2D)              (None, 128, 128, 64) 36928       activation_48[0][0]              
__________________________________________________________________________________________________
add_23 (Add)                    (None, 128, 128, 64) 0           conv2d_48[0][0]                  
                                                                 add_22[0][0]                     
__________________________________________________________________________________________________
batch_normalization_25 (BatchNo (None, 128, 128, 64) 256         add_23[0][0]                     
__________________________________________________________________________________________________
activation_49 (Activation)      (None, 128, 128, 64) 0           batch_normalization_25[0][0]     
__________________________________________________________________________________________________
conv2d_49 (Conv2D)              (None, 128, 128, 64) 36928       activation_49[0][0]              
__________________________________________________________________________________________________
dropout_24 (Dropout)            (None, 128, 128, 64) 0           conv2d_49[0][0]                  
__________________________________________________________________________________________________
activation_50 (Activation)      (None, 128, 128, 64) 0           dropout_24[0][0]                 
__________________________________________________________________________________________________
conv2d_50 (Conv2D)              (None, 128, 128, 64) 36928       activation_50[0][0]              
__________________________________________________________________________________________________
add_24 (Add)                    (None, 128, 128, 64) 0           conv2d_50[0][0]                  
                                                                 add_23[0][0]                     
__________________________________________________________________________________________________
batch_normalization_26 (BatchNo (None, 128, 128, 64) 256         add_24[0][0]                     
__________________________________________________________________________________________________
activation_51 (Activation)      (None, 128, 128, 64) 0           batch_normalization_26[0][0]     
__________________________________________________________________________________________________
conv2d_51 (Conv2D)              (None, 128, 128, 64) 36928       activation_51[0][0]              
__________________________________________________________________________________________________
dropout_25 (Dropout)            (None, 128, 128, 64) 0           conv2d_51[0][0]                  
__________________________________________________________________________________________________
activation_52 (Activation)      (None, 128, 128, 64) 0           dropout_25[0][0]                 
__________________________________________________________________________________________________
conv2d_52 (Conv2D)              (None, 128, 128, 64) 36928       activation_52[0][0]              
__________________________________________________________________________________________________
add_25 (Add)                    (None, 128, 128, 64) 0           conv2d_52[0][0]                  
                                                                 add_24[0][0]                     
__________________________________________________________________________________________________
batch_normalization_27 (BatchNo (None, 128, 128, 64) 256         add_25[0][0]                     
__________________________________________________________________________________________________
activation_53 (Activation)      (None, 128, 128, 64) 0           batch_normalization_27[0][0]     
__________________________________________________________________________________________________
conv2d_53 (Conv2D)              (None, 128, 128, 64) 36928       activation_53[0][0]              
__________________________________________________________________________________________________
dropout_26 (Dropout)            (None, 128, 128, 64) 0           conv2d_53[0][0]                  
__________________________________________________________________________________________________
activation_54 (Activation)      (None, 128, 128, 64) 0           dropout_26[0][0]                 
__________________________________________________________________________________________________
conv2d_54 (Conv2D)              (None, 128, 128, 64) 36928       activation_54[0][0]              
__________________________________________________________________________________________________
add_26 (Add)                    (None, 128, 128, 64) 0           conv2d_54[0][0]                  
                                                                 add_25[0][0]                     
__________________________________________________________________________________________________
batch_normalization_28 (BatchNo (None, 128, 128, 64) 256         add_26[0][0]                     
__________________________________________________________________________________________________
activation_55 (Activation)      (None, 128, 128, 64) 0           batch_normalization_28[0][0]     
__________________________________________________________________________________________________
conv2d_55 (Conv2D)              (None, 128, 128, 64) 36928       activation_55[0][0]              
__________________________________________________________________________________________________
dropout_27 (Dropout)            (None, 128, 128, 64) 0           conv2d_55[0][0]                  
__________________________________________________________________________________________________
activation_56 (Activation)      (None, 128, 128, 64) 0           dropout_27[0][0]                 
__________________________________________________________________________________________________
conv2d_56 (Conv2D)              (None, 128, 128, 64) 36928       activation_56[0][0]              
__________________________________________________________________________________________________
add_27 (Add)                    (None, 128, 128, 64) 0           conv2d_56[0][0]                  
                                                                 add_26[0][0]                     
__________________________________________________________________________________________________
batch_normalization_29 (BatchNo (None, 128, 128, 64) 256         add_27[0][0]                     
__________________________________________________________________________________________________
activation_57 (Activation)      (None, 128, 128, 64) 0           batch_normalization_29[0][0]     
__________________________________________________________________________________________________
conv2d_57 (Conv2D)              (None, 128, 128, 64) 36928       activation_57[0][0]              
__________________________________________________________________________________________________
dropout_28 (Dropout)            (None, 128, 128, 64) 0           conv2d_57[0][0]                  
__________________________________________________________________________________________________
activation_58 (Activation)      (None, 128, 128, 64) 0           dropout_28[0][0]                 
__________________________________________________________________________________________________
conv2d_58 (Conv2D)              (None, 128, 128, 64) 36928       activation_58[0][0]              
__________________________________________________________________________________________________
add_28 (Add)                    (None, 128, 128, 64) 0           conv2d_58[0][0]                  
                                                                 add_27[0][0]                     
__________________________________________________________________________________________________
batch_normalization_30 (BatchNo (None, 128, 128, 64) 256         add_28[0][0]                     
__________________________________________________________________________________________________
activation_59 (Activation)      (None, 128, 128, 64) 0           batch_normalization_30[0][0]     
__________________________________________________________________________________________________
conv2d_59 (Conv2D)              (None, 128, 128, 64) 36928       activation_59[0][0]              
__________________________________________________________________________________________________
dropout_29 (Dropout)            (None, 128, 128, 64) 0           conv2d_59[0][0]                  
__________________________________________________________________________________________________
activation_60 (Activation)      (None, 128, 128, 64) 0           dropout_29[0][0]                 
__________________________________________________________________________________________________
conv2d_60 (Conv2D)              (None, 128, 128, 64) 36928       activation_60[0][0]              
__________________________________________________________________________________________________
add_29 (Add)                    (None, 128, 128, 64) 0           conv2d_60[0][0]                  
                                                                 add_28[0][0]                     
__________________________________________________________________________________________________
batch_normalization_31 (BatchNo (None, 128, 128, 64) 256         add_29[0][0]                     
__________________________________________________________________________________________________
activation_61 (Activation)      (None, 128, 128, 64) 0           batch_normalization_31[0][0]     
__________________________________________________________________________________________________
conv2d_61 (Conv2D)              (None, 128, 128, 64) 36928       activation_61[0][0]              
__________________________________________________________________________________________________
dropout_30 (Dropout)            (None, 128, 128, 64) 0           conv2d_61[0][0]                  
__________________________________________________________________________________________________
activation_62 (Activation)      (None, 128, 128, 64) 0           dropout_30[0][0]                 
__________________________________________________________________________________________________
conv2d_62 (Conv2D)              (None, 128, 128, 64) 36928       activation_62[0][0]              
__________________________________________________________________________________________________
add_30 (Add)                    (None, 128, 128, 64) 0           conv2d_62[0][0]                  
                                                                 add_29[0][0]                     
__________________________________________________________________________________________________
batch_normalization_32 (BatchNo (None, 128, 128, 64) 256         add_30[0][0]                     
__________________________________________________________________________________________________
activation_63 (Activation)      (None, 128, 128, 64) 0           batch_normalization_32[0][0]     
__________________________________________________________________________________________________
conv2d_63 (Conv2D)              (None, 128, 128, 64) 36928       activation_63[0][0]              
__________________________________________________________________________________________________
dropout_31 (Dropout)            (None, 128, 128, 64) 0           conv2d_63[0][0]                  
__________________________________________________________________________________________________
activation_64 (Activation)      (None, 128, 128, 64) 0           dropout_31[0][0]                 
__________________________________________________________________________________________________
conv2d_64 (Conv2D)              (None, 128, 128, 64) 36928       activation_64[0][0]              
__________________________________________________________________________________________________
add_31 (Add)                    (None, 128, 128, 64) 0           conv2d_64[0][0]                  
                                                                 add_30[0][0]                     
__________________________________________________________________________________________________
batch_normalization_33 (BatchNo (None, 128, 128, 64) 256         add_31[0][0]                     
__________________________________________________________________________________________________
activation_65 (Activation)      (None, 128, 128, 64) 0           batch_normalization_33[0][0]     
__________________________________________________________________________________________________
conv2d_65 (Conv2D)              (None, 128, 128, 64) 36928       activation_65[0][0]              
__________________________________________________________________________________________________
dropout_32 (Dropout)            (None, 128, 128, 64) 0           conv2d_65[0][0]                  
__________________________________________________________________________________________________
activation_66 (Activation)      (None, 128, 128, 64) 0           dropout_32[0][0]                 
__________________________________________________________________________________________________
conv2d_66 (Conv2D)              (None, 128, 128, 64) 36928       activation_66[0][0]              
__________________________________________________________________________________________________
add_32 (Add)                    (None, 128, 128, 64) 0           conv2d_66[0][0]                  
                                                                 add_31[0][0]                     
__________________________________________________________________________________________________
batch_normalization_34 (BatchNo (None, 128, 128, 64) 256         add_32[0][0]                     
__________________________________________________________________________________________________
activation_67 (Activation)      (None, 128, 128, 64) 0           batch_normalization_34[0][0]     
__________________________________________________________________________________________________
conv2d_67 (Conv2D)              (None, 128, 128, 64) 36928       activation_67[0][0]              
__________________________________________________________________________________________________
dropout_33 (Dropout)            (None, 128, 128, 64) 0           conv2d_67[0][0]                  
__________________________________________________________________________________________________
activation_68 (Activation)      (None, 128, 128, 64) 0           dropout_33[0][0]                 
__________________________________________________________________________________________________
conv2d_68 (Conv2D)              (None, 128, 128, 64) 36928       activation_68[0][0]              
__________________________________________________________________________________________________
add_33 (Add)                    (None, 128, 128, 64) 0           conv2d_68[0][0]                  
                                                                 add_32[0][0]                     
__________________________________________________________________________________________________
batch_normalization_35 (BatchNo (None, 128, 128, 64) 256         add_33[0][0]                     
__________________________________________________________________________________________________
activation_69 (Activation)      (None, 128, 128, 64) 0           batch_normalization_35[0][0]     
__________________________________________________________________________________________________
conv2d_69 (Conv2D)              (None, 128, 128, 64) 36928       activation_69[0][0]              
__________________________________________________________________________________________________
dropout_34 (Dropout)            (None, 128, 128, 64) 0           conv2d_69[0][0]                  
__________________________________________________________________________________________________
activation_70 (Activation)      (None, 128, 128, 64) 0           dropout_34[0][0]                 
__________________________________________________________________________________________________
conv2d_70 (Conv2D)              (None, 128, 128, 64) 36928       activation_70[0][0]              
__________________________________________________________________________________________________
add_34 (Add)                    (None, 128, 128, 64) 0           conv2d_70[0][0]                  
                                                                 add_33[0][0]                     
__________________________________________________________________________________________________
batch_normalization_36 (BatchNo (None, 128, 128, 64) 256         add_34[0][0]                     
__________________________________________________________________________________________________
activation_71 (Activation)      (None, 128, 128, 64) 0           batch_normalization_36[0][0]     
__________________________________________________________________________________________________
conv2d_71 (Conv2D)              (None, 128, 128, 64) 36928       activation_71[0][0]              
__________________________________________________________________________________________________
dropout_35 (Dropout)            (None, 128, 128, 64) 0           conv2d_71[0][0]                  
__________________________________________________________________________________________________
activation_72 (Activation)      (None, 128, 128, 64) 0           dropout_35[0][0]                 
__________________________________________________________________________________________________
conv2d_72 (Conv2D)              (None, 128, 128, 64) 36928       activation_72[0][0]              
__________________________________________________________________________________________________
add_35 (Add)                    (None, 128, 128, 64) 0           conv2d_72[0][0]                  
                                                                 add_34[0][0]                     
__________________________________________________________________________________________________
batch_normalization_37 (BatchNo (None, 128, 128, 64) 256         add_35[0][0]                     
__________________________________________________________________________________________________
activation_73 (Activation)      (None, 128, 128, 64) 0           batch_normalization_37[0][0]     
__________________________________________________________________________________________________
conv2d_73 (Conv2D)              (None, 128, 128, 64) 36928       activation_73[0][0]              
__________________________________________________________________________________________________
dropout_36 (Dropout)            (None, 128, 128, 64) 0           conv2d_73[0][0]                  
__________________________________________________________________________________________________
activation_74 (Activation)      (None, 128, 128, 64) 0           dropout_36[0][0]                 
__________________________________________________________________________________________________
conv2d_74 (Conv2D)              (None, 128, 128, 64) 36928       activation_74[0][0]              
__________________________________________________________________________________________________
add_36 (Add)                    (None, 128, 128, 64) 0           conv2d_74[0][0]                  
                                                                 add_35[0][0]                     
__________________________________________________________________________________________________
batch_normalization_38 (BatchNo (None, 128, 128, 64) 256         add_36[0][0]                     
__________________________________________________________________________________________________
activation_75 (Activation)      (None, 128, 128, 64) 0           batch_normalization_38[0][0]     
__________________________________________________________________________________________________
conv2d_75 (Conv2D)              (None, 128, 128, 64) 36928       activation_75[0][0]              
__________________________________________________________________________________________________
dropout_37 (Dropout)            (None, 128, 128, 64) 0           conv2d_75[0][0]                  
__________________________________________________________________________________________________
activation_76 (Activation)      (None, 128, 128, 64) 0           dropout_37[0][0]                 
__________________________________________________________________________________________________
conv2d_76 (Conv2D)              (None, 128, 128, 64) 36928       activation_76[0][0]              
__________________________________________________________________________________________________
add_37 (Add)                    (None, 128, 128, 64) 0           conv2d_76[0][0]                  
                                                                 add_36[0][0]                     
__________________________________________________________________________________________________
batch_normalization_39 (BatchNo (None, 128, 128, 64) 256         add_37[0][0]                     
__________________________________________________________________________________________________
activation_77 (Activation)      (None, 128, 128, 64) 0           batch_normalization_39[0][0]     
__________________________________________________________________________________________________
conv2d_77 (Conv2D)              (None, 128, 128, 64) 36928       activation_77[0][0]              
__________________________________________________________________________________________________
dropout_38 (Dropout)            (None, 128, 128, 64) 0           conv2d_77[0][0]                  
__________________________________________________________________________________________________
activation_78 (Activation)      (None, 128, 128, 64) 0           dropout_38[0][0]                 
__________________________________________________________________________________________________
conv2d_78 (Conv2D)              (None, 128, 128, 64) 36928       activation_78[0][0]              
__________________________________________________________________________________________________
add_38 (Add)                    (None, 128, 128, 64) 0           conv2d_78[0][0]                  
                                                                 add_37[0][0]                     
__________________________________________________________________________________________________
batch_normalization_40 (BatchNo (None, 128, 128, 64) 256         add_38[0][0]                     
__________________________________________________________________________________________________
activation_79 (Activation)      (None, 128, 128, 64) 0           batch_normalization_40[0][0]     
__________________________________________________________________________________________________
conv2d_79 (Conv2D)              (None, 128, 128, 64) 36928       activation_79[0][0]              
__________________________________________________________________________________________________
dropout_39 (Dropout)            (None, 128, 128, 64) 0           conv2d_79[0][0]                  
__________________________________________________________________________________________________
activation_80 (Activation)      (None, 128, 128, 64) 0           dropout_39[0][0]                 
__________________________________________________________________________________________________
conv2d_80 (Conv2D)              (None, 128, 128, 64) 36928       activation_80[0][0]              
__________________________________________________________________________________________________
add_39 (Add)                    (None, 128, 128, 64) 0           conv2d_80[0][0]                  
                                                                 add_38[0][0]                     
__________________________________________________________________________________________________
batch_normalization_41 (BatchNo (None, 128, 128, 64) 256         add_39[0][0]                     
__________________________________________________________________________________________________
activation_81 (Activation)      (None, 128, 128, 64) 0           batch_normalization_41[0][0]     
__________________________________________________________________________________________________
conv2d_81 (Conv2D)              (None, 128, 128, 64) 36928       activation_81[0][0]              
__________________________________________________________________________________________________
dropout_40 (Dropout)            (None, 128, 128, 64) 0           conv2d_81[0][0]                  
__________________________________________________________________________________________________
activation_82 (Activation)      (None, 128, 128, 64) 0           dropout_40[0][0]                 
__________________________________________________________________________________________________
conv2d_82 (Conv2D)              (None, 128, 128, 64) 36928       activation_82[0][0]              
__________________________________________________________________________________________________
add_40 (Add)                    (None, 128, 128, 64) 0           conv2d_82[0][0]                  
                                                                 add_39[0][0]                     
__________________________________________________________________________________________________
batch_normalization_42 (BatchNo (None, 128, 128, 64) 256         add_40[0][0]                     
__________________________________________________________________________________________________
activation_83 (Activation)      (None, 128, 128, 64) 0           batch_normalization_42[0][0]     
__________________________________________________________________________________________________
conv2d_83 (Conv2D)              (None, 128, 128, 64) 36928       activation_83[0][0]              
__________________________________________________________________________________________________
dropout_41 (Dropout)            (None, 128, 128, 64) 0           conv2d_83[0][0]                  
__________________________________________________________________________________________________
activation_84 (Activation)      (None, 128, 128, 64) 0           dropout_41[0][0]                 
__________________________________________________________________________________________________
conv2d_84 (Conv2D)              (None, 128, 128, 64) 36928       activation_84[0][0]              
__________________________________________________________________________________________________
add_41 (Add)                    (None, 128, 128, 64) 0           conv2d_84[0][0]                  
                                                                 add_40[0][0]                     
__________________________________________________________________________________________________
batch_normalization_43 (BatchNo (None, 128, 128, 64) 256         add_41[0][0]                     
__________________________________________________________________________________________________
activation_85 (Activation)      (None, 128, 128, 64) 0           batch_normalization_43[0][0]     
__________________________________________________________________________________________________
conv2d_85 (Conv2D)              (None, 128, 128, 64) 36928       activation_85[0][0]              
__________________________________________________________________________________________________
dropout_42 (Dropout)            (None, 128, 128, 64) 0           conv2d_85[0][0]                  
__________________________________________________________________________________________________
activation_86 (Activation)      (None, 128, 128, 64) 0           dropout_42[0][0]                 
__________________________________________________________________________________________________
conv2d_86 (Conv2D)              (None, 128, 128, 64) 36928       activation_86[0][0]              
__________________________________________________________________________________________________
add_42 (Add)                    (None, 128, 128, 64) 0           conv2d_86[0][0]                  
                                                                 add_41[0][0]                     
__________________________________________________________________________________________________
batch_normalization_44 (BatchNo (None, 128, 128, 64) 256         add_42[0][0]                     
__________________________________________________________________________________________________
activation_87 (Activation)      (None, 128, 128, 64) 0           batch_normalization_44[0][0]     
__________________________________________________________________________________________________
conv2d_87 (Conv2D)              (None, 128, 128, 64) 36928       activation_87[0][0]              
__________________________________________________________________________________________________
dropout_43 (Dropout)            (None, 128, 128, 64) 0           conv2d_87[0][0]                  
__________________________________________________________________________________________________
activation_88 (Activation)      (None, 128, 128, 64) 0           dropout_43[0][0]                 
__________________________________________________________________________________________________
conv2d_88 (Conv2D)              (None, 128, 128, 64) 36928       activation_88[0][0]              
__________________________________________________________________________________________________
add_43 (Add)                    (None, 128, 128, 64) 0           conv2d_88[0][0]                  
                                                                 add_42[0][0]                     
__________________________________________________________________________________________________
batch_normalization_45 (BatchNo (None, 128, 128, 64) 256         add_43[0][0]                     
__________________________________________________________________________________________________
activation_89 (Activation)      (None, 128, 128, 64) 0           batch_normalization_45[0][0]     
__________________________________________________________________________________________________
conv2d_89 (Conv2D)              (None, 128, 128, 64) 36928       activation_89[0][0]              
__________________________________________________________________________________________________
dropout_44 (Dropout)            (None, 128, 128, 64) 0           conv2d_89[0][0]                  
__________________________________________________________________________________________________
activation_90 (Activation)      (None, 128, 128, 64) 0           dropout_44[0][0]                 
__________________________________________________________________________________________________
conv2d_90 (Conv2D)              (None, 128, 128, 64) 36928       activation_90[0][0]              
__________________________________________________________________________________________________
add_44 (Add)                    (None, 128, 128, 64) 0           conv2d_90[0][0]                  
                                                                 add_43[0][0]                     
__________________________________________________________________________________________________
batch_normalization_46 (BatchNo (None, 128, 128, 64) 256         add_44[0][0]                     
__________________________________________________________________________________________________
activation_91 (Activation)      (None, 128, 128, 64) 0           batch_normalization_46[0][0]     
__________________________________________________________________________________________________
conv2d_91 (Conv2D)              (None, 128, 128, 64) 36928       activation_91[0][0]              
__________________________________________________________________________________________________
dropout_45 (Dropout)            (None, 128, 128, 64) 0           conv2d_91[0][0]                  
__________________________________________________________________________________________________
activation_92 (Activation)      (None, 128, 128, 64) 0           dropout_45[0][0]                 
__________________________________________________________________________________________________
conv2d_92 (Conv2D)              (None, 128, 128, 64) 36928       activation_92[0][0]              
__________________________________________________________________________________________________
add_45 (Add)                    (None, 128, 128, 64) 0           conv2d_92[0][0]                  
                                                                 add_44[0][0]                     
__________________________________________________________________________________________________
batch_normalization_47 (BatchNo (None, 128, 128, 64) 256         add_45[0][0]                     
__________________________________________________________________________________________________
activation_93 (Activation)      (None, 128, 128, 64) 0           batch_normalization_47[0][0]     
__________________________________________________________________________________________________
conv2d_93 (Conv2D)              (None, 128, 128, 64) 36928       activation_93[0][0]              
__________________________________________________________________________________________________
dropout_46 (Dropout)            (None, 128, 128, 64) 0           conv2d_93[0][0]                  
__________________________________________________________________________________________________
activation_94 (Activation)      (None, 128, 128, 64) 0           dropout_46[0][0]                 
__________________________________________________________________________________________________
conv2d_94 (Conv2D)              (None, 128, 128, 64) 36928       activation_94[0][0]              
__________________________________________________________________________________________________
add_46 (Add)                    (None, 128, 128, 64) 0           conv2d_94[0][0]                  
                                                                 add_45[0][0]                     
__________________________________________________________________________________________________
batch_normalization_48 (BatchNo (None, 128, 128, 64) 256         add_46[0][0]                     
__________________________________________________________________________________________________
activation_95 (Activation)      (None, 128, 128, 64) 0           batch_normalization_48[0][0]     
__________________________________________________________________________________________________
conv2d_95 (Conv2D)              (None, 128, 128, 64) 36928       activation_95[0][0]              
__________________________________________________________________________________________________
dropout_47 (Dropout)            (None, 128, 128, 64) 0           conv2d_95[0][0]                  
__________________________________________________________________________________________________
activation_96 (Activation)      (None, 128, 128, 64) 0           dropout_47[0][0]                 
__________________________________________________________________________________________________
conv2d_96 (Conv2D)              (None, 128, 128, 64) 36928       activation_96[0][0]              
__________________________________________________________________________________________________
add_47 (Add)                    (None, 128, 128, 64) 0           conv2d_96[0][0]                  
                                                                 add_46[0][0]                     
__________________________________________________________________________________________________
batch_normalization_49 (BatchNo (None, 128, 128, 64) 256         add_47[0][0]                     
__________________________________________________________________________________________________
activation_97 (Activation)      (None, 128, 128, 64) 0           batch_normalization_49[0][0]     
__________________________________________________________________________________________________
conv2d_97 (Conv2D)              (None, 128, 128, 64) 36928       activation_97[0][0]              
__________________________________________________________________________________________________
dropout_48 (Dropout)            (None, 128, 128, 64) 0           conv2d_97[0][0]                  
__________________________________________________________________________________________________
activation_98 (Activation)      (None, 128, 128, 64) 0           dropout_48[0][0]                 
__________________________________________________________________________________________________
conv2d_98 (Conv2D)              (None, 128, 128, 64) 36928       activation_98[0][0]              
__________________________________________________________________________________________________
add_48 (Add)                    (None, 128, 128, 64) 0           conv2d_98[0][0]                  
                                                                 add_47[0][0]                     
__________________________________________________________________________________________________
batch_normalization_50 (BatchNo (None, 128, 128, 64) 256         add_48[0][0]                     
__________________________________________________________________________________________________
activation_99 (Activation)      (None, 128, 128, 64) 0           batch_normalization_50[0][0]     
__________________________________________________________________________________________________
conv2d_99 (Conv2D)              (None, 128, 128, 64) 36928       activation_99[0][0]              
__________________________________________________________________________________________________
dropout_49 (Dropout)            (None, 128, 128, 64) 0           conv2d_99[0][0]                  
__________________________________________________________________________________________________
activation_100 (Activation)     (None, 128, 128, 64) 0           dropout_49[0][0]                 
__________________________________________________________________________________________________
conv2d_100 (Conv2D)             (None, 128, 128, 64) 36928       activation_100[0][0]             
__________________________________________________________________________________________________
add_49 (Add)                    (None, 128, 128, 64) 0           conv2d_100[0][0]                 
                                                                 add_48[0][0]                     
__________________________________________________________________________________________________
batch_normalization_51 (BatchNo (None, 128, 128, 64) 256         add_49[0][0]                     
__________________________________________________________________________________________________
activation_101 (Activation)     (None, 128, 128, 64) 0           batch_normalization_51[0][0]     
__________________________________________________________________________________________________
conv2d_101 (Conv2D)             (None, 128, 128, 64) 36928       activation_101[0][0]             
__________________________________________________________________________________________________
dropout_50 (Dropout)            (None, 128, 128, 64) 0           conv2d_101[0][0]                 
__________________________________________________________________________________________________
activation_102 (Activation)     (None, 128, 128, 64) 0           dropout_50[0][0]                 
__________________________________________________________________________________________________
conv2d_102 (Conv2D)             (None, 128, 128, 64) 36928       activation_102[0][0]             
__________________________________________________________________________________________________
add_50 (Add)                    (None, 128, 128, 64) 0           conv2d_102[0][0]                 
                                                                 add_49[0][0]                     
__________________________________________________________________________________________________
batch_normalization_52 (BatchNo (None, 128, 128, 64) 256         add_50[0][0]                     
__________________________________________________________________________________________________
activation_103 (Activation)     (None, 128, 128, 64) 0           batch_normalization_52[0][0]     
__________________________________________________________________________________________________
conv2d_103 (Conv2D)             (None, 128, 128, 64) 36928       activation_103[0][0]             
__________________________________________________________________________________________________
dropout_51 (Dropout)            (None, 128, 128, 64) 0           conv2d_103[0][0]                 
__________________________________________________________________________________________________
activation_104 (Activation)     (None, 128, 128, 64) 0           dropout_51[0][0]                 
__________________________________________________________________________________________________
conv2d_104 (Conv2D)             (None, 128, 128, 64) 36928       activation_104[0][0]             
__________________________________________________________________________________________________
add_51 (Add)                    (None, 128, 128, 64) 0           conv2d_104[0][0]                 
                                                                 add_50[0][0]                     
__________________________________________________________________________________________________
batch_normalization_53 (BatchNo (None, 128, 128, 64) 256         add_51[0][0]                     
__________________________________________________________________________________________________
activation_105 (Activation)     (None, 128, 128, 64) 0           batch_normalization_53[0][0]     
__________________________________________________________________________________________________
conv2d_105 (Conv2D)             (None, 128, 128, 64) 36928       activation_105[0][0]             
__________________________________________________________________________________________________
dropout_52 (Dropout)            (None, 128, 128, 64) 0           conv2d_105[0][0]                 
__________________________________________________________________________________________________
activation_106 (Activation)     (None, 128, 128, 64) 0           dropout_52[0][0]                 
__________________________________________________________________________________________________
conv2d_106 (Conv2D)             (None, 128, 128, 64) 36928       activation_106[0][0]             
__________________________________________________________________________________________________
add_52 (Add)                    (None, 128, 128, 64) 0           conv2d_106[0][0]                 
                                                                 add_51[0][0]                     
__________________________________________________________________________________________________
batch_normalization_54 (BatchNo (None, 128, 128, 64) 256         add_52[0][0]                     
__________________________________________________________________________________________________
activation_107 (Activation)     (None, 128, 128, 64) 0           batch_normalization_54[0][0]     
__________________________________________________________________________________________________
conv2d_107 (Conv2D)             (None, 128, 128, 64) 36928       activation_107[0][0]             
__________________________________________________________________________________________________
dropout_53 (Dropout)            (None, 128, 128, 64) 0           conv2d_107[0][0]                 
__________________________________________________________________________________________________
activation_108 (Activation)     (None, 128, 128, 64) 0           dropout_53[0][0]                 
__________________________________________________________________________________________________
conv2d_108 (Conv2D)             (None, 128, 128, 64) 36928       activation_108[0][0]             
__________________________________________________________________________________________________
add_53 (Add)                    (None, 128, 128, 64) 0           conv2d_108[0][0]                 
                                                                 add_52[0][0]                     
__________________________________________________________________________________________________
batch_normalization_55 (BatchNo (None, 128, 128, 64) 256         add_53[0][0]                     
__________________________________________________________________________________________________
activation_109 (Activation)     (None, 128, 128, 64) 0           batch_normalization_55[0][0]     
__________________________________________________________________________________________________
conv2d_109 (Conv2D)             (None, 128, 128, 64) 36928       activation_109[0][0]             
__________________________________________________________________________________________________
dropout_54 (Dropout)            (None, 128, 128, 64) 0           conv2d_109[0][0]                 
__________________________________________________________________________________________________
activation_110 (Activation)     (None, 128, 128, 64) 0           dropout_54[0][0]                 
__________________________________________________________________________________________________
conv2d_110 (Conv2D)             (None, 128, 128, 64) 36928       activation_110[0][0]             
__________________________________________________________________________________________________
add_54 (Add)                    (None, 128, 128, 64) 0           conv2d_110[0][0]                 
                                                                 add_53[0][0]                     
__________________________________________________________________________________________________
batch_normalization_56 (BatchNo (None, 128, 128, 64) 256         add_54[0][0]                     
__________________________________________________________________________________________________
activation_111 (Activation)     (None, 128, 128, 64) 0           batch_normalization_56[0][0]     
__________________________________________________________________________________________________
conv2d_111 (Conv2D)             (None, 128, 128, 64) 36928       activation_111[0][0]             
__________________________________________________________________________________________________
dropout_55 (Dropout)            (None, 128, 128, 64) 0           conv2d_111[0][0]                 
__________________________________________________________________________________________________
activation_112 (Activation)     (None, 128, 128, 64) 0           dropout_55[0][0]                 
__________________________________________________________________________________________________
conv2d_112 (Conv2D)             (None, 128, 128, 64) 36928       activation_112[0][0]             
__________________________________________________________________________________________________
add_55 (Add)                    (None, 128, 128, 64) 0           conv2d_112[0][0]                 
                                                                 add_54[0][0]                     
__________________________________________________________________________________________________
batch_normalization_57 (BatchNo (None, 128, 128, 64) 256         add_55[0][0]                     
__________________________________________________________________________________________________
activation_113 (Activation)     (None, 128, 128, 64) 0           batch_normalization_57[0][0]     
__________________________________________________________________________________________________
conv2d_113 (Conv2D)             (None, 128, 128, 64) 36928       activation_113[0][0]             
__________________________________________________________________________________________________
dropout_56 (Dropout)            (None, 128, 128, 64) 0           conv2d_113[0][0]                 
__________________________________________________________________________________________________
activation_114 (Activation)     (None, 128, 128, 64) 0           dropout_56[0][0]                 
__________________________________________________________________________________________________
conv2d_114 (Conv2D)             (None, 128, 128, 64) 36928       activation_114[0][0]             
__________________________________________________________________________________________________
add_56 (Add)                    (None, 128, 128, 64) 0           conv2d_114[0][0]                 
                                                                 add_55[0][0]                     
__________________________________________________________________________________________________
batch_normalization_58 (BatchNo (None, 128, 128, 64) 256         add_56[0][0]                     
__________________________________________________________________________________________________
activation_115 (Activation)     (None, 128, 128, 64) 0           batch_normalization_58[0][0]     
__________________________________________________________________________________________________
conv2d_115 (Conv2D)             (None, 128, 128, 64) 36928       activation_115[0][0]             
__________________________________________________________________________________________________
dropout_57 (Dropout)            (None, 128, 128, 64) 0           conv2d_115[0][0]                 
__________________________________________________________________________________________________
activation_116 (Activation)     (None, 128, 128, 64) 0           dropout_57[0][0]                 
__________________________________________________________________________________________________
conv2d_116 (Conv2D)             (None, 128, 128, 64) 36928       activation_116[0][0]             
__________________________________________________________________________________________________
add_57 (Add)                    (None, 128, 128, 64) 0           conv2d_116[0][0]                 
                                                                 add_56[0][0]                     
__________________________________________________________________________________________________
batch_normalization_59 (BatchNo (None, 128, 128, 64) 256         add_57[0][0]                     
__________________________________________________________________________________________________
activation_117 (Activation)     (None, 128, 128, 64) 0           batch_normalization_59[0][0]     
__________________________________________________________________________________________________
conv2d_117 (Conv2D)             (None, 128, 128, 64) 36928       activation_117[0][0]             
__________________________________________________________________________________________________
dropout_58 (Dropout)            (None, 128, 128, 64) 0           conv2d_117[0][0]                 
__________________________________________________________________________________________________
activation_118 (Activation)     (None, 128, 128, 64) 0           dropout_58[0][0]                 
__________________________________________________________________________________________________
conv2d_118 (Conv2D)             (None, 128, 128, 64) 36928       activation_118[0][0]             
__________________________________________________________________________________________________
add_58 (Add)                    (None, 128, 128, 64) 0           conv2d_118[0][0]                 
                                                                 add_57[0][0]                     
__________________________________________________________________________________________________
batch_normalization_60 (BatchNo (None, 128, 128, 64) 256         add_58[0][0]                     
__________________________________________________________________________________________________
activation_119 (Activation)     (None, 128, 128, 64) 0           batch_normalization_60[0][0]     
__________________________________________________________________________________________________
conv2d_119 (Conv2D)             (None, 128, 128, 64) 36928       activation_119[0][0]             
__________________________________________________________________________________________________
dropout_59 (Dropout)            (None, 128, 128, 64) 0           conv2d_119[0][0]                 
__________________________________________________________________________________________________
activation_120 (Activation)     (None, 128, 128, 64) 0           dropout_59[0][0]                 
__________________________________________________________________________________________________
conv2d_120 (Conv2D)             (None, 128, 128, 64) 36928       activation_120[0][0]             
__________________________________________________________________________________________________
add_59 (Add)                    (None, 128, 128, 64) 0           conv2d_120[0][0]                 
                                                                 add_58[0][0]                     
__________________________________________________________________________________________________
batch_normalization_61 (BatchNo (None, 128, 128, 64) 256         add_59[0][0]                     
__________________________________________________________________________________________________
activation_121 (Activation)     (None, 128, 128, 64) 0           batch_normalization_61[0][0]     
__________________________________________________________________________________________________
conv2d_121 (Conv2D)             (None, 128, 128, 64) 36928       activation_121[0][0]             
__________________________________________________________________________________________________
dropout_60 (Dropout)            (None, 128, 128, 64) 0           conv2d_121[0][0]                 
__________________________________________________________________________________________________
activation_122 (Activation)     (None, 128, 128, 64) 0           dropout_60[0][0]                 
__________________________________________________________________________________________________
conv2d_122 (Conv2D)             (None, 128, 128, 64) 36928       activation_122[0][0]             
__________________________________________________________________________________________________
add_60 (Add)                    (None, 128, 128, 64) 0           conv2d_122[0][0]                 
                                                                 add_59[0][0]                     
__________________________________________________________________________________________________
batch_normalization_62 (BatchNo (None, 128, 128, 64) 256         add_60[0][0]                     
__________________________________________________________________________________________________
activation_123 (Activation)     (None, 128, 128, 64) 0           batch_normalization_62[0][0]     
__________________________________________________________________________________________________
conv2d_123 (Conv2D)             (None, 128, 128, 64) 36928       activation_123[0][0]             
__________________________________________________________________________________________________
dropout_61 (Dropout)            (None, 128, 128, 64) 0           conv2d_123[0][0]                 
__________________________________________________________________________________________________
activation_124 (Activation)     (None, 128, 128, 64) 0           dropout_61[0][0]                 
__________________________________________________________________________________________________
conv2d_124 (Conv2D)             (None, 128, 128, 64) 36928       activation_124[0][0]             
__________________________________________________________________________________________________
add_61 (Add)                    (None, 128, 128, 64) 0           conv2d_124[0][0]                 
                                                                 add_60[0][0]                     
__________________________________________________________________________________________________
batch_normalization_63 (BatchNo (None, 128, 128, 64) 256         add_61[0][0]                     
__________________________________________________________________________________________________
activation_125 (Activation)     (None, 128, 128, 64) 0           batch_normalization_63[0][0]     
__________________________________________________________________________________________________
conv2d_125 (Conv2D)             (None, 128, 128, 64) 36928       activation_125[0][0]             
__________________________________________________________________________________________________
dropout_62 (Dropout)            (None, 128, 128, 64) 0           conv2d_125[0][0]                 
__________________________________________________________________________________________________
activation_126 (Activation)     (None, 128, 128, 64) 0           dropout_62[0][0]                 
__________________________________________________________________________________________________
conv2d_126 (Conv2D)             (None, 128, 128, 64) 36928       activation_126[0][0]             
__________________________________________________________________________________________________
add_62 (Add)                    (None, 128, 128, 64) 0           conv2d_126[0][0]                 
                                                                 add_61[0][0]                     
__________________________________________________________________________________________________
batch_normalization_64 (BatchNo (None, 128, 128, 64) 256         add_62[0][0]                     
__________________________________________________________________________________________________
activation_127 (Activation)     (None, 128, 128, 64) 0           batch_normalization_64[0][0]     
__________________________________________________________________________________________________
conv2d_127 (Conv2D)             (None, 128, 128, 64) 36928       activation_127[0][0]             
__________________________________________________________________________________________________
dropout_63 (Dropout)            (None, 128, 128, 64) 0           conv2d_127[0][0]                 
__________________________________________________________________________________________________
activation_128 (Activation)     (None, 128, 128, 64) 0           dropout_63[0][0]                 
__________________________________________________________________________________________________
conv2d_128 (Conv2D)             (None, 128, 128, 64) 36928       activation_128[0][0]             
__________________________________________________________________________________________________
add_63 (Add)                    (None, 128, 128, 64) 0           conv2d_128[0][0]                 
                                                                 add_62[0][0]                     
__________________________________________________________________________________________________
batch_normalization_65 (BatchNo (None, 128, 128, 64) 256         add_63[0][0]                     
__________________________________________________________________________________________________
activation_129 (Activation)     (None, 128, 128, 64) 0           batch_normalization_65[0][0]     
__________________________________________________________________________________________________
conv2d_129 (Conv2D)             (None, 128, 128, 64) 36928       activation_129[0][0]             
__________________________________________________________________________________________________
dropout_64 (Dropout)            (None, 128, 128, 64) 0           conv2d_129[0][0]                 
__________________________________________________________________________________________________
activation_130 (Activation)     (None, 128, 128, 64) 0           dropout_64[0][0]                 
__________________________________________________________________________________________________
conv2d_130 (Conv2D)             (None, 128, 128, 64) 36928       activation_130[0][0]             
__________________________________________________________________________________________________
add_64 (Add)                    (None, 128, 128, 64) 0           conv2d_130[0][0]                 
                                                                 add_63[0][0]                     
__________________________________________________________________________________________________
batch_normalization_66 (BatchNo (None, 128, 128, 64) 256         add_64[0][0]                     
__________________________________________________________________________________________________
activation_131 (Activation)     (None, 128, 128, 64) 0           batch_normalization_66[0][0]     
__________________________________________________________________________________________________
conv2d_131 (Conv2D)             (None, 128, 128, 64) 36928       activation_131[0][0]             
__________________________________________________________________________________________________
dropout_65 (Dropout)            (None, 128, 128, 64) 0           conv2d_131[0][0]                 
__________________________________________________________________________________________________
activation_132 (Activation)     (None, 128, 128, 64) 0           dropout_65[0][0]                 
__________________________________________________________________________________________________
conv2d_132 (Conv2D)             (None, 128, 128, 64) 36928       activation_132[0][0]             
__________________________________________________________________________________________________
add_65 (Add)                    (None, 128, 128, 64) 0           conv2d_132[0][0]                 
                                                                 add_64[0][0]                     
__________________________________________________________________________________________________
batch_normalization_67 (BatchNo (None, 128, 128, 64) 256         add_65[0][0]                     
__________________________________________________________________________________________________
activation_133 (Activation)     (None, 128, 128, 64) 0           batch_normalization_67[0][0]     
__________________________________________________________________________________________________
conv2d_133 (Conv2D)             (None, 128, 128, 64) 36928       activation_133[0][0]             
__________________________________________________________________________________________________
dropout_66 (Dropout)            (None, 128, 128, 64) 0           conv2d_133[0][0]                 
__________________________________________________________________________________________________
activation_134 (Activation)     (None, 128, 128, 64) 0           dropout_66[0][0]                 
__________________________________________________________________________________________________
conv2d_134 (Conv2D)             (None, 128, 128, 64) 36928       activation_134[0][0]             
__________________________________________________________________________________________________
add_66 (Add)                    (None, 128, 128, 64) 0           conv2d_134[0][0]                 
                                                                 add_65[0][0]                     
__________________________________________________________________________________________________
batch_normalization_68 (BatchNo (None, 128, 128, 64) 256         add_66[0][0]                     
__________________________________________________________________________________________________
activation_135 (Activation)     (None, 128, 128, 64) 0           batch_normalization_68[0][0]     
__________________________________________________________________________________________________
conv2d_135 (Conv2D)             (None, 128, 128, 64) 36928       activation_135[0][0]             
__________________________________________________________________________________________________
dropout_67 (Dropout)            (None, 128, 128, 64) 0           conv2d_135[0][0]                 
__________________________________________________________________________________________________
activation_136 (Activation)     (None, 128, 128, 64) 0           dropout_67[0][0]                 
__________________________________________________________________________________________________
conv2d_136 (Conv2D)             (None, 128, 128, 64) 36928       activation_136[0][0]             
__________________________________________________________________________________________________
add_67 (Add)                    (None, 128, 128, 64) 0           conv2d_136[0][0]                 
                                                                 add_66[0][0]                     
__________________________________________________________________________________________________
batch_normalization_69 (BatchNo (None, 128, 128, 64) 256         add_67[0][0]                     
__________________________________________________________________________________________________
activation_137 (Activation)     (None, 128, 128, 64) 0           batch_normalization_69[0][0]     
__________________________________________________________________________________________________
conv2d_137 (Conv2D)             (None, 128, 128, 64) 36928       activation_137[0][0]             
__________________________________________________________________________________________________
dropout_68 (Dropout)            (None, 128, 128, 64) 0           conv2d_137[0][0]                 
__________________________________________________________________________________________________
activation_138 (Activation)     (None, 128, 128, 64) 0           dropout_68[0][0]                 
__________________________________________________________________________________________________
conv2d_138 (Conv2D)             (None, 128, 128, 64) 36928       activation_138[0][0]             
__________________________________________________________________________________________________
add_68 (Add)                    (None, 128, 128, 64) 0           conv2d_138[0][0]                 
                                                                 add_67[0][0]                     
__________________________________________________________________________________________________
batch_normalization_70 (BatchNo (None, 128, 128, 64) 256         add_68[0][0]                     
__________________________________________________________________________________________________
activation_139 (Activation)     (None, 128, 128, 64) 0           batch_normalization_70[0][0]     
__________________________________________________________________________________________________
conv2d_139 (Conv2D)             (None, 128, 128, 64) 36928       activation_139[0][0]             
__________________________________________________________________________________________________
dropout_69 (Dropout)            (None, 128, 128, 64) 0           conv2d_139[0][0]                 
__________________________________________________________________________________________________
activation_140 (Activation)     (None, 128, 128, 64) 0           dropout_69[0][0]                 
__________________________________________________________________________________________________
conv2d_140 (Conv2D)             (None, 128, 128, 64) 36928       activation_140[0][0]             
__________________________________________________________________________________________________
add_69 (Add)                    (None, 128, 128, 64) 0           conv2d_140[0][0]                 
                                                                 add_68[0][0]                     
__________________________________________________________________________________________________
batch_normalization_71 (BatchNo (None, 128, 128, 64) 256         add_69[0][0]                     
__________________________________________________________________________________________________
activation_141 (Activation)     (None, 128, 128, 64) 0           batch_normalization_71[0][0]     
__________________________________________________________________________________________________
conv2d_141 (Conv2D)             (None, 128, 128, 64) 36928       activation_141[0][0]             
__________________________________________________________________________________________________
dropout_70 (Dropout)            (None, 128, 128, 64) 0           conv2d_141[0][0]                 
__________________________________________________________________________________________________
activation_142 (Activation)     (None, 128, 128, 64) 0           dropout_70[0][0]                 
__________________________________________________________________________________________________
conv2d_142 (Conv2D)             (None, 128, 128, 64) 36928       activation_142[0][0]             
__________________________________________________________________________________________________
add_70 (Add)                    (None, 128, 128, 64) 0           conv2d_142[0][0]                 
                                                                 add_69[0][0]                     
__________________________________________________________________________________________________
batch_normalization_72 (BatchNo (None, 128, 128, 64) 256         add_70[0][0]                     
__________________________________________________________________________________________________
activation_143 (Activation)     (None, 128, 128, 64) 0           batch_normalization_72[0][0]     
__________________________________________________________________________________________________
conv2d_143 (Conv2D)             (None, 128, 128, 64) 36928       activation_143[0][0]             
__________________________________________________________________________________________________
dropout_71 (Dropout)            (None, 128, 128, 64) 0           conv2d_143[0][0]                 
__________________________________________________________________________________________________
activation_144 (Activation)     (None, 128, 128, 64) 0           dropout_71[0][0]                 
__________________________________________________________________________________________________
conv2d_144 (Conv2D)             (None, 128, 128, 64) 36928       activation_144[0][0]             
__________________________________________________________________________________________________
add_71 (Add)                    (None, 128, 128, 64) 0           conv2d_144[0][0]                 
                                                                 add_70[0][0]                     
__________________________________________________________________________________________________
batch_normalization_73 (BatchNo (None, 128, 128, 64) 256         add_71[0][0]                     
__________________________________________________________________________________________________
activation_145 (Activation)     (None, 128, 128, 64) 0           batch_normalization_73[0][0]     
__________________________________________________________________________________________________
conv2d_145 (Conv2D)             (None, 128, 128, 64) 36928       activation_145[0][0]             
__________________________________________________________________________________________________
dropout_72 (Dropout)            (None, 128, 128, 64) 0           conv2d_145[0][0]                 
__________________________________________________________________________________________________
activation_146 (Activation)     (None, 128, 128, 64) 0           dropout_72[0][0]                 
__________________________________________________________________________________________________
conv2d_146 (Conv2D)             (None, 128, 128, 64) 36928       activation_146[0][0]             
__________________________________________________________________________________________________
add_72 (Add)                    (None, 128, 128, 64) 0           conv2d_146[0][0]                 
                                                                 add_71[0][0]                     
__________________________________________________________________________________________________
batch_normalization_74 (BatchNo (None, 128, 128, 64) 256         add_72[0][0]                     
__________________________________________________________________________________________________
activation_147 (Activation)     (None, 128, 128, 64) 0           batch_normalization_74[0][0]     
__________________________________________________________________________________________________
conv2d_147 (Conv2D)             (None, 128, 128, 64) 36928       activation_147[0][0]             
__________________________________________________________________________________________________
dropout_73 (Dropout)            (None, 128, 128, 64) 0           conv2d_147[0][0]                 
__________________________________________________________________________________________________
activation_148 (Activation)     (None, 128, 128, 64) 0           dropout_73[0][0]                 
__________________________________________________________________________________________________
conv2d_148 (Conv2D)             (None, 128, 128, 64) 36928       activation_148[0][0]             
__________________________________________________________________________________________________
add_73 (Add)                    (None, 128, 128, 64) 0           conv2d_148[0][0]                 
                                                                 add_72[0][0]                     
__________________________________________________________________________________________________
batch_normalization_75 (BatchNo (None, 128, 128, 64) 256         add_73[0][0]                     
__________________________________________________________________________________________________
activation_149 (Activation)     (None, 128, 128, 64) 0           batch_normalization_75[0][0]     
__________________________________________________________________________________________________
conv2d_149 (Conv2D)             (None, 128, 128, 64) 36928       activation_149[0][0]             
__________________________________________________________________________________________________
dropout_74 (Dropout)            (None, 128, 128, 64) 0           conv2d_149[0][0]                 
__________________________________________________________________________________________________
activation_150 (Activation)     (None, 128, 128, 64) 0           dropout_74[0][0]                 
__________________________________________________________________________________________________
conv2d_150 (Conv2D)             (None, 128, 128, 64) 36928       activation_150[0][0]             
__________________________________________________________________________________________________
add_74 (Add)                    (None, 128, 128, 64) 0           conv2d_150[0][0]                 
                                                                 add_73[0][0]                     
__________________________________________________________________________________________________
batch_normalization_76 (BatchNo (None, 128, 128, 64) 256         add_74[0][0]                     
__________________________________________________________________________________________________
activation_151 (Activation)     (None, 128, 128, 64) 0           batch_normalization_76[0][0]     
__________________________________________________________________________________________________
conv2d_151 (Conv2D)             (None, 128, 128, 64) 36928       activation_151[0][0]             
__________________________________________________________________________________________________
dropout_75 (Dropout)            (None, 128, 128, 64) 0           conv2d_151[0][0]                 
__________________________________________________________________________________________________
activation_152 (Activation)     (None, 128, 128, 64) 0           dropout_75[0][0]                 
__________________________________________________________________________________________________
conv2d_152 (Conv2D)             (None, 128, 128, 64) 36928       activation_152[0][0]             
__________________________________________________________________________________________________
add_75 (Add)                    (None, 128, 128, 64) 0           conv2d_152[0][0]                 
                                                                 add_74[0][0]                     
__________________________________________________________________________________________________
batch_normalization_77 (BatchNo (None, 128, 128, 64) 256         add_75[0][0]                     
__________________________________________________________________________________________________
activation_153 (Activation)     (None, 128, 128, 64) 0           batch_normalization_77[0][0]     
__________________________________________________________________________________________________
conv2d_153 (Conv2D)             (None, 128, 128, 64) 36928       activation_153[0][0]             
__________________________________________________________________________________________________
dropout_76 (Dropout)            (None, 128, 128, 64) 0           conv2d_153[0][0]                 
__________________________________________________________________________________________________
activation_154 (Activation)     (None, 128, 128, 64) 0           dropout_76[0][0]                 
__________________________________________________________________________________________________
conv2d_154 (Conv2D)             (None, 128, 128, 64) 36928       activation_154[0][0]             
__________________________________________________________________________________________________
add_76 (Add)                    (None, 128, 128, 64) 0           conv2d_154[0][0]                 
                                                                 add_75[0][0]                     
__________________________________________________________________________________________________
batch_normalization_78 (BatchNo (None, 128, 128, 64) 256         add_76[0][0]                     
__________________________________________________________________________________________________
activation_155 (Activation)     (None, 128, 128, 64) 0           batch_normalization_78[0][0]     
__________________________________________________________________________________________________
conv2d_155 (Conv2D)             (None, 128, 128, 64) 36928       activation_155[0][0]             
__________________________________________________________________________________________________
dropout_77 (Dropout)            (None, 128, 128, 64) 0           conv2d_155[0][0]                 
__________________________________________________________________________________________________
activation_156 (Activation)     (None, 128, 128, 64) 0           dropout_77[0][0]                 
__________________________________________________________________________________________________
conv2d_156 (Conv2D)             (None, 128, 128, 64) 36928       activation_156[0][0]             
__________________________________________________________________________________________________
add_77 (Add)                    (None, 128, 128, 64) 0           conv2d_156[0][0]                 
                                                                 add_76[0][0]                     
__________________________________________________________________________________________________
batch_normalization_79 (BatchNo (None, 128, 128, 64) 256         add_77[0][0]                     
__________________________________________________________________________________________________
activation_157 (Activation)     (None, 128, 128, 64) 0           batch_normalization_79[0][0]     
__________________________________________________________________________________________________
conv2d_157 (Conv2D)             (None, 128, 128, 64) 36928       activation_157[0][0]             
__________________________________________________________________________________________________
dropout_78 (Dropout)            (None, 128, 128, 64) 0           conv2d_157[0][0]                 
__________________________________________________________________________________________________
activation_158 (Activation)     (None, 128, 128, 64) 0           dropout_78[0][0]                 
__________________________________________________________________________________________________
conv2d_158 (Conv2D)             (None, 128, 128, 64) 36928       activation_158[0][0]             
__________________________________________________________________________________________________
add_78 (Add)                    (None, 128, 128, 64) 0           conv2d_158[0][0]                 
                                                                 add_77[0][0]                     
__________________________________________________________________________________________________
batch_normalization_80 (BatchNo (None, 128, 128, 64) 256         add_78[0][0]                     
__________________________________________________________________________________________________
activation_159 (Activation)     (None, 128, 128, 64) 0           batch_normalization_80[0][0]     
__________________________________________________________________________________________________
conv2d_159 (Conv2D)             (None, 128, 128, 64) 36928       activation_159[0][0]             
__________________________________________________________________________________________________
dropout_79 (Dropout)            (None, 128, 128, 64) 0           conv2d_159[0][0]                 
__________________________________________________________________________________________________
activation_160 (Activation)     (None, 128, 128, 64) 0           dropout_79[0][0]                 
__________________________________________________________________________________________________
conv2d_160 (Conv2D)             (None, 128, 128, 64) 36928       activation_160[0][0]             
__________________________________________________________________________________________________
add_79 (Add)                    (None, 128, 128, 64) 0           conv2d_160[0][0]                 
                                                                 add_78[0][0]                     
__________________________________________________________________________________________________
batch_normalization_81 (BatchNo (None, 128, 128, 64) 256         add_79[0][0]                     
__________________________________________________________________________________________________
activation_161 (Activation)     (None, 128, 128, 64) 0           batch_normalization_81[0][0]     
__________________________________________________________________________________________________
conv2d_161 (Conv2D)             (None, 128, 128, 64) 36928       activation_161[0][0]             
__________________________________________________________________________________________________
dropout_80 (Dropout)            (None, 128, 128, 64) 0           conv2d_161[0][0]                 
__________________________________________________________________________________________________
activation_162 (Activation)     (None, 128, 128, 64) 0           dropout_80[0][0]                 
__________________________________________________________________________________________________
conv2d_162 (Conv2D)             (None, 128, 128, 64) 36928       activation_162[0][0]             
__________________________________________________________________________________________________
add_80 (Add)                    (None, 128, 128, 64) 0           conv2d_162[0][0]                 
                                                                 add_79[0][0]                     
__________________________________________________________________________________________________
batch_normalization_82 (BatchNo (None, 128, 128, 64) 256         add_80[0][0]                     
__________________________________________________________________________________________________
activation_163 (Activation)     (None, 128, 128, 64) 0           batch_normalization_82[0][0]     
__________________________________________________________________________________________________
conv2d_163 (Conv2D)             (None, 128, 128, 64) 36928       activation_163[0][0]             
__________________________________________________________________________________________________
dropout_81 (Dropout)            (None, 128, 128, 64) 0           conv2d_163[0][0]                 
__________________________________________________________________________________________________
activation_164 (Activation)     (None, 128, 128, 64) 0           dropout_81[0][0]                 
__________________________________________________________________________________________________
conv2d_164 (Conv2D)             (None, 128, 128, 64) 36928       activation_164[0][0]             
__________________________________________________________________________________________________
add_81 (Add)                    (None, 128, 128, 64) 0           conv2d_164[0][0]                 
                                                                 add_80[0][0]                     
__________________________________________________________________________________________________
batch_normalization_83 (BatchNo (None, 128, 128, 64) 256         add_81[0][0]                     
__________________________________________________________________________________________________
activation_165 (Activation)     (None, 128, 128, 64) 0           batch_normalization_83[0][0]     
__________________________________________________________________________________________________
conv2d_165 (Conv2D)             (None, 128, 128, 64) 36928       activation_165[0][0]             
__________________________________________________________________________________________________
dropout_82 (Dropout)            (None, 128, 128, 64) 0           conv2d_165[0][0]                 
__________________________________________________________________________________________________
activation_166 (Activation)     (None, 128, 128, 64) 0           dropout_82[0][0]                 
__________________________________________________________________________________________________
conv2d_166 (Conv2D)             (None, 128, 128, 64) 36928       activation_166[0][0]             
__________________________________________________________________________________________________
add_82 (Add)                    (None, 128, 128, 64) 0           conv2d_166[0][0]                 
                                                                 add_81[0][0]                     
__________________________________________________________________________________________________
batch_normalization_84 (BatchNo (None, 128, 128, 64) 256         add_82[0][0]                     
__________________________________________________________________________________________________
activation_167 (Activation)     (None, 128, 128, 64) 0           batch_normalization_84[0][0]     
__________________________________________________________________________________________________
conv2d_167 (Conv2D)             (None, 128, 128, 64) 36928       activation_167[0][0]             
__________________________________________________________________________________________________
dropout_83 (Dropout)            (None, 128, 128, 64) 0           conv2d_167[0][0]                 
__________________________________________________________________________________________________
activation_168 (Activation)     (None, 128, 128, 64) 0           dropout_83[0][0]                 
__________________________________________________________________________________________________
conv2d_168 (Conv2D)             (None, 128, 128, 64) 36928       activation_168[0][0]             
__________________________________________________________________________________________________
add_83 (Add)                    (None, 128, 128, 64) 0           conv2d_168[0][0]                 
                                                                 add_82[0][0]                     
__________________________________________________________________________________________________
batch_normalization_85 (BatchNo (None, 128, 128, 64) 256         add_83[0][0]                     
__________________________________________________________________________________________________
activation_169 (Activation)     (None, 128, 128, 64) 0           batch_normalization_85[0][0]     
__________________________________________________________________________________________________
conv2d_169 (Conv2D)             (None, 128, 128, 64) 36928       activation_169[0][0]             
__________________________________________________________________________________________________
dropout_84 (Dropout)            (None, 128, 128, 64) 0           conv2d_169[0][0]                 
__________________________________________________________________________________________________
activation_170 (Activation)     (None, 128, 128, 64) 0           dropout_84[0][0]                 
__________________________________________________________________________________________________
conv2d_170 (Conv2D)             (None, 128, 128, 64) 36928       activation_170[0][0]             
__________________________________________________________________________________________________
add_84 (Add)                    (None, 128, 128, 64) 0           conv2d_170[0][0]                 
                                                                 add_83[0][0]                     
__________________________________________________________________________________________________
batch_normalization_86 (BatchNo (None, 128, 128, 64) 256         add_84[0][0]                     
__________________________________________________________________________________________________
activation_171 (Activation)     (None, 128, 128, 64) 0           batch_normalization_86[0][0]     
__________________________________________________________________________________________________
conv2d_171 (Conv2D)             (None, 128, 128, 64) 36928       activation_171[0][0]             
__________________________________________________________________________________________________
dropout_85 (Dropout)            (None, 128, 128, 64) 0           conv2d_171[0][0]                 
__________________________________________________________________________________________________
activation_172 (Activation)     (None, 128, 128, 64) 0           dropout_85[0][0]                 
__________________________________________________________________________________________________
conv2d_172 (Conv2D)             (None, 128, 128, 64) 36928       activation_172[0][0]             
__________________________________________________________________________________________________
add_85 (Add)                    (None, 128, 128, 64) 0           conv2d_172[0][0]                 
                                                                 add_84[0][0]                     
__________________________________________________________________________________________________
batch_normalization_87 (BatchNo (None, 128, 128, 64) 256         add_85[0][0]                     
__________________________________________________________________________________________________
activation_173 (Activation)     (None, 128, 128, 64) 0           batch_normalization_87[0][0]     
__________________________________________________________________________________________________
conv2d_173 (Conv2D)             (None, 128, 128, 64) 36928       activation_173[0][0]             
__________________________________________________________________________________________________
dropout_86 (Dropout)            (None, 128, 128, 64) 0           conv2d_173[0][0]                 
__________________________________________________________________________________________________
activation_174 (Activation)     (None, 128, 128, 64) 0           dropout_86[0][0]                 
__________________________________________________________________________________________________
conv2d_174 (Conv2D)             (None, 128, 128, 64) 36928       activation_174[0][0]             
__________________________________________________________________________________________________
add_86 (Add)                    (None, 128, 128, 64) 0           conv2d_174[0][0]                 
                                                                 add_85[0][0]                     
__________________________________________________________________________________________________
batch_normalization_88 (BatchNo (None, 128, 128, 64) 256         add_86[0][0]                     
__________________________________________________________________________________________________
activation_175 (Activation)     (None, 128, 128, 64) 0           batch_normalization_88[0][0]     
__________________________________________________________________________________________________
conv2d_175 (Conv2D)             (None, 128, 128, 64) 36928       activation_175[0][0]             
__________________________________________________________________________________________________
dropout_87 (Dropout)            (None, 128, 128, 64) 0           conv2d_175[0][0]                 
__________________________________________________________________________________________________
activation_176 (Activation)     (None, 128, 128, 64) 0           dropout_87[0][0]                 
__________________________________________________________________________________________________
conv2d_176 (Conv2D)             (None, 128, 128, 64) 36928       activation_176[0][0]             
__________________________________________________________________________________________________
add_87 (Add)                    (None, 128, 128, 64) 0           conv2d_176[0][0]                 
                                                                 add_86[0][0]                     
__________________________________________________________________________________________________
batch_normalization_89 (BatchNo (None, 128, 128, 64) 256         add_87[0][0]                     
__________________________________________________________________________________________________
activation_177 (Activation)     (None, 128, 128, 64) 0           batch_normalization_89[0][0]     
__________________________________________________________________________________________________
conv2d_177 (Conv2D)             (None, 128, 128, 64) 36928       activation_177[0][0]             
__________________________________________________________________________________________________
dropout_88 (Dropout)            (None, 128, 128, 64) 0           conv2d_177[0][0]                 
__________________________________________________________________________________________________
activation_178 (Activation)     (None, 128, 128, 64) 0           dropout_88[0][0]                 
__________________________________________________________________________________________________
conv2d_178 (Conv2D)             (None, 128, 128, 64) 36928       activation_178[0][0]             
__________________________________________________________________________________________________
add_88 (Add)                    (None, 128, 128, 64) 0           conv2d_178[0][0]                 
                                                                 add_87[0][0]                     
__________________________________________________________________________________________________
batch_normalization_90 (BatchNo (None, 128, 128, 64) 256         add_88[0][0]                     
__________________________________________________________________________________________________
activation_179 (Activation)     (None, 128, 128, 64) 0           batch_normalization_90[0][0]     
__________________________________________________________________________________________________
conv2d_179 (Conv2D)             (None, 128, 128, 64) 36928       activation_179[0][0]             
__________________________________________________________________________________________________
dropout_89 (Dropout)            (None, 128, 128, 64) 0           conv2d_179[0][0]                 
__________________________________________________________________________________________________
activation_180 (Activation)     (None, 128, 128, 64) 0           dropout_89[0][0]                 
__________________________________________________________________________________________________
conv2d_180 (Conv2D)             (None, 128, 128, 64) 36928       activation_180[0][0]             
__________________________________________________________________________________________________
add_89 (Add)                    (None, 128, 128, 64) 0           conv2d_180[0][0]                 
                                                                 add_88[0][0]                     
__________________________________________________________________________________________________
batch_normalization_91 (BatchNo (None, 128, 128, 64) 256         add_89[0][0]                     
__________________________________________________________________________________________________
activation_181 (Activation)     (None, 128, 128, 64) 0           batch_normalization_91[0][0]     
__________________________________________________________________________________________________
conv2d_181 (Conv2D)             (None, 128, 128, 64) 36928       activation_181[0][0]             
__________________________________________________________________________________________________
dropout_90 (Dropout)            (None, 128, 128, 64) 0           conv2d_181[0][0]                 
__________________________________________________________________________________________________
activation_182 (Activation)     (None, 128, 128, 64) 0           dropout_90[0][0]                 
__________________________________________________________________________________________________
conv2d_182 (Conv2D)             (None, 128, 128, 64) 36928       activation_182[0][0]             
__________________________________________________________________________________________________
add_90 (Add)                    (None, 128, 128, 64) 0           conv2d_182[0][0]                 
                                                                 add_89[0][0]                     
__________________________________________________________________________________________________
batch_normalization_92 (BatchNo (None, 128, 128, 64) 256         add_90[0][0]                     
__________________________________________________________________________________________________
activation_183 (Activation)     (None, 128, 128, 64) 0           batch_normalization_92[0][0]     
__________________________________________________________________________________________________
conv2d_183 (Conv2D)             (None, 128, 128, 64) 36928       activation_183[0][0]             
__________________________________________________________________________________________________
dropout_91 (Dropout)            (None, 128, 128, 64) 0           conv2d_183[0][0]                 
__________________________________________________________________________________________________
activation_184 (Activation)     (None, 128, 128, 64) 0           dropout_91[0][0]                 
__________________________________________________________________________________________________
conv2d_184 (Conv2D)             (None, 128, 128, 64) 36928       activation_184[0][0]             
__________________________________________________________________________________________________
add_91 (Add)                    (None, 128, 128, 64) 0           conv2d_184[0][0]                 
                                                                 add_90[0][0]                     
__________________________________________________________________________________________________
batch_normalization_93 (BatchNo (None, 128, 128, 64) 256         add_91[0][0]                     
__________________________________________________________________________________________________
activation_185 (Activation)     (None, 128, 128, 64) 0           batch_normalization_93[0][0]     
__________________________________________________________________________________________________
conv2d_185 (Conv2D)             (None, 128, 128, 64) 36928       activation_185[0][0]             
__________________________________________________________________________________________________
dropout_92 (Dropout)            (None, 128, 128, 64) 0           conv2d_185[0][0]                 
__________________________________________________________________________________________________
activation_186 (Activation)     (None, 128, 128, 64) 0           dropout_92[0][0]                 
__________________________________________________________________________________________________
conv2d_186 (Conv2D)             (None, 128, 128, 64) 36928       activation_186[0][0]             
__________________________________________________________________________________________________
add_92 (Add)                    (None, 128, 128, 64) 0           conv2d_186[0][0]                 
                                                                 add_91[0][0]                     
__________________________________________________________________________________________________
batch_normalization_94 (BatchNo (None, 128, 128, 64) 256         add_92[0][0]                     
__________________________________________________________________________________________________
activation_187 (Activation)     (None, 128, 128, 64) 0           batch_normalization_94[0][0]     
__________________________________________________________________________________________________
conv2d_187 (Conv2D)             (None, 128, 128, 64) 36928       activation_187[0][0]             
__________________________________________________________________________________________________
dropout_93 (Dropout)            (None, 128, 128, 64) 0           conv2d_187[0][0]                 
__________________________________________________________________________________________________
activation_188 (Activation)     (None, 128, 128, 64) 0           dropout_93[0][0]                 
__________________________________________________________________________________________________
conv2d_188 (Conv2D)             (None, 128, 128, 64) 36928       activation_188[0][0]             
__________________________________________________________________________________________________
add_93 (Add)                    (None, 128, 128, 64) 0           conv2d_188[0][0]                 
                                                                 add_92[0][0]                     
__________________________________________________________________________________________________
batch_normalization_95 (BatchNo (None, 128, 128, 64) 256         add_93[0][0]                     
__________________________________________________________________________________________________
activation_189 (Activation)     (None, 128, 128, 64) 0           batch_normalization_95[0][0]     
__________________________________________________________________________________________________
conv2d_189 (Conv2D)             (None, 128, 128, 64) 36928       activation_189[0][0]             
__________________________________________________________________________________________________
dropout_94 (Dropout)            (None, 128, 128, 64) 0           conv2d_189[0][0]                 
__________________________________________________________________________________________________
activation_190 (Activation)     (None, 128, 128, 64) 0           dropout_94[0][0]                 
__________________________________________________________________________________________________
conv2d_190 (Conv2D)             (None, 128, 128, 64) 36928       activation_190[0][0]             
__________________________________________________________________________________________________
add_94 (Add)                    (None, 128, 128, 64) 0           conv2d_190[0][0]                 
                                                                 add_93[0][0]                     
__________________________________________________________________________________________________
batch_normalization_96 (BatchNo (None, 128, 128, 64) 256         add_94[0][0]                     
__________________________________________________________________________________________________
activation_191 (Activation)     (None, 128, 128, 64) 0           batch_normalization_96[0][0]     
__________________________________________________________________________________________________
conv2d_191 (Conv2D)             (None, 128, 128, 64) 36928       activation_191[0][0]             
__________________________________________________________________________________________________
dropout_95 (Dropout)            (None, 128, 128, 64) 0           conv2d_191[0][0]                 
__________________________________________________________________________________________________
activation_192 (Activation)     (None, 128, 128, 64) 0           dropout_95[0][0]                 
__________________________________________________________________________________________________
conv2d_192 (Conv2D)             (None, 128, 128, 64) 36928       activation_192[0][0]             
__________________________________________________________________________________________________
add_95 (Add)                    (None, 128, 128, 64) 0           conv2d_192[0][0]                 
                                                                 add_94[0][0]                     
__________________________________________________________________________________________________
batch_normalization_97 (BatchNo (None, 128, 128, 64) 256         add_95[0][0]                     
__________________________________________________________________________________________________
activation_193 (Activation)     (None, 128, 128, 64) 0           batch_normalization_97[0][0]     
__________________________________________________________________________________________________
conv2d_193 (Conv2D)             (None, 128, 128, 64) 36928       activation_193[0][0]             
__________________________________________________________________________________________________
dropout_96 (Dropout)            (None, 128, 128, 64) 0           conv2d_193[0][0]                 
__________________________________________________________________________________________________
activation_194 (Activation)     (None, 128, 128, 64) 0           dropout_96[0][0]                 
__________________________________________________________________________________________________
conv2d_194 (Conv2D)             (None, 128, 128, 64) 36928       activation_194[0][0]             
__________________________________________________________________________________________________
add_96 (Add)                    (None, 128, 128, 64) 0           conv2d_194[0][0]                 
                                                                 add_95[0][0]                     
__________________________________________________________________________________________________
batch_normalization_98 (BatchNo (None, 128, 128, 64) 256         add_96[0][0]                     
__________________________________________________________________________________________________
activation_195 (Activation)     (None, 128, 128, 64) 0           batch_normalization_98[0][0]     
__________________________________________________________________________________________________
conv2d_195 (Conv2D)             (None, 128, 128, 64) 36928       activation_195[0][0]             
__________________________________________________________________________________________________
dropout_97 (Dropout)            (None, 128, 128, 64) 0           conv2d_195[0][0]                 
__________________________________________________________________________________________________
activation_196 (Activation)     (None, 128, 128, 64) 0           dropout_97[0][0]                 
__________________________________________________________________________________________________
conv2d_196 (Conv2D)             (None, 128, 128, 64) 36928       activation_196[0][0]             
__________________________________________________________________________________________________
add_97 (Add)                    (None, 128, 128, 64) 0           conv2d_196[0][0]                 
                                                                 add_96[0][0]                     
__________________________________________________________________________________________________
batch_normalization_99 (BatchNo (None, 128, 128, 64) 256         add_97[0][0]                     
__________________________________________________________________________________________________
activation_197 (Activation)     (None, 128, 128, 64) 0           batch_normalization_99[0][0]     
__________________________________________________________________________________________________
conv2d_197 (Conv2D)             (None, 128, 128, 64) 36928       activation_197[0][0]             
__________________________________________________________________________________________________
dropout_98 (Dropout)            (None, 128, 128, 64) 0           conv2d_197[0][0]                 
__________________________________________________________________________________________________
activation_198 (Activation)     (None, 128, 128, 64) 0           dropout_98[0][0]                 
__________________________________________________________________________________________________
conv2d_198 (Conv2D)             (None, 128, 128, 64) 36928       activation_198[0][0]             
__________________________________________________________________________________________________
add_98 (Add)                    (None, 128, 128, 64) 0           conv2d_198[0][0]                 
                                                                 add_97[0][0]                     
__________________________________________________________________________________________________
batch_normalization_100 (BatchN (None, 128, 128, 64) 256         add_98[0][0]                     
__________________________________________________________________________________________________
activation_199 (Activation)     (None, 128, 128, 64) 0           batch_normalization_100[0][0]    
__________________________________________________________________________________________________
conv2d_199 (Conv2D)             (None, 128, 128, 64) 36928       activation_199[0][0]             
__________________________________________________________________________________________________
dropout_99 (Dropout)            (None, 128, 128, 64) 0           conv2d_199[0][0]                 
__________________________________________________________________________________________________
activation_200 (Activation)     (None, 128, 128, 64) 0           dropout_99[0][0]                 
__________________________________________________________________________________________________
conv2d_200 (Conv2D)             (None, 128, 128, 64) 36928       activation_200[0][0]             
__________________________________________________________________________________________________
add_99 (Add)                    (None, 128, 128, 64) 0           conv2d_200[0][0]                 
                                                                 add_98[0][0]                     
__________________________________________________________________________________________________
batch_normalization_101 (BatchN (None, 128, 128, 64) 256         add_99[0][0]                     
__________________________________________________________________________________________________
activation_201 (Activation)     (None, 128, 128, 64) 0           batch_normalization_101[0][0]    
__________________________________________________________________________________________________
conv2d_201 (Conv2D)             (None, 128, 128, 64) 36928       activation_201[0][0]             
__________________________________________________________________________________________________
dropout_100 (Dropout)           (None, 128, 128, 64) 0           conv2d_201[0][0]                 
__________________________________________________________________________________________________
activation_202 (Activation)     (None, 128, 128, 64) 0           dropout_100[0][0]                
__________________________________________________________________________________________________
conv2d_202 (Conv2D)             (None, 128, 128, 64) 36928       activation_202[0][0]             
__________________________________________________________________________________________________
add_100 (Add)                   (None, 128, 128, 64) 0           conv2d_202[0][0]                 
                                                                 add_99[0][0]                     
__________________________________________________________________________________________________
batch_normalization_102 (BatchN (None, 128, 128, 64) 256         add_100[0][0]                    
__________________________________________________________________________________________________
activation_203 (Activation)     (None, 128, 128, 64) 0           batch_normalization_102[0][0]    
__________________________________________________________________________________________________
conv2d_203 (Conv2D)             (None, 128, 128, 64) 36928       activation_203[0][0]             
__________________________________________________________________________________________________
dropout_101 (Dropout)           (None, 128, 128, 64) 0           conv2d_203[0][0]                 
__________________________________________________________________________________________________
activation_204 (Activation)     (None, 128, 128, 64) 0           dropout_101[0][0]                
__________________________________________________________________________________________________
conv2d_204 (Conv2D)             (None, 128, 128, 64) 36928       activation_204[0][0]             
__________________________________________________________________________________________________
add_101 (Add)                   (None, 128, 128, 64) 0           conv2d_204[0][0]                 
                                                                 add_100[0][0]                    
__________________________________________________________________________________________________
batch_normalization_103 (BatchN (None, 128, 128, 64) 256         add_101[0][0]                    
__________________________________________________________________________________________________
activation_205 (Activation)     (None, 128, 128, 64) 0           batch_normalization_103[0][0]    
__________________________________________________________________________________________________
conv2d_205 (Conv2D)             (None, 128, 128, 64) 36928       activation_205[0][0]             
__________________________________________________________________________________________________
dropout_102 (Dropout)           (None, 128, 128, 64) 0           conv2d_205[0][0]                 
__________________________________________________________________________________________________
activation_206 (Activation)     (None, 128, 128, 64) 0           dropout_102[0][0]                
__________________________________________________________________________________________________
conv2d_206 (Conv2D)             (None, 128, 128, 64) 36928       activation_206[0][0]             
__________________________________________________________________________________________________
add_102 (Add)                   (None, 128, 128, 64) 0           conv2d_206[0][0]                 
                                                                 add_101[0][0]                    
__________________________________________________________________________________________________
batch_normalization_104 (BatchN (None, 128, 128, 64) 256         add_102[0][0]                    
__________________________________________________________________________________________________
activation_207 (Activation)     (None, 128, 128, 64) 0           batch_normalization_104[0][0]    
__________________________________________________________________________________________________
conv2d_207 (Conv2D)             (None, 128, 128, 64) 36928       activation_207[0][0]             
__________________________________________________________________________________________________
dropout_103 (Dropout)           (None, 128, 128, 64) 0           conv2d_207[0][0]                 
__________________________________________________________________________________________________
activation_208 (Activation)     (None, 128, 128, 64) 0           dropout_103[0][0]                
__________________________________________________________________________________________________
conv2d_208 (Conv2D)             (None, 128, 128, 64) 36928       activation_208[0][0]             
__________________________________________________________________________________________________
add_103 (Add)                   (None, 128, 128, 64) 0           conv2d_208[0][0]                 
                                                                 add_102[0][0]                    
__________________________________________________________________________________________________
batch_normalization_105 (BatchN (None, 128, 128, 64) 256         add_103[0][0]                    
__________________________________________________________________________________________________
activation_209 (Activation)     (None, 128, 128, 64) 0           batch_normalization_105[0][0]    
__________________________________________________________________________________________________
conv2d_209 (Conv2D)             (None, 128, 128, 64) 36928       activation_209[0][0]             
__________________________________________________________________________________________________
dropout_104 (Dropout)           (None, 128, 128, 64) 0           conv2d_209[0][0]                 
__________________________________________________________________________________________________
activation_210 (Activation)     (None, 128, 128, 64) 0           dropout_104[0][0]                
__________________________________________________________________________________________________
conv2d_210 (Conv2D)             (None, 128, 128, 64) 36928       activation_210[0][0]             
__________________________________________________________________________________________________
add_104 (Add)                   (None, 128, 128, 64) 0           conv2d_210[0][0]                 
                                                                 add_103[0][0]                    
__________________________________________________________________________________________________
batch_normalization_106 (BatchN (None, 128, 128, 64) 256         add_104[0][0]                    
__________________________________________________________________________________________________
activation_211 (Activation)     (None, 128, 128, 64) 0           batch_normalization_106[0][0]    
__________________________________________________________________________________________________
conv2d_211 (Conv2D)             (None, 128, 128, 64) 36928       activation_211[0][0]             
__________________________________________________________________________________________________
dropout_105 (Dropout)           (None, 128, 128, 64) 0           conv2d_211[0][0]                 
__________________________________________________________________________________________________
activation_212 (Activation)     (None, 128, 128, 64) 0           dropout_105[0][0]                
__________________________________________________________________________________________________
conv2d_212 (Conv2D)             (None, 128, 128, 64) 36928       activation_212[0][0]             
__________________________________________________________________________________________________
add_105 (Add)                   (None, 128, 128, 64) 0           conv2d_212[0][0]                 
                                                                 add_104[0][0]                    
__________________________________________________________________________________________________
batch_normalization_107 (BatchN (None, 128, 128, 64) 256         add_105[0][0]                    
__________________________________________________________________________________________________
activation_213 (Activation)     (None, 128, 128, 64) 0           batch_normalization_107[0][0]    
__________________________________________________________________________________________________
conv2d_213 (Conv2D)             (None, 128, 128, 64) 36928       activation_213[0][0]             
__________________________________________________________________________________________________
dropout_106 (Dropout)           (None, 128, 128, 64) 0           conv2d_213[0][0]                 
__________________________________________________________________________________________________
activation_214 (Activation)     (None, 128, 128, 64) 0           dropout_106[0][0]                
__________________________________________________________________________________________________
conv2d_214 (Conv2D)             (None, 128, 128, 64) 36928       activation_214[0][0]             
__________________________________________________________________________________________________
add_106 (Add)                   (None, 128, 128, 64) 0           conv2d_214[0][0]                 
                                                                 add_105[0][0]                    
__________________________________________________________________________________________________
batch_normalization_108 (BatchN (None, 128, 128, 64) 256         add_106[0][0]                    
__________________________________________________________________________________________________
activation_215 (Activation)     (None, 128, 128, 64) 0           batch_normalization_108[0][0]    
__________________________________________________________________________________________________
conv2d_215 (Conv2D)             (None, 128, 128, 64) 36928       activation_215[0][0]             
__________________________________________________________________________________________________
dropout_107 (Dropout)           (None, 128, 128, 64) 0           conv2d_215[0][0]                 
__________________________________________________________________________________________________
activation_216 (Activation)     (None, 128, 128, 64) 0           dropout_107[0][0]                
__________________________________________________________________________________________________
conv2d_216 (Conv2D)             (None, 128, 128, 64) 36928       activation_216[0][0]             
__________________________________________________________________________________________________
add_107 (Add)                   (None, 128, 128, 64) 0           conv2d_216[0][0]                 
                                                                 add_106[0][0]                    
__________________________________________________________________________________________________
batch_normalization_109 (BatchN (None, 128, 128, 64) 256         add_107[0][0]                    
__________________________________________________________________________________________________
activation_217 (Activation)     (None, 128, 128, 64) 0           batch_normalization_109[0][0]    
__________________________________________________________________________________________________
conv2d_217 (Conv2D)             (None, 128, 128, 64) 36928       activation_217[0][0]             
__________________________________________________________________________________________________
dropout_108 (Dropout)           (None, 128, 128, 64) 0           conv2d_217[0][0]                 
__________________________________________________________________________________________________
activation_218 (Activation)     (None, 128, 128, 64) 0           dropout_108[0][0]                
__________________________________________________________________________________________________
conv2d_218 (Conv2D)             (None, 128, 128, 64) 36928       activation_218[0][0]             
__________________________________________________________________________________________________
add_108 (Add)                   (None, 128, 128, 64) 0           conv2d_218[0][0]                 
                                                                 add_107[0][0]                    
__________________________________________________________________________________________________
batch_normalization_110 (BatchN (None, 128, 128, 64) 256         add_108[0][0]                    
__________________________________________________________________________________________________
activation_219 (Activation)     (None, 128, 128, 64) 0           batch_normalization_110[0][0]    
__________________________________________________________________________________________________
conv2d_219 (Conv2D)             (None, 128, 128, 64) 36928       activation_219[0][0]             
__________________________________________________________________________________________________
dropout_109 (Dropout)           (None, 128, 128, 64) 0           conv2d_219[0][0]                 
__________________________________________________________________________________________________
activation_220 (Activation)     (None, 128, 128, 64) 0           dropout_109[0][0]                
__________________________________________________________________________________________________
conv2d_220 (Conv2D)             (None, 128, 128, 64) 36928       activation_220[0][0]             
__________________________________________________________________________________________________
add_109 (Add)                   (None, 128, 128, 64) 0           conv2d_220[0][0]                 
                                                                 add_108[0][0]                    
__________________________________________________________________________________________________
batch_normalization_111 (BatchN (None, 128, 128, 64) 256         add_109[0][0]                    
__________________________________________________________________________________________________
activation_221 (Activation)     (None, 128, 128, 64) 0           batch_normalization_111[0][0]    
__________________________________________________________________________________________________
conv2d_221 (Conv2D)             (None, 128, 128, 64) 36928       activation_221[0][0]             
__________________________________________________________________________________________________
dropout_110 (Dropout)           (None, 128, 128, 64) 0           conv2d_221[0][0]                 
__________________________________________________________________________________________________
activation_222 (Activation)     (None, 128, 128, 64) 0           dropout_110[0][0]                
__________________________________________________________________________________________________
conv2d_222 (Conv2D)             (None, 128, 128, 64) 36928       activation_222[0][0]             
__________________________________________________________________________________________________
add_110 (Add)                   (None, 128, 128, 64) 0           conv2d_222[0][0]                 
                                                                 add_109[0][0]                    
__________________________________________________________________________________________________
batch_normalization_112 (BatchN (None, 128, 128, 64) 256         add_110[0][0]                    
__________________________________________________________________________________________________
activation_223 (Activation)     (None, 128, 128, 64) 0           batch_normalization_112[0][0]    
__________________________________________________________________________________________________
conv2d_223 (Conv2D)             (None, 128, 128, 64) 36928       activation_223[0][0]             
__________________________________________________________________________________________________
dropout_111 (Dropout)           (None, 128, 128, 64) 0           conv2d_223[0][0]                 
__________________________________________________________________________________________________
activation_224 (Activation)     (None, 128, 128, 64) 0           dropout_111[0][0]                
__________________________________________________________________________________________________
conv2d_224 (Conv2D)             (None, 128, 128, 64) 36928       activation_224[0][0]             
__________________________________________________________________________________________________
add_111 (Add)                   (None, 128, 128, 64) 0           conv2d_224[0][0]                 
                                                                 add_110[0][0]                    
__________________________________________________________________________________________________
batch_normalization_113 (BatchN (None, 128, 128, 64) 256         add_111[0][0]                    
__________________________________________________________________________________________________
activation_225 (Activation)     (None, 128, 128, 64) 0           batch_normalization_113[0][0]    
__________________________________________________________________________________________________
conv2d_225 (Conv2D)             (None, 128, 128, 64) 36928       activation_225[0][0]             
__________________________________________________________________________________________________
dropout_112 (Dropout)           (None, 128, 128, 64) 0           conv2d_225[0][0]                 
__________________________________________________________________________________________________
activation_226 (Activation)     (None, 128, 128, 64) 0           dropout_112[0][0]                
__________________________________________________________________________________________________
conv2d_226 (Conv2D)             (None, 128, 128, 64) 36928       activation_226[0][0]             
__________________________________________________________________________________________________
add_112 (Add)                   (None, 128, 128, 64) 0           conv2d_226[0][0]                 
                                                                 add_111[0][0]                    
__________________________________________________________________________________________________
batch_normalization_114 (BatchN (None, 128, 128, 64) 256         add_112[0][0]                    
__________________________________________________________________________________________________
activation_227 (Activation)     (None, 128, 128, 64) 0           batch_normalization_114[0][0]    
__________________________________________________________________________________________________
conv2d_227 (Conv2D)             (None, 128, 128, 64) 36928       activation_227[0][0]             
__________________________________________________________________________________________________
dropout_113 (Dropout)           (None, 128, 128, 64) 0           conv2d_227[0][0]                 
__________________________________________________________________________________________________
activation_228 (Activation)     (None, 128, 128, 64) 0           dropout_113[0][0]                
__________________________________________________________________________________________________
conv2d_228 (Conv2D)             (None, 128, 128, 64) 36928       activation_228[0][0]             
__________________________________________________________________________________________________
add_113 (Add)                   (None, 128, 128, 64) 0           conv2d_228[0][0]                 
                                                                 add_112[0][0]                    
__________________________________________________________________________________________________
batch_normalization_115 (BatchN (None, 128, 128, 64) 256         add_113[0][0]                    
__________________________________________________________________________________________________
activation_229 (Activation)     (None, 128, 128, 64) 0           batch_normalization_115[0][0]    
__________________________________________________________________________________________________
conv2d_229 (Conv2D)             (None, 128, 128, 64) 36928       activation_229[0][0]             
__________________________________________________________________________________________________
dropout_114 (Dropout)           (None, 128, 128, 64) 0           conv2d_229[0][0]                 
__________________________________________________________________________________________________
activation_230 (Activation)     (None, 128, 128, 64) 0           dropout_114[0][0]                
__________________________________________________________________________________________________
conv2d_230 (Conv2D)             (None, 128, 128, 64) 36928       activation_230[0][0]             
__________________________________________________________________________________________________
add_114 (Add)                   (None, 128, 128, 64) 0           conv2d_230[0][0]                 
                                                                 add_113[0][0]                    
__________________________________________________________________________________________________
batch_normalization_116 (BatchN (None, 128, 128, 64) 256         add_114[0][0]                    
__________________________________________________________________________________________________
activation_231 (Activation)     (None, 128, 128, 64) 0           batch_normalization_116[0][0]    
__________________________________________________________________________________________________
conv2d_231 (Conv2D)             (None, 128, 128, 64) 36928       activation_231[0][0]             
__________________________________________________________________________________________________
dropout_115 (Dropout)           (None, 128, 128, 64) 0           conv2d_231[0][0]                 
__________________________________________________________________________________________________
activation_232 (Activation)     (None, 128, 128, 64) 0           dropout_115[0][0]                
__________________________________________________________________________________________________
conv2d_232 (Conv2D)             (None, 128, 128, 64) 36928       activation_232[0][0]             
__________________________________________________________________________________________________
add_115 (Add)                   (None, 128, 128, 64) 0           conv2d_232[0][0]                 
                                                                 add_114[0][0]                    
__________________________________________________________________________________________________
batch_normalization_117 (BatchN (None, 128, 128, 64) 256         add_115[0][0]                    
__________________________________________________________________________________________________
activation_233 (Activation)     (None, 128, 128, 64) 0           batch_normalization_117[0][0]    
__________________________________________________________________________________________________
conv2d_233 (Conv2D)             (None, 128, 128, 64) 36928       activation_233[0][0]             
__________________________________________________________________________________________________
dropout_116 (Dropout)           (None, 128, 128, 64) 0           conv2d_233[0][0]                 
__________________________________________________________________________________________________
activation_234 (Activation)     (None, 128, 128, 64) 0           dropout_116[0][0]                
__________________________________________________________________________________________________
conv2d_234 (Conv2D)             (None, 128, 128, 64) 36928       activation_234[0][0]             
__________________________________________________________________________________________________
add_116 (Add)                   (None, 128, 128, 64) 0           conv2d_234[0][0]                 
                                                                 add_115[0][0]                    
__________________________________________________________________________________________________
batch_normalization_118 (BatchN (None, 128, 128, 64) 256         add_116[0][0]                    
__________________________________________________________________________________________________
activation_235 (Activation)     (None, 128, 128, 64) 0           batch_normalization_118[0][0]    
__________________________________________________________________________________________________
conv2d_235 (Conv2D)             (None, 128, 128, 64) 36928       activation_235[0][0]             
__________________________________________________________________________________________________
dropout_117 (Dropout)           (None, 128, 128, 64) 0           conv2d_235[0][0]                 
__________________________________________________________________________________________________
activation_236 (Activation)     (None, 128, 128, 64) 0           dropout_117[0][0]                
__________________________________________________________________________________________________
conv2d_236 (Conv2D)             (None, 128, 128, 64) 36928       activation_236[0][0]             
__________________________________________________________________________________________________
add_117 (Add)                   (None, 128, 128, 64) 0           conv2d_236[0][0]                 
                                                                 add_116[0][0]                    
__________________________________________________________________________________________________
batch_normalization_119 (BatchN (None, 128, 128, 64) 256         add_117[0][0]                    
__________________________________________________________________________________________________
activation_237 (Activation)     (None, 128, 128, 64) 0           batch_normalization_119[0][0]    
__________________________________________________________________________________________________
conv2d_237 (Conv2D)             (None, 128, 128, 64) 36928       activation_237[0][0]             
__________________________________________________________________________________________________
dropout_118 (Dropout)           (None, 128, 128, 64) 0           conv2d_237[0][0]                 
__________________________________________________________________________________________________
activation_238 (Activation)     (None, 128, 128, 64) 0           dropout_118[0][0]                
__________________________________________________________________________________________________
conv2d_238 (Conv2D)             (None, 128, 128, 64) 36928       activation_238[0][0]             
__________________________________________________________________________________________________
add_118 (Add)                   (None, 128, 128, 64) 0           conv2d_238[0][0]                 
                                                                 add_117[0][0]                    
__________________________________________________________________________________________________
batch_normalization_120 (BatchN (None, 128, 128, 64) 256         add_118[0][0]                    
__________________________________________________________________________________________________
activation_239 (Activation)     (None, 128, 128, 64) 0           batch_normalization_120[0][0]    
__________________________________________________________________________________________________
conv2d_239 (Conv2D)             (None, 128, 128, 64) 36928       activation_239[0][0]             
__________________________________________________________________________________________________
dropout_119 (Dropout)           (None, 128, 128, 64) 0           conv2d_239[0][0]                 
__________________________________________________________________________________________________
activation_240 (Activation)     (None, 128, 128, 64) 0           dropout_119[0][0]                
__________________________________________________________________________________________________
conv2d_240 (Conv2D)             (None, 128, 128, 64) 36928       activation_240[0][0]             
__________________________________________________________________________________________________
add_119 (Add)                   (None, 128, 128, 64) 0           conv2d_240[0][0]                 
                                                                 add_118[0][0]                    
__________________________________________________________________________________________________
batch_normalization_121 (BatchN (None, 128, 128, 64) 256         add_119[0][0]                    
__________________________________________________________________________________________________
activation_241 (Activation)     (None, 128, 128, 64) 0           batch_normalization_121[0][0]    
__________________________________________________________________________________________________
conv2d_241 (Conv2D)             (None, 128, 128, 64) 36928       activation_241[0][0]             
__________________________________________________________________________________________________
dropout_120 (Dropout)           (None, 128, 128, 64) 0           conv2d_241[0][0]                 
__________________________________________________________________________________________________
activation_242 (Activation)     (None, 128, 128, 64) 0           dropout_120[0][0]                
__________________________________________________________________________________________________
conv2d_242 (Conv2D)             (None, 128, 128, 64) 36928       activation_242[0][0]             
__________________________________________________________________________________________________
add_120 (Add)                   (None, 128, 128, 64) 0           conv2d_242[0][0]                 
                                                                 add_119[0][0]                    
__________________________________________________________________________________________________
batch_normalization_122 (BatchN (None, 128, 128, 64) 256         add_120[0][0]                    
__________________________________________________________________________________________________
activation_243 (Activation)     (None, 128, 128, 64) 0           batch_normalization_122[0][0]    
__________________________________________________________________________________________________
conv2d_243 (Conv2D)             (None, 128, 128, 64) 36928       activation_243[0][0]             
__________________________________________________________________________________________________
dropout_121 (Dropout)           (None, 128, 128, 64) 0           conv2d_243[0][0]                 
__________________________________________________________________________________________________
activation_244 (Activation)     (None, 128, 128, 64) 0           dropout_121[0][0]                
__________________________________________________________________________________________________
conv2d_244 (Conv2D)             (None, 128, 128, 64) 36928       activation_244[0][0]             
__________________________________________________________________________________________________
add_121 (Add)                   (None, 128, 128, 64) 0           conv2d_244[0][0]                 
                                                                 add_120[0][0]                    
__________________________________________________________________________________________________
batch_normalization_123 (BatchN (None, 128, 128, 64) 256         add_121[0][0]                    
__________________________________________________________________________________________________
activation_245 (Activation)     (None, 128, 128, 64) 0           batch_normalization_123[0][0]    
__________________________________________________________________________________________________
conv2d_245 (Conv2D)             (None, 128, 128, 64) 36928       activation_245[0][0]             
__________________________________________________________________________________________________
dropout_122 (Dropout)           (None, 128, 128, 64) 0           conv2d_245[0][0]                 
__________________________________________________________________________________________________
activation_246 (Activation)     (None, 128, 128, 64) 0           dropout_122[0][0]                
__________________________________________________________________________________________________
conv2d_246 (Conv2D)             (None, 128, 128, 64) 36928       activation_246[0][0]             
__________________________________________________________________________________________________
add_122 (Add)                   (None, 128, 128, 64) 0           conv2d_246[0][0]                 
                                                                 add_121[0][0]                    
__________________________________________________________________________________________________
batch_normalization_124 (BatchN (None, 128, 128, 64) 256         add_122[0][0]                    
__________________________________________________________________________________________________
activation_247 (Activation)     (None, 128, 128, 64) 0           batch_normalization_124[0][0]    
__________________________________________________________________________________________________
conv2d_247 (Conv2D)             (None, 128, 128, 64) 36928       activation_247[0][0]             
__________________________________________________________________________________________________
dropout_123 (Dropout)           (None, 128, 128, 64) 0           conv2d_247[0][0]                 2020-04-29 08:15:46.332684: I tensorflow/stream_executor/platform/default/dso_loader.cc:44] Successfully opened dynamic library libcudnn.so.7

__________________________________________________________________________________________________
activation_248 (Activation)     (None, 128, 128, 64) 0           dropout_123[0][0]                
__________________________________________________________________________________________________
conv2d_248 (Conv2D)             (None, 128, 128, 64) 36928       activation_248[0][0]             
__________________________________________________________________________________________________
add_123 (Add)                   (None, 128, 128, 64) 0           conv2d_248[0][0]                 
                                                                 add_122[0][0]                    
__________________________________________________________________________________________________
batch_normalization_125 (BatchN (None, 128, 128, 64) 256         add_123[0][0]                    
__________________________________________________________________________________________________
activation_249 (Activation)     (None, 128, 128, 64) 0           batch_normalization_125[0][0]    
__________________________________________________________________________________________________
conv2d_249 (Conv2D)             (None, 128, 128, 64) 36928       activation_249[0][0]             
__________________________________________________________________________________________________
dropout_124 (Dropout)           (None, 128, 128, 64) 0           conv2d_249[0][0]                 
__________________________________________________________________________________________________
activation_250 (Activation)     (None, 128, 128, 64) 0           dropout_124[0][0]                
__________________________________________________________________________________________________
conv2d_250 (Conv2D)             (None, 128, 128, 64) 36928       activation_250[0][0]             
__________________________________________________________________________________________________
add_124 (Add)                   (None, 128, 128, 64) 0           conv2d_250[0][0]                 
                                                                 add_123[0][0]                    
__________________________________________________________________________________________________
batch_normalization_126 (BatchN (None, 128, 128, 64) 256         add_124[0][0]                    
__________________________________________________________________________________________________
activation_251 (Activation)     (None, 128, 128, 64) 0           batch_normalization_126[0][0]    
__________________________________________________________________________________________________
conv2d_251 (Conv2D)             (None, 128, 128, 64) 36928       activation_251[0][0]             
__________________________________________________________________________________________________
dropout_125 (Dropout)           (None, 128, 128, 64) 0           conv2d_251[0][0]                 
__________________________________________________________________________________________________
activation_252 (Activation)     (None, 128, 128, 64) 0           dropout_125[0][0]                
__________________________________________________________________________________________________
conv2d_252 (Conv2D)             (None, 128, 128, 64) 36928       activation_252[0][0]             
__________________________________________________________________________________________________
add_125 (Add)                   (None, 128, 128, 64) 0           conv2d_252[0][0]                 
                                                                 add_124[0][0]                    
__________________________________________________________________________________________________
batch_normalization_127 (BatchN (None, 128, 128, 64) 256         add_125[0][0]                    
__________________________________________________________________________________________________
activation_253 (Activation)     (None, 128, 128, 64) 0           batch_normalization_127[0][0]    
__________________________________________________________________________________________________
conv2d_253 (Conv2D)             (None, 128, 128, 64) 36928       activation_253[0][0]             
__________________________________________________________________________________________________
dropout_126 (Dropout)           (None, 128, 128, 64) 0           conv2d_253[0][0]                 
__________________________________________________________________________________________________
activation_254 (Activation)     (None, 128, 128, 64) 0           dropout_126[0][0]                
__________________________________________________________________________________________________
conv2d_254 (Conv2D)             (None, 128, 128, 64) 36928       activation_254[0][0]             
__________________________________________________________________________________________________
add_126 (Add)                   (None, 128, 128, 64) 0           conv2d_254[0][0]                 
                                                                 add_125[0][0]                    
__________________________________________________________________________________________________
batch_normalization_128 (BatchN (None, 128, 128, 64) 256         add_126[0][0]                    
__________________________________________________________________________________________________
activation_255 (Activation)     (None, 128, 128, 64) 0           batch_normalization_128[0][0]    
__________________________________________________________________________________________________
conv2d_255 (Conv2D)             (None, 128, 128, 64) 36928       activation_255[0][0]             
__________________________________________________________________________________________________
dropout_127 (Dropout)           (None, 128, 128, 64) 0           conv2d_255[0][0]                 
__________________________________________________________________________________________________
activation_256 (Activation)     (None, 128, 128, 64) 0           dropout_127[0][0]                
__________________________________________________________________________________________________
conv2d_256 (Conv2D)             (None, 128, 128, 64) 36928       activation_256[0][0]             
__________________________________________________________________________________________________
add_127 (Add)                   (None, 128, 128, 64) 0           conv2d_256[0][0]                 
                                                                 add_126[0][0]                    
__________________________________________________________________________________________________
batch_normalization_129 (BatchN (None, 128, 128, 64) 256         add_127[0][0]                    
__________________________________________________________________________________________________
activation_257 (Activation)     (None, 128, 128, 64) 0           batch_normalization_129[0][0]    
__________________________________________________________________________________________________
conv2d_257 (Conv2D)             (None, 128, 128, 34) 19618       activation_257[0][0]             
__________________________________________________________________________________________________
activation_258 (Activation)     (None, 128, 128, 34) 0           conv2d_257[0][0]                 
==================================================================================================
Total params: 9,510,150
Trainable params: 9,493,524
Non-trainable params: 16,626
__________________________________________________________________________________________________
None

Evaluate validation set..

Model params:
L 512
num_blocks 128
width 64
expected_n_channels 57


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100/100 [==============================] - 1016s 10s/step

MAE for 0 3aa0A lr_d8 = 9.47  mlr_d8 = 7.77  lr_d12 = 7.12  mlr_d12 = 6.43
MAE for 1 5cs0A lr_d8 = 7.36  mlr_d8 = 6.67  lr_d12 = 5.64  mlr_d12 = 5.16
MAE for 2 2z51A lr_d8 = 5.10  mlr_d8 = 4.40  lr_d12 = 3.75  mlr_d12 = 3.47
MAE for 3 3q64A lr_d8 = 2.99  mlr_d8 = 2.34  lr_d12 = 2.11  mlr_d12 = 1.91
MAE for 4 4p3aA lr_d8 = 4.01  mlr_d8 = 4.00  lr_d12 = 3.34  mlr_d12 = 3.32
MAE for 5 1nkzA lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = 6.03
MAE for 6 4d5tA lr_d8 = 11.48  mlr_d8 = 11.24  lr_d12 = 8.62  mlr_d12 = 8.31
MAE for 7 1jogA lr_d8 = 3.23  mlr_d8 = 2.99  lr_d12 = 2.49  mlr_d12 = 2.33
MAE for 8 4u89A lr_d8 = 10.27  mlr_d8 = 8.21  lr_d12 = 8.44  mlr_d12 = 7.22
MAE for 9 3wisA lr_d8 = 3.54  mlr_d8 = 3.51  lr_d12 = 3.71  mlr_d12 = 3.53
MAE for 10 1mkfA lr_d8 = 12.29  mlr_d8 = 11.81  lr_d12 = 9.49  mlr_d12 = 9.10
MAE for 11 1kaeA lr_d8 = 9.20  mlr_d8 = 8.40  lr_d12 = 8.22  mlr_d12 = 7.42
MAE for 12 4o8bA lr_d8 = 2.41  mlr_d8 = 3.34  lr_d12 = 2.51  mlr_d12 = 2.82
MAE for 13 2gfqA lr_d8 = 7.60  mlr_d8 = 7.18  lr_d12 = 6.95  mlr_d12 = 6.41
MAE for 14 4cmlA lr_d8 = 6.01  mlr_d8 = 5.38  lr_d12 = 6.02  mlr_d12 = 5.52
MAE for 15 1vrmA lr_d8 = 3.92  mlr_d8 = 3.74  lr_d12 = 3.78  mlr_d12 = 3.50
MAE for 16 4kwyA lr_d8 = 3.49  mlr_d8 = 3.23  lr_d12 = 3.62  mlr_d12 = 3.40
MAE for 17 2yfaA lr_d8 = 3.49  mlr_d8 = 3.11  lr_d12 = 3.09  mlr_d12 = 2.77
MAE for 18 1tnfA lr_d8 = 4.00  mlr_d8 = 3.99  lr_d12 = 3.72  mlr_d12 = 3.60
MAE for 19 3pivA lr_d8 = 4.66  mlr_d8 = 4.52  lr_d12 = 3.26  mlr_d12 = 3.14
MAE for 20 1nw1A lr_d8 = 6.63  mlr_d8 = 5.84  lr_d12 = 5.55  mlr_d12 = 5.10
MAE for 21 4ng0A lr_d8 = 8.38  mlr_d8 = 8.54  lr_d12 = 6.85  mlr_d12 = 7.06
MAE for 22 4qt9A lr_d8 = 8.32  mlr_d8 = 8.07  lr_d12 = 6.89  mlr_d12 = 6.63
MAE for 23 3no4A lr_d8 = 6.62  mlr_d8 = 6.69  lr_d12 = 5.88  mlr_d12 = 5.83
MAE for 24 3qd7X lr_d8 = 9.64  mlr_d8 = 8.24  lr_d12 = 8.19  mlr_d12 = 7.23
MAE for 25 3o4pA lr_d8 = 7.35  mlr_d8 = 5.33  lr_d12 = 5.41  mlr_d12 = 4.44
MAE for 26 3agnA lr_d8 = 6.93  mlr_d8 = 5.73  lr_d12 = 5.07  mlr_d12 = 4.53
MAE for 27 2yilA lr_d8 = 6.13  mlr_d8 = 5.21  lr_d12 = 5.21  mlr_d12 = 4.35
MAE for 28 4jivD lr_d8 = 9.15  mlr_d8 = 6.72  lr_d12 = 6.16  mlr_d12 = 5.04
MAE for 29 4fz4A lr_d8 = 12.39  mlr_d8 = 11.41  lr_d12 = 10.27  mlr_d12 = 9.25
MAE for 30 2g3vA lr_d8 = 16.93  mlr_d8 = 16.79  lr_d12 = 13.83  mlr_d12 = 13.37
MAE for 31 2o0qA lr_d8 = 3.50  mlr_d8 = 3.59  lr_d12 = 2.91  mlr_d12 = 3.02
MAE for 32 4levA lr_d8 = 13.04  mlr_d8 = 11.04  lr_d12 = 11.23  mlr_d12 = 9.98
MAE for 33 1t6t1 lr_d8 = 6.40  mlr_d8 = 5.26  lr_d12 = 5.83  mlr_d12 = 4.90
MAE for 34 2fzpA lr_d8 = 16.37  mlr_d8 = 14.72  lr_d12 = 13.34  mlr_d12 = 12.24
MAE for 35 1rj8A lr_d8 = 7.48  mlr_d8 = 6.98  lr_d12 = 6.72  mlr_d12 = 6.26
MAE for 36 2z7fI lr_d8 = 6.26  mlr_d8 = 5.82  lr_d12 = 4.55  mlr_d12 = 3.95
MAE for 37 1dx5I lr_d8 = 10.72  mlr_d8 = 6.80  lr_d12 = 8.65  mlr_d12 = 5.27
MAE for 38 2gsoA lr_d8 = 7.97  mlr_d8 = 8.07  lr_d12 = 7.26  mlr_d12 = 7.25
MAE for 39 4tshB lr_d8 = 11.20  mlr_d8 = 10.36  lr_d12 = 9.84  mlr_d12 = 9.13
MAE for 40 3vtoA lr_d8 = nan  mlr_d8 = 2.14  lr_d12 = 3.74  mlr_d12 = 1.72
MAE for 41 2p3yA lr_d8 = 10.52  mlr_d8 = 10.27  lr_d12 = 10.04  mlr_d12 = 9.73
MAE for 42 3pcvA lr_d8 = 2.37  mlr_d8 = 2.20  lr_d12 = 1.78  mlr_d12 = 1.67
MAE for 43 3kfoA lr_d8 = 13.43  mlr_d8 = 12.21  lr_d12 = 11.06  mlr_d12 = 9.92
MAE for 44 3v6iB lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = nan
MAE for 45 4htiA lr_d8 = 4.06  mlr_d8 = 3.82  lr_d12 = 3.09  mlr_d12 = 2.90
MAE for 46 2q0tA lr_d8 = 6.24  mlr_d8 = 5.67  lr_d12 = 5.05  mlr_d12 = 4.50
MAE for 47 4l3uA lr_d8 = 4.42  mlr_d8 = 4.23  lr_d12 = 3.50  mlr_d12 = 3.29
MAE for 48 4pt1A lr_d8 = 7.36  mlr_d8 = 6.02  lr_d12 = 5.87  mlr_d12 = 4.94
MAE for 49 3c1qA lr_d8 = 2.81  mlr_d8 = 2.25  lr_d12 = 2.15  mlr_d12 = 1.83
MAE for 50 1ux5A lr_d8 = 6.29  mlr_d8 = 6.45  lr_d12 = 4.89  mlr_d12 = 4.90
MAE for 51 1h9mA lr_d8 = 4.20  mlr_d8 = 3.39  lr_d12 = 4.96  mlr_d12 = 3.98
MAE for 52 3oufA lr_d8 = 10.34  mlr_d8 = 8.18  lr_d12 = 8.21  mlr_d12 = 6.45
MAE for 53 4rt5A lr_d8 = 2.43  mlr_d8 = 2.58  lr_d12 = 2.51  mlr_d12 = 2.35
MAE for 54 3njcA lr_d8 = 6.44  mlr_d8 = 5.53  lr_d12 = 5.67  mlr_d12 = 5.04
MAE for 55 2q73A lr_d8 = 2.32  mlr_d8 = 2.81  lr_d12 = 1.65  mlr_d12 = 2.18
MAE for 56 1yz1A lr_d8 = 4.80  mlr_d8 = 4.62  lr_d12 = 4.10  mlr_d12 = 3.99
MAE for 57 5c50B lr_d8 = 6.72  mlr_d8 = 6.24  lr_d12 = 6.42  mlr_d12 = 6.29
MAE for 58 3hnxA lr_d8 = 9.78  mlr_d8 = 5.99  lr_d12 = 7.12  mlr_d12 = 5.27
MAE for 59 1knyA lr_d8 = 6.28  mlr_d8 = 5.35  lr_d12 = 5.18  mlr_d12 = 4.53
MAE for 60 1tr8A lr_d8 = 4.93  mlr_d8 = 3.42  lr_d12 = 3.75  mlr_d12 = 2.65
MAE for 61 4qicB lr_d8 = nan  mlr_d8 = 15.30  lr_d12 = nan  mlr_d12 = 12.15
MAE for 62 3f1iS lr_d8 = 2.58  mlr_d8 = 1.97  lr_d12 = 1.80  mlr_d12 = 1.41
MAE for 63 2fyuI lr_d8 = 19.37  mlr_d8 = 17.11  lr_d12 = 16.44  mlr_d12 = 14.93
MAE for 64 4ic9A lr_d8 = 10.09  mlr_d8 = 9.31  lr_d12 = 8.38  mlr_d12 = 7.78
MAE for 65 3iruA lr_d8 = 5.73  mlr_d8 = 5.29  lr_d12 = 4.96  mlr_d12 = 4.54
MAE for 66 2xu8A lr_d8 = 14.24  mlr_d8 = 10.88  lr_d12 = 11.01  mlr_d12 = 9.73
MAE for 67 3g7lA lr_d8 = 2.94  mlr_d8 = 1.40  lr_d12 = 2.09  mlr_d12 = 1.70
MAE for 68 3hshA lr_d8 = 6.93  mlr_d8 = 3.33  lr_d12 = 4.54  mlr_d12 = 2.89
MAE for 69 1vq0A lr_d8 = 8.05  mlr_d8 = 6.67  lr_d12 = 6.76  mlr_d12 = 5.89
MAE for 70 4z04A lr_d8 = 2.63  mlr_d8 = 2.53  lr_d12 = 2.23  mlr_d12 = 2.14
MAE for 71 2huhA lr_d8 = 5.84  mlr_d8 = 5.02  lr_d12 = 5.23  mlr_d12 = 4.79
MAE for 72 4dh2B lr_d8 = 6.14  mlr_d8 = 5.34  lr_d12 = 3.96  mlr_d12 = 3.53
MAE for 73 2p9xA lr_d8 = 14.58  mlr_d8 = 11.96  lr_d12 = 11.45  mlr_d12 = 9.18
MAE for 74 1m9zA lr_d8 = 8.92  mlr_d8 = 7.81  lr_d12 = 6.98  mlr_d12 = 6.38
MAE for 75 2czrA lr_d8 = 11.98  mlr_d8 = 9.48  lr_d12 = 9.09  mlr_d12 = 7.68
MAE for 76 2bh1X lr_d8 = 1.88  mlr_d8 = 1.98  lr_d12 = 1.57  mlr_d12 = 1.58
MAE for 77 3ghfA lr_d8 = 5.62  mlr_d8 = 4.97  lr_d12 = 5.28  mlr_d12 = 4.59
MAE for 78 4ui1C lr_d8 = 4.82  mlr_d8 = 4.34  lr_d12 = 3.41  mlr_d12 = 3.06
MAE for 79 2otaA lr_d8 = nan  mlr_d8 = 2.09  lr_d12 = 1.26  mlr_d12 = 1.84
MAE for 80 1vk1A lr_d8 = 12.69  mlr_d8 = 11.96  lr_d12 = 10.76  mlr_d12 = 9.80
MAE for 81 1su1A lr_d8 = 4.65  mlr_d8 = 5.29  lr_d12 = 4.45  mlr_d12 = 4.69
MAE for 82 3sfvB lr_d8 = 14.81  mlr_d8 = 12.44  lr_d12 = 12.50  mlr_d12 = 10.75
MAE for 83 2f5tX lr_d8 = 12.54  mlr_d8 = 10.64  lr_d12 = 10.59  mlr_d12 = 9.32
MAE for 84 1xyiA lr_d8 = 8.36  mlr_d8 = 6.98  lr_d12 = 5.77  mlr_d12 = 4.90
MAE for 85 2okuA lr_d8 = 5.55  mlr_d8 = 5.02  lr_d12 = 4.33  mlr_d12 = 4.00
MAE for 86 2h5nA lr_d8 = 3.40  mlr_d8 = 3.23  lr_d12 = 2.66  mlr_d12 = 2.50
MAE for 87 1kptA lr_d8 = 4.22  mlr_d8 = 3.95  lr_d12 = 3.49  mlr_d12 = 3.29
MAE for 88 2qc5A lr_d8 = 4.59  mlr_d8 = 3.43  lr_d12 = 3.46  mlr_d12 = 2.69
MAE for 89 2hueC lr_d8 = 2.44  mlr_d8 = 1.70  lr_d12 = 2.28  mlr_d12 = 1.54
MAE for 90 2i5vO lr_d8 = 12.98  mlr_d8 = 7.58  lr_d12 = 8.46  mlr_d12 = 6.72
MAE for 91 2gs5A lr_d8 = 9.03  mlr_d8 = 8.22  lr_d12 = 8.45  mlr_d12 = 7.95
MAE for 92 4lmoA lr_d8 = 9.05  mlr_d8 = 8.47  lr_d12 = 7.82  mlr_d12 = 7.37
MAE for 93 4njcA lr_d8 = 5.16  mlr_d8 = 4.94  lr_d12 = 5.06  mlr_d12 = 4.33
MAE for 94 3ronA lr_d8 = 12.05  mlr_d8 = 10.35  lr_d12 = 10.27  mlr_d12 = 9.18
MAE for 95 3g1pA lr_d8 = 4.41  mlr_d8 = 3.83  lr_d12 = 3.50  mlr_d12 = 3.13
MAE for 96 4m8aA lr_d8 = 9.70  mlr_d8 = 7.78  lr_d12 = 6.86  mlr_d12 = 5.39
MAE for 97 3ajfA lr_d8 = 10.94  mlr_d8 = 10.15  lr_d12 = 8.14  mlr_d12 = 7.44
MAE for 98 1j8uA lr_d8 = 9.36  mlr_d8 = 8.17  lr_d12 = 7.42  mlr_d12 = 6.71
MAE for 99 4u65A lr_d8 = 5.73  mlr_d8 = 4.78  lr_d12 = 4.99  mlr_d12 = 4.40
Average MAE      : lr<8A = 7.4282  mlr<8A = 6.4906  lr<12A = 6.0200  mlr<12A = 5.4572

Precision for 0 - 3aa0A  top_L5_lr = 0.6852  top_L_lr = 0.3667  top_Nc_lr = 0.3849  top_L5_mlr = 0.7778  top_L_mlr = 0.5667  top_Nc_mlr = 0.4787 (total_true_lr = 252  total_true_mlr = 399)
Precision for 1 - 5cs0A  top_L5_lr = 0.4884  top_L_lr = 0.2140  top_Nc_lr = 0.2617  top_L5_mlr = 0.5116  top_L_mlr = 0.2651  top_Nc_mlr = 0.2632 (total_true_lr = 149  total_true_mlr = 190)
Precision for 2 - 2z51A  top_L5_lr = 0.6774  top_L_lr = 0.4156  top_Nc_lr = 0.4236  top_L5_mlr = 0.8387  top_L_mlr = 0.6494  top_Nc_mlr = 0.5090 (total_true_lr = 144  total_true_mlr = 222)
Precision for 3 - 3q64A  top_L5_lr = 0.9677  top_L_lr = 0.6968  top_Nc_lr = 0.6855  top_L5_mlr = 1.0000  top_L_mlr = 0.9226  top_Nc_mlr = 0.7319 (total_true_lr = 159  total_true_mlr = 276)
Precision for 4 - 4p3aA  top_L5_lr = 1.0000  top_L_lr = 0.6000  top_Nc_lr = 0.6230  top_L5_mlr = 0.8571  top_L_mlr = 0.6429  top_Nc_mlr = 0.5750 (total_true_lr = 61  total_true_mlr = 80)
Precision for 5 - 1nkzA  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 6 - 4d5tA  top_L5_lr = 0.2667  top_L_lr = 0.1656  top_Nc_lr = 0.1556  top_L5_mlr = 0.3000  top_L_mlr = 0.1788  top_Nc_mlr = 0.1688 (total_true_lr = 135  total_true_mlr = 160)
Precision for 7 - 1jogA  top_L5_lr = 0.5556  top_L_lr = 0.3852  top_Nc_lr = 0.3981  top_L5_mlr = 0.6667  top_L_mlr = 0.4444  top_Nc_mlr = 0.4470 (total_true_lr = 103  total_true_mlr = 132)
Precision for 8 - 4u89A  top_L5_lr = 0.7778  top_L_lr = 0.4044  top_Nc_lr = 0.3488  top_L5_mlr = 0.8000  top_L_mlr = 0.6444  top_Nc_mlr = 0.4711 (total_true_lr = 301  total_true_mlr = 433)
Precision for 9 - 3wisA  top_L5_lr = 1.0000  top_L_lr = 0.8056  top_Nc_lr = 0.6560  top_L5_mlr = 1.0000  top_L_mlr = 0.8500  top_Nc_mlr = 0.6458 (total_true_lr = 282  total_true_mlr = 319)
Precision for 10 - 1mkfA  top_L5_lr = 0.1081  top_L_lr = 0.1482  top_Nc_lr = 0.1162  top_L5_mlr = 0.2162  top_L_mlr = 0.1941  top_Nc_mlr = 0.1382 (total_true_lr = 714  total_true_mlr = 854)
Precision for 11 - 1kaeA  top_L5_lr = 0.8506  top_L_lr = 0.6037  top_Nc_lr = 0.4585  top_L5_mlr = 0.8736  top_L_mlr = 0.6820  top_Nc_mlr = 0.4749 (total_true_lr = 711  total_true_mlr = 857)
Precision for 12 - 4o8bA  top_L5_lr = 0.9000  top_L_lr = 0.4851  top_Nc_lr = 0.6981  top_L5_mlr = 0.9000  top_L_mlr = 0.5446  top_Nc_mlr = 0.6267 (total_true_lr = 53  total_true_mlr = 75)
Precision for 13 - 2gfqA  top_L5_lr = 0.9483  top_L_lr = 0.7292  top_Nc_lr = 0.5073  top_L5_mlr = 0.9655  top_L_mlr = 0.7118  top_Nc_mlr = 0.4915 (total_true_lr = 615  total_true_mlr = 708)
Precision for 14 - 4cmlA  top_L5_lr = 1.0000  top_L_lr = 0.7871  top_Nc_lr = 0.5900  top_L5_mlr = 1.0000  top_L_mlr = 0.8871  top_Nc_mlr = 0.6252 (total_true_lr = 578  total_true_mlr = 723)
Precision for 15 - 1vrmA  top_L5_lr = 0.9677  top_L_lr = 0.7605  top_Nc_lr = 0.6226  top_L5_mlr = 0.9677  top_L_mlr = 0.8414  top_Nc_mlr = 0.6276 (total_true_lr = 469  total_true_mlr = 623)
Precision for 16 - 4kwyA  top_L5_lr = 0.9630  top_L_lr = 0.7591  top_Nc_lr = 0.6798  top_L5_mlr = 0.9630  top_L_mlr = 0.8394  top_Nc_mlr = 0.6878 (total_true_lr = 178  total_true_mlr = 237)
Precision for 17 - 2yfaA  top_L5_lr = 0.9362  top_L_lr = 0.6441  top_Nc_lr = 0.6967  top_L5_mlr = 0.9574  top_L_mlr = 0.7585  top_Nc_mlr = 0.7197 (total_true_lr = 211  total_true_mlr = 264)
Precision for 18 - 1tnfA  top_L5_lr = 1.0000  top_L_lr = 0.8487  top_Nc_lr = 0.6263  top_L5_mlr = 1.0000  top_L_mlr = 0.8750  top_Nc_mlr = 0.6200 (total_true_lr = 289  total_true_mlr = 350)
Precision for 19 - 3pivA  top_L5_lr = 0.7742  top_L_lr = 0.4744  top_Nc_lr = 0.4416  top_L5_mlr = 0.7097  top_L_mlr = 0.4808  top_Nc_mlr = 0.4231 (total_true_lr = 197  total_true_mlr = 208)
Precision for 20 - 1nw1A  top_L5_lr = 0.9315  top_L_lr = 0.6137  top_Nc_lr = 0.5088  top_L5_mlr = 0.9863  top_L_mlr = 0.7068  top_Nc_mlr = 0.5494 (total_true_lr = 509  total_true_mlr = 648)
Precision for 21 - 4ng0A  top_L5_lr = 0.7895  top_L_lr = 0.5876  top_Nc_lr = 0.5285  top_L5_mlr = 0.8947  top_L_mlr = 0.7010  top_Nc_mlr = 0.5088 (total_true_lr = 123  total_true_mlr = 171)
Precision for 22 - 4qt9A  top_L5_lr = 0.7711  top_L_lr = 0.5386  top_Nc_lr = 0.4181  top_L5_mlr = 0.8072  top_L_mlr = 0.5870  top_Nc_mlr = 0.4251 (total_true_lr = 708  total_true_mlr = 868)
Precision for 23 - 3no4A  top_L5_lr = 0.9434  top_L_lr = 0.7121  top_Nc_lr = 0.5203  top_L5_mlr = 0.9434  top_L_mlr = 0.7462  top_Nc_mlr = 0.5084 (total_true_lr = 467  total_true_mlr = 535)
Precision for 24 - 3qd7X  top_L5_lr = 1.0000  top_L_lr = 0.5725  top_Nc_lr = 0.4365  top_L5_mlr = 1.0000  top_L_mlr = 0.7786  top_Nc_mlr = 0.5115 (total_true_lr = 181  total_true_mlr = 217)
Precision for 25 - 3o4pA  top_L5_lr = 0.9524  top_L_lr = 0.6242  top_Nc_lr = 0.4718  top_L5_mlr = 1.0000  top_L_mlr = 0.9013  top_Nc_mlr = 0.5918 (total_true_lr = 496  total_true_mlr = 806)
Precision for 26 - 3agnA  top_L5_lr = 0.9130  top_L_lr = 0.5351  top_Nc_lr = 0.4545  top_L5_mlr = 1.0000  top_L_mlr = 0.7193  top_Nc_mlr = 0.5399 (total_true_lr = 154  total_true_mlr = 213)
Precision for 27 - 2yilA  top_L5_lr = 1.0000  top_L_lr = 0.5802  top_Nc_lr = 0.5157  top_L5_mlr = 1.0000  top_L_mlr = 0.6794  top_Nc_mlr = 0.5474 (total_true_lr = 159  total_true_mlr = 232)
Precision for 28 - 4jivD  top_L5_lr = 0.8947  top_L_lr = 0.5054  top_Nc_lr = 0.4135  top_L5_mlr = 0.8947  top_L_mlr = 0.8280  top_Nc_mlr = 0.5604 (total_true_lr = 133  total_true_mlr = 207)
Precision for 29 - 4fz4A  top_L5_lr = 0.3548  top_L_lr = 0.1558  top_Nc_lr = 0.1691  top_L5_mlr = 0.5484  top_L_mlr = 0.2143  top_Nc_mlr = 0.2185 (total_true_lr = 136  total_true_mlr = 151)
Precision for 30 - 2g3vA  top_L5_lr = 0.1562  top_L_lr = 0.0311  top_Nc_lr = 0.0342  top_L5_mlr = 0.1250  top_L_mlr = 0.0373  top_Nc_mlr = 0.0385 (total_true_lr = 146  total_true_mlr = 156)
Precision for 31 - 2o0qA  top_L5_lr = 1.0000  top_L_lr = 0.7544  top_Nc_lr = 0.6374  top_L5_mlr = 1.0000  top_L_mlr = 0.7544  top_Nc_mlr = 0.6250 (total_true_lr = 171  total_true_mlr = 192)
Precision for 32 - 4levA  top_L5_lr = 0.6351  top_L_lr = 0.3035  top_Nc_lr = 0.2702  top_L5_mlr = 0.8784  top_L_mlr = 0.4770  top_Nc_mlr = 0.3664 (total_true_lr = 459  total_true_mlr = 595)
Precision for 33 - 1t6t1  top_L5_lr = 0.9545  top_L_lr = 0.4907  top_Nc_lr = 0.4690  top_L5_mlr = 1.0000  top_L_mlr = 0.7037  top_Nc_mlr = 0.5570 (total_true_lr = 113  total_true_mlr = 158)
Precision for 34 - 2fzpA  top_L5_lr = 0.2222  top_L_lr = 0.0746  top_Nc_lr = 0.0904  top_L5_mlr = 0.6296  top_L_mlr = 0.2388  top_Nc_mlr = 0.1674 (total_true_lr = 177  total_true_mlr = 215)
Precision for 35 - 1rj8A  top_L5_lr = 1.0000  top_L_lr = 0.7786  top_Nc_lr = 0.5315  top_L5_mlr = 1.0000  top_L_mlr = 0.8143  top_Nc_mlr = 0.5184 (total_true_lr = 286  total_true_mlr = 353)
Precision for 36 - 2z7fI  top_L5_lr = 0.4000  top_L_lr = 0.3800  top_Nc_lr = 0.3778  top_L5_mlr = 0.5000  top_L_mlr = 0.4800  top_Nc_mlr = 0.4028 (total_true_lr = 45  total_true_mlr = 72)
Precision for 37 - 1dx5I  top_L5_lr = 0.3750  top_L_lr = 0.1441  top_Nc_lr = 0.2619  top_L5_mlr = 0.7500  top_L_mlr = 0.3814  top_Nc_mlr = 0.3636 (total_true_lr = 42  total_true_mlr = 143)
Precision for 38 - 2gsoA  top_L5_lr = 0.9605  top_L_lr = 0.7723  top_Nc_lr = 0.5241  top_L5_mlr = 0.9737  top_L_mlr = 0.7775  top_Nc_mlr = 0.5011 (total_true_lr = 725  total_true_mlr = 888)
Precision for 39 - 4tshB  top_L5_lr = 0.8454  top_L_lr = 0.5381  top_Nc_lr = 0.4023  top_L5_mlr = 0.7216  top_L_mlr = 0.5278  top_Nc_mlr = 0.3978 (total_true_lr = 942  total_true_mlr = 1116)
Precision for 40 - 3vtoA  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.6500  top_L_mlr = 0.1818  top_Nc_mlr = 0.6667 (total_true_lr = 0  total_true_mlr = 18)
Precision for 41 - 2p3yA  top_L5_lr = 0.9348  top_L_lr = 0.6356  top_Nc_lr = 0.4530  top_L5_mlr = 0.9348  top_L_mlr = 0.6920  top_Nc_mlr = 0.4398 (total_true_lr = 777  total_true_mlr = 939)
Precision for 42 - 3pcvA  top_L5_lr = 1.0000  top_L_lr = 0.6027  top_Nc_lr = 0.7000  top_L5_mlr = 1.0000  top_L_mlr = 0.7260  top_Nc_mlr = 0.7181 (total_true_lr = 120  total_true_mlr = 149)
Precision for 43 - 3kfoA  top_L5_lr = 0.3721  top_L_lr = 0.2441  top_Nc_lr = 0.2325  top_L5_mlr = 0.6279  top_L_mlr = 0.3239  top_Nc_mlr = 0.2809 (total_true_lr = 228  total_true_mlr = 267)
Precision for 44 - 3v6iB  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 45 - 4htiA  top_L5_lr = 0.6667  top_L_lr = 0.5909  top_Nc_lr = 0.5794  top_L5_mlr = 0.7222  top_L_mlr = 0.6477  top_Nc_mlr = 0.5725 (total_true_lr = 107  total_true_mlr = 138)
Precision for 46 - 2q0tA  top_L5_lr = 0.7308  top_L_lr = 0.4264  top_Nc_lr = 0.4360  top_L5_mlr = 0.7308  top_L_mlr = 0.4806  top_Nc_mlr = 0.4621 (total_true_lr = 250  total_true_mlr = 290)
Precision for 47 - 4l3uA  top_L5_lr = 0.9200  top_L_lr = 0.4878  top_Nc_lr = 0.5354  top_L5_mlr = 0.9200  top_L_mlr = 0.5528  top_Nc_mlr = 0.5397 (total_true_lr = 99  total_true_mlr = 126)
Precision for 48 - 4pt1A  top_L5_lr = 0.8846  top_L_lr = 0.4574  top_Nc_lr = 0.4957  top_L5_mlr = 1.0000  top_L_mlr = 0.6279  top_Nc_mlr = 0.5506 (total_true_lr = 115  total_true_mlr = 158)
Precision for 49 - 3c1qA  top_L5_lr = 1.0000  top_L_lr = 0.4087  top_Nc_lr = 0.6452  top_L5_mlr = 1.0000  top_L_mlr = 0.6783  top_Nc_mlr = 0.7156 (total_true_lr = 62  total_true_mlr = 109)
Precision for 50 - 1ux5A  top_L5_lr = 0.8659  top_L_lr = 0.4623  top_Nc_lr = 0.4906  top_L5_mlr = 0.8659  top_L_mlr = 0.4720  top_Nc_mlr = 0.4697 (total_true_lr = 373  total_true_mlr = 413)
Precision for 51 - 1h9mA  top_L5_lr = 1.0000  top_L_lr = 0.9078  top_Nc_lr = 0.7080  top_L5_mlr = 1.0000  top_L_mlr = 0.9716  top_Nc_mlr = 0.7675 (total_true_lr = 226  total_true_mlr = 314)
Precision for 52 - 3oufA  top_L5_lr = 0.3684  top_L_lr = 0.2366  top_Nc_lr = 0.2800  top_L5_mlr = 0.4737  top_L_mlr = 0.3118  top_Nc_mlr = 0.3699 (total_true_lr = 50  total_true_mlr = 73)
Precision for 53 - 4rt5A  top_L5_lr = 1.0000  top_L_lr = 0.7723  top_Nc_lr = 0.7714  top_L5_mlr = 1.0000  top_L_mlr = 0.8416  top_Nc_mlr = 0.7438 (total_true_lr = 105  total_true_mlr = 160)
Precision for 54 - 3njcA  top_L5_lr = 0.8710  top_L_lr = 0.5033  top_Nc_lr = 0.5352  top_L5_mlr = 0.7419  top_L_mlr = 0.6209  top_Nc_mlr = 0.5521 (total_true_lr = 142  total_true_mlr = 192)
Precision for 55 - 2q73A  top_L5_lr = 1.0000  top_L_lr = 0.5111  top_Nc_lr = 0.7455  top_L5_mlr = 1.0000  top_L_mlr = 0.5667  top_Nc_mlr = 0.6714 (total_true_lr = 55  total_true_mlr = 70)
Precision for 56 - 1yz1A  top_L5_lr = 1.0000  top_L_lr = 0.6918  top_Nc_lr = 0.6138  top_L5_mlr = 0.9310  top_L_mlr = 0.8151  top_Nc_mlr = 0.6076 (total_true_lr = 189  total_true_mlr = 237)
Precision for 57 - 5c50B  top_L5_lr = 1.0000  top_L_lr = 0.6649  top_Nc_lr = 0.5000  top_L5_mlr = 1.0000  top_L_mlr = 0.7730  top_Nc_mlr = 0.5401 (total_true_lr = 288  total_true_mlr = 337)
Precision for 58 - 3hnxA  top_L5_lr = 0.7727  top_L_lr = 0.4352  top_Nc_lr = 0.4536  top_L5_mlr = 1.0000  top_L_mlr = 0.7963  top_Nc_mlr = 0.6270 (total_true_lr = 97  total_true_mlr = 185)
Precision for 59 - 1knyA  top_L5_lr = 0.8039  top_L_lr = 0.5415  top_Nc_lr = 0.5125  top_L5_mlr = 0.9216  top_L_mlr = 0.6877  top_Nc_mlr = 0.5610 (total_true_lr = 279  total_true_mlr = 385)
Precision for 60 - 1tr8A  top_L5_lr = 0.9444  top_L_lr = 0.4565  top_Nc_lr = 0.6875  top_L5_mlr = 0.9444  top_L_mlr = 0.7609  top_Nc_mlr = 0.7300 (total_true_lr = 48  total_true_mlr = 100)
Precision for 61 - 4qicB  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.0000  top_L_mlr = 0.0000  top_Nc_mlr = 0.0000 (total_true_lr = 0  total_true_mlr = 3)
Precision for 62 - 3f1iS  top_L5_lr = 0.6667  top_L_lr = 0.1818  top_Nc_lr = 0.7143  top_L5_mlr = 0.9333  top_L_mlr = 0.3117  top_Nc_mlr = 0.7500 (total_true_lr = 14  total_true_mlr = 24)
Precision for 63 - 2fyuI  top_L5_lr = 0.0000  top_L_lr = 0.0000  top_Nc_lr = 0.0000  top_L5_mlr = 0.0000  top_L_mlr = 0.0000  top_Nc_mlr = 0.0000 (total_true_lr = 10  total_true_mlr = 23)
Precision for 64 - 4ic9A  top_L5_lr = 0.4231  top_L_lr = 0.2538  top_Nc_lr = 0.2872  top_L5_mlr = 0.6154  top_L_mlr = 0.3385  top_Nc_mlr = 0.3147 (total_true_lr = 94  total_true_mlr = 143)
Precision for 65 - 3iruA  top_L5_lr = 0.9818  top_L_lr = 0.7428  top_Nc_lr = 0.5801  top_L5_mlr = 0.9818  top_L_mlr = 0.8188  top_Nc_mlr = 0.5959 (total_true_lr = 443  total_true_mlr = 532)
Precision for 66 - 2xu8A  top_L5_lr = 0.3043  top_L_lr = 0.0948  top_Nc_lr = 0.1410  top_L5_mlr = 0.9130  top_L_mlr = 0.3190  top_Nc_mlr = 0.2721 (total_true_lr = 78  total_true_mlr = 136)
Precision for 67 - 3g7lA  top_L5_lr = 0.5455  top_L_lr = 0.2182  top_Nc_lr = 0.5714  top_L5_mlr = 1.0000  top_L_mlr = 0.8182  top_Nc_mlr = 0.8214 (total_true_lr = 14  total_true_mlr = 56)
Precision for 68 - 3hshA  top_L5_lr = 0.0000  top_L_lr = 0.0179  top_Nc_lr = 0.0000  top_L5_mlr = 0.7273  top_L_mlr = 0.5893  top_Nc_mlr = 0.6000 (total_true_lr = 2  total_true_mlr = 60)
Precision for 69 - 1vq0A  top_L5_lr = 0.9655  top_L_lr = 0.6000  top_Nc_lr = 0.4903  top_L5_mlr = 0.9655  top_L_mlr = 0.7414  top_Nc_mlr = 0.5623 (total_true_lr = 414  total_true_mlr = 562)
Precision for 70 - 4z04A  top_L5_lr = 1.0000  top_L_lr = 0.7419  top_Nc_lr = 0.6516  top_L5_mlr = 1.0000  top_L_mlr = 0.8790  top_Nc_mlr = 0.6579 (total_true_lr = 155  total_true_mlr = 228)
Precision for 71 - 2huhA  top_L5_lr = 1.0000  top_L_lr = 0.7211  top_Nc_lr = 0.5605  top_L5_mlr = 1.0000  top_L_mlr = 0.7687  top_Nc_mlr = 0.6102 (total_true_lr = 223  total_true_mlr = 295)
Precision for 72 - 4dh2B  top_L5_lr = 1.0000  top_L_lr = 0.4722  top_Nc_lr = 0.5079  top_L5_mlr = 1.0000  top_L_mlr = 0.5694  top_Nc_mlr = 0.5625 (total_true_lr = 63  total_true_mlr = 80)
Precision for 73 - 2p9xA  top_L5_lr = 0.3000  top_L_lr = 0.1327  top_Nc_lr = 0.1905  top_L5_mlr = 0.5500  top_L_mlr = 0.2449  top_Nc_mlr = 0.2444 (total_true_lr = 63  total_true_mlr = 90)
Precision for 74 - 1m9zA  top_L5_lr = 0.9048  top_L_lr = 0.4381  top_Nc_lr = 0.3476  top_L5_mlr = 1.0000  top_L_mlr = 0.6000  top_Nc_mlr = 0.4310 (total_true_lr = 164  total_true_mlr = 239)
Precision for 75 - 2czrA  top_L5_lr = 0.5556  top_L_lr = 0.1947  top_Nc_lr = 0.2222  top_L5_mlr = 0.7333  top_L_mlr = 0.3894  top_Nc_mlr = 0.3012 (total_true_lr = 189  total_true_mlr = 342)
Precision for 76 - 2bh1X  top_L5_lr = 0.9286  top_L_lr = 0.5735  top_Nc_lr = 0.7255  top_L5_mlr = 0.9286  top_L_mlr = 0.8235  top_Nc_mlr = 0.7093 (total_true_lr = 51  total_true_mlr = 86)
Precision for 77 - 3ghfA  top_L5_lr = 0.7500  top_L_lr = 0.4700  top_Nc_lr = 0.4476  top_L5_mlr = 0.9000  top_L_mlr = 0.5400  top_Nc_mlr = 0.4841 (total_true_lr = 105  total_true_mlr = 126)
Precision for 78 - 4ui1C  top_L5_lr = 0.7143  top_L_lr = 0.4583  top_Nc_lr = 0.5000  top_L5_mlr = 0.8571  top_L_mlr = 0.5139  top_Nc_mlr = 0.5195 (total_true_lr = 60  total_true_mlr = 77)
Precision for 79 - 2otaA  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.2308  top_L_mlr = 0.0746  top_Nc_mlr = 0.2000 (total_true_lr = 0  total_true_mlr = 5)
Precision for 80 - 1vk1A  top_L5_lr = 0.5870  top_L_lr = 0.4052  top_Nc_lr = 0.3166  top_L5_mlr = 0.6087  top_L_mlr = 0.4440  top_Nc_mlr = 0.3247 (total_true_lr = 398  total_true_mlr = 462)
Precision for 81 - 1su1A  top_L5_lr = 1.0000  top_L_lr = 0.7065  top_Nc_lr = 0.6000  top_L5_mlr = 0.9730  top_L_mlr = 0.7935  top_Nc_mlr = 0.5697 (total_true_lr = 270  total_true_mlr = 423)
Precision for 82 - 3sfvB  top_L5_lr = 0.3971  top_L_lr = 0.1433  top_Nc_lr = 0.2000  top_L5_mlr = 0.4559  top_L_mlr = 0.2515  top_Nc_mlr = 0.2522 (total_true_lr = 205  total_true_mlr = 341)
Precision for 83 - 2f5tX  top_L5_lr = 0.8511  top_L_lr = 0.4249  top_Nc_lr = 0.2895  top_L5_mlr = 0.8511  top_L_mlr = 0.5794  top_Nc_mlr = 0.3826 (total_true_lr = 373  total_true_mlr = 507)
Precision for 84 - 1xyiA  top_L5_lr = 0.0769  top_L_lr = 0.0909  top_Nc_lr = 0.0811  top_L5_mlr = 0.6154  top_L_mlr = 0.3333  top_Nc_mlr = 0.3205 (total_true_lr = 37  total_true_mlr = 78)
Precision for 85 - 2okuA  top_L5_lr = 0.6250  top_L_lr = 0.4754  top_Nc_lr = 0.4786  top_L5_mlr = 0.7083  top_L_mlr = 0.5656  top_Nc_mlr = 0.5000 (total_true_lr = 117  total_true_mlr = 142)
Precision for 86 - 2h5nA  top_L5_lr = 0.8846  top_L_lr = 0.5000  top_Nc_lr = 0.5038  top_L5_mlr = 0.8462  top_L_mlr = 0.5152  top_Nc_mlr = 0.5000 (total_true_lr = 131  total_true_mlr = 148)
Precision for 87 - 1kptA  top_L5_lr = 0.4286  top_L_lr = 0.4952  top_Nc_lr = 0.4286  top_L5_mlr = 0.4286  top_L_mlr = 0.5524  top_Nc_mlr = 0.4541 (total_true_lr = 175  total_true_mlr = 229)
Precision for 88 - 2qc5A  top_L5_lr = 1.0000  top_L_lr = 0.7282  top_Nc_lr = 0.6364  top_L5_mlr = 1.0000  top_L_mlr = 0.9362  top_Nc_mlr = 0.7055 (total_true_lr = 374  total_true_mlr = 686)
Precision for 89 - 2hueC  top_L5_lr = 0.4375  top_L_lr = 0.1463  top_Nc_lr = 0.5000  top_L5_mlr = 0.8750  top_L_mlr = 0.3537  top_Nc_mlr = 0.5676 (total_true_lr = 14  total_true_mlr = 37)
Precision for 90 - 2i5vO  top_L5_lr = 0.0204  top_L_lr = 0.0691  top_Nc_lr = 0.0312  top_L5_mlr = 0.9388  top_L_mlr = 0.5813  top_Nc_mlr = 0.4430 (total_true_lr = 96  total_true_mlr = 386)
Precision for 91 - 2gs5A  top_L5_lr = 0.9487  top_L_lr = 0.6062  top_Nc_lr = 0.4634  top_L5_mlr = 1.0000  top_L_mlr = 0.7098  top_Nc_mlr = 0.5026 (total_true_lr = 287  total_true_mlr = 390)
Precision for 92 - 4lmoA  top_L5_lr = 0.7000  top_L_lr = 0.3785  top_Nc_lr = 0.4043  top_L5_mlr = 0.7800  top_L_mlr = 0.4622  top_Nc_mlr = 0.4175 (total_true_lr = 230  total_true_mlr = 285)
Precision for 93 - 4njcA  top_L5_lr = 1.0000  top_L_lr = 0.7000  top_Nc_lr = 0.6825  top_L5_mlr = 1.0000  top_L_mlr = 0.8333  top_Nc_mlr = 0.6778 (total_true_lr = 63  total_true_mlr = 90)
Precision for 94 - 3ronA  top_L5_lr = 0.8750  top_L_lr = 0.5721  top_Nc_lr = 0.3978  top_L5_mlr = 0.9750  top_L_mlr = 0.7512  top_Nc_mlr = 0.4574 (total_true_lr = 357  total_true_mlr = 446)
Precision for 95 - 3g1pA  top_L5_lr = 0.9800  top_L_lr = 0.7349  top_Nc_lr = 0.5721  top_L5_mlr = 1.0000  top_L_mlr = 0.8635  top_Nc_mlr = 0.6175 (total_true_lr = 402  total_true_mlr = 570)
Precision for 96 - 4m8aA  top_L5_lr = 0.3077  top_L_lr = 0.2537  top_Nc_lr = 0.2778  top_L5_mlr = 0.7692  top_L_mlr = 0.3284  top_Nc_mlr = 0.2824 (total_true_lr = 54  total_true_mlr = 85)
Precision for 97 - 3ajfA  top_L5_lr = 0.1667  top_L_lr = 0.0870  top_Nc_lr = 0.0862  top_L5_mlr = 0.2778  top_L_mlr = 0.1196  top_Nc_mlr = 0.1250 (total_true_lr = 58  total_true_mlr = 80)
Precision for 98 - 1j8uA  top_L5_lr = 0.8033  top_L_lr = 0.4788  top_Nc_lr = 0.4113  top_L5_mlr = 0.8361  top_L_mlr = 0.5570  top_Nc_mlr = 0.4299 (total_true_lr = 423  total_true_mlr = 535)
Precision for 99 - 4u65A  top_L5_lr = 0.8462  top_L_lr = 0.5496  top_Nc_lr = 0.5338  top_L5_mlr = 1.0000  top_L_mlr = 0.6947  top_Nc_mlr = 0.5926 (total_true_lr = 148  total_true_mlr = 189)
Average Precision: top_L5_lr = 73.77  top_L_lr = 47.24  top_Nc_lr = 44.86  top_L5_mlr = 80.43  top_L_mlr = 58.03  top_Nc_mlr = 48.06

Evaluate test set..

Model params:
L 512
num_blocks 128
width 64
expected_n_channels 57


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150/150 [==============================] - 887s 6s/step

MAE for 0 1a3aA lr_d8 = 3.61  mlr_d8 = 3.26  lr_d12 = 3.01  mlr_d12 = 2.77
MAE for 1 1a6mA lr_d8 = 2.24  mlr_d8 = 2.31  lr_d12 = 2.05  mlr_d12 = 2.09
MAE for 2 1a70A lr_d8 = 3.44  mlr_d8 = 3.50  lr_d12 = 4.09  mlr_d12 = 4.04
MAE for 3 1aapA lr_d8 = 6.07  mlr_d8 = 4.99  lr_d12 = 5.04  mlr_d12 = 4.16
MAE for 4 1abaA lr_d8 = 2.10  mlr_d8 = 2.49  lr_d12 = 2.15  mlr_d12 = 2.35
MAE for 5 1ag6A lr_d8 = 4.63  mlr_d8 = 4.60  lr_d12 = 4.09  mlr_d12 = 4.23
MAE for 6 1aoeA lr_d8 = 4.15  mlr_d8 = 3.91  lr_d12 = 3.68  mlr_d12 = 3.55
MAE for 7 1atlA lr_d8 = 6.37  mlr_d8 = 6.09  lr_d12 = 5.76  mlr_d12 = 5.35
MAE for 8 1atzA lr_d8 = 1.87  mlr_d8 = 2.14  lr_d12 = 1.82  mlr_d12 = 1.94
MAE for 9 1avsA lr_d8 = 4.17  mlr_d8 = 3.45  lr_d12 = 2.53  mlr_d12 = 2.21
MAE for 10 1bdoA lr_d8 = 2.78  mlr_d8 = 2.27  lr_d12 = 2.74  mlr_d12 = 2.42
MAE for 11 1bebA lr_d8 = 7.19  mlr_d8 = 5.36  lr_d12 = 5.72  mlr_d12 = 4.79
MAE for 12 1behA lr_d8 = 6.70  mlr_d8 = 6.40  lr_d12 = 5.84  mlr_d12 = 5.65
MAE for 13 1bkrA lr_d8 = 4.28  mlr_d8 = 3.70  lr_d12 = 3.39  mlr_d12 = 2.89
MAE for 14 1brfA lr_d8 = 2.62  mlr_d8 = 3.00  lr_d12 = 2.10  mlr_d12 = 2.35
MAE for 15 1bsgA lr_d8 = 4.67  mlr_d8 = 4.26  lr_d12 = 3.92  mlr_d12 = 3.69
MAE for 16 1c44A lr_d8 = 6.92  mlr_d8 = 6.15  lr_d12 = 5.77  mlr_d12 = 5.15
MAE for 17 1c52A lr_d8 = 7.87  mlr_d8 = 7.00  lr_d12 = 6.17  mlr_d12 = 5.69
MAE for 18 1c9oA lr_d8 = 3.91  mlr_d8 = 3.23  lr_d12 = 3.52  mlr_d12 = 3.16
MAE for 19 1cc8A lr_d8 = 1.52  mlr_d8 = 1.85  lr_d12 = 1.38  mlr_d12 = 1.56
MAE for 20 1chdA lr_d8 = 3.28  mlr_d8 = 2.94  lr_d12 = 2.77  mlr_d12 = 2.48
MAE for 21 1cjwA lr_d8 = 5.57  mlr_d8 = 4.81  lr_d12 = 4.40  mlr_d12 = 3.96
MAE for 22 1ckeA lr_d8 = 3.83  mlr_d8 = 3.51  lr_d12 = 3.22  mlr_d12 = 2.84
MAE for 23 1ctfA lr_d8 = 1.47  mlr_d8 = 1.68  lr_d12 = 1.86  mlr_d12 = 2.01
MAE for 24 1cxyA lr_d8 = 4.43  mlr_d8 = 4.16  lr_d12 = 3.94  mlr_d12 = 3.46
MAE for 25 1cznA lr_d8 = 3.56  mlr_d8 = 3.70  lr_d12 = 2.94  mlr_d12 = 2.97
MAE for 26 1d0qA lr_d8 = 3.34  mlr_d8 = 3.05  lr_d12 = 2.45  mlr_d12 = 2.41
MAE for 27 1d1qA lr_d8 = 2.94  mlr_d8 = 2.84  lr_d12 = 2.41  mlr_d12 = 2.33
MAE for 28 1d4oA lr_d8 = 5.24  mlr_d8 = 5.42  lr_d12 = 4.33  mlr_d12 = 4.39
MAE for 29 1dbxA lr_d8 = 3.95  mlr_d8 = 3.55  lr_d12 = 3.27  mlr_d12 = 3.03
MAE for 30 1dixA lr_d8 = 9.83  mlr_d8 = 8.76  lr_d12 = 8.32  mlr_d12 = 7.40
MAE for 31 1dlwA lr_d8 = 2.87  mlr_d8 = 2.74  lr_d12 = 2.10  mlr_d12 = 2.02
MAE for 32 1dmgA lr_d8 = 6.14  mlr_d8 = 5.71  lr_d12 = 6.05  mlr_d12 = 5.57
MAE for 33 1dqgA lr_d8 = 16.66  mlr_d8 = 12.98  lr_d12 = 13.79  mlr_d12 = 11.13
MAE for 34 1dsxA lr_d8 = 5.84  mlr_d8 = 5.37  lr_d12 = 4.85  mlr_d12 = 4.41
MAE for 35 1eazA lr_d8 = 3.35  mlr_d8 = 2.21  lr_d12 = 2.50  mlr_d12 = 2.07
MAE for 36 1ej0A lr_d8 = 2.93  mlr_d8 = 2.89  lr_d12 = 2.52  mlr_d12 = 2.46
MAE for 37 1ej8A lr_d8 = 7.74  mlr_d8 = 7.42  lr_d12 = 6.47  mlr_d12 = 6.44
MAE for 38 1ek0A lr_d8 = 2.50  mlr_d8 = 2.56  lr_d12 = 2.16  mlr_d12 = 2.16
MAE for 39 1f6bA lr_d8 = 4.24  mlr_d8 = 4.68  lr_d12 = 4.21  mlr_d12 = 4.31
MAE for 40 1fcyA lr_d8 = 11.70  mlr_d8 = 10.80  lr_d12 = 9.29  mlr_d12 = 8.49
MAE for 41 1fk5A lr_d8 = 8.12  mlr_d8 = 7.54  lr_d12 = 6.27  mlr_d12 = 5.67
MAE for 42 1fl0A lr_d8 = 7.18  mlr_d8 = 6.37  lr_d12 = 5.92  mlr_d12 = 5.30
MAE for 43 1fnaA lr_d8 = 3.34  mlr_d8 = 2.91  lr_d12 = 2.74  mlr_d12 = 2.52
MAE for 44 1fqtA lr_d8 = 3.28  mlr_d8 = 3.34  lr_d12 = 2.95  mlr_d12 = 2.63
MAE for 45 1fvgA lr_d8 = 4.45  mlr_d8 = 4.16  lr_d12 = 3.62  mlr_d12 = 3.41
MAE for 46 1fvkA lr_d8 = 5.58  mlr_d8 = 5.44  lr_d12 = 5.20  mlr_d12 = 4.97
MAE for 47 1fx2A lr_d8 = 4.06  mlr_d8 = 3.55  lr_d12 = 3.37  mlr_d12 = 2.95
MAE for 48 1g2rA lr_d8 = 4.22  mlr_d8 = 3.94  lr_d12 = 3.63  mlr_d12 = 3.30
MAE for 49 1g9oA lr_d8 = 2.31  mlr_d8 = 2.12  lr_d12 = 2.58  mlr_d12 = 2.35
MAE for 50 1gbsA lr_d8 = 11.37  mlr_d8 = 9.57  lr_d12 = 8.96  mlr_d12 = 7.66
MAE for 51 1gmiA lr_d8 = 3.35  mlr_d8 = 3.07  lr_d12 = 3.22  mlr_d12 = 2.97
MAE for 52 1gmxA lr_d8 = 4.06  mlr_d8 = 3.53  lr_d12 = 3.08  mlr_d12 = 2.78
MAE for 53 1guuA lr_d8 = 2.66  mlr_d8 = 2.35  lr_d12 = 1.87  mlr_d12 = 1.70
MAE for 54 1gz2A lr_d8 = 4.49  mlr_d8 = 4.32  lr_d12 = 3.97  mlr_d12 = 3.73
MAE for 55 1gzcA lr_d8 = 5.43  mlr_d8 = 5.52  lr_d12 = 5.31  mlr_d12 = 5.28
MAE for 56 1h0pA lr_d8 = 4.47  mlr_d8 = 4.09  lr_d12 = 4.18  mlr_d12 = 3.84
MAE for 57 1h2eA lr_d8 = 3.15  mlr_d8 = 2.91  lr_d12 = 3.00  mlr_d12 = 2.76
MAE for 58 1h4xA lr_d8 = 3.18  mlr_d8 = 3.14  lr_d12 = 3.57  mlr_d12 = 3.32
MAE for 59 1h98A lr_d8 = 9.26  mlr_d8 = 8.24  lr_d12 = 8.12  mlr_d12 = 6.66
MAE for 60 1hdoA lr_d8 = 2.94  mlr_d8 = 2.80  lr_d12 = 2.22  mlr_d12 = 2.19
MAE for 61 1hfcA lr_d8 = 7.51  mlr_d8 = 6.86  lr_d12 = 6.53  mlr_d12 = 5.84
MAE for 62 1hh8A lr_d8 = 9.30  mlr_d8 = 6.64  lr_d12 = 7.54  mlr_d12 = 5.77
MAE for 63 1htwA lr_d8 = 2.52  mlr_d8 = 2.84  lr_d12 = 2.16  mlr_d12 = 2.46
MAE for 64 1hxnA lr_d8 = 12.51  mlr_d8 = 9.52  lr_d12 = 10.31  mlr_d12 = 8.17
MAE for 65 1i1jA lr_d8 = 10.48  mlr_d8 = 7.90  lr_d12 = 8.82  mlr_d12 = 7.48
MAE for 66 1i1nA lr_d8 = 5.15  mlr_d8 = 4.35  lr_d12 = 4.14  mlr_d12 = 3.73
MAE for 67 1i4jA lr_d8 = 2.01  mlr_d8 = 2.00  lr_d12 = 2.07  mlr_d12 = 1.98
MAE for 68 1i58A lr_d8 = 3.41  mlr_d8 = 3.20  lr_d12 = 2.74  mlr_d12 = 2.60
MAE for 69 1i5gA lr_d8 = 5.45  mlr_d8 = 5.81  lr_d12 = 4.32  mlr_d12 = 4.50
MAE for 70 1i71A lr_d8 = 5.05  mlr_d8 = 5.10  lr_d12 = 3.78  mlr_d12 = 4.11
MAE for 71 1ihzA lr_d8 = 4.63  mlr_d8 = 3.84  lr_d12 = 3.99  mlr_d12 = 3.44
MAE for 72 1iibA lr_d8 = 1.81  mlr_d8 = 1.77  lr_d12 = 1.57  mlr_d12 = 1.50
MAE for 73 1im5A lr_d8 = 4.36  mlr_d8 = 4.56  lr_d12 = 3.88  mlr_d12 = 3.95
MAE for 74 1iwdA lr_d8 = 4.67  mlr_d8 = 4.31  lr_d12 = 3.69  mlr_d12 = 3.58
MAE for 75 1j3aA lr_d8 = 6.80  mlr_d8 = 6.52  lr_d12 = 6.09  mlr_d12 = 5.62
MAE for 76 1jbeA lr_d8 = 1.55  mlr_d8 = 1.46  lr_d12 = 1.46  mlr_d12 = 1.36
MAE for 77 1jbkA lr_d8 = 4.46  mlr_d8 = 4.43  lr_d12 = 4.16  mlr_d12 = 4.10
MAE for 78 1jfuA lr_d8 = 6.01  mlr_d8 = 5.65  lr_d12 = 4.94  mlr_d12 = 4.56
MAE for 79 1jfxA lr_d8 = 4.09  mlr_d8 = 3.71  lr_d12 = 3.73  mlr_d12 = 3.45
MAE for 80 1jkxA lr_d8 = 3.43  mlr_d8 = 2.85  lr_d12 = 2.94  mlr_d12 = 2.56
MAE for 81 1jl1A lr_d8 = 3.58  mlr_d8 = 3.16  lr_d12 = 3.38  mlr_d12 = 3.08
MAE for 82 1jo0A lr_d8 = 4.45  mlr_d8 = 3.97  lr_d12 = 3.76  mlr_d12 = 3.31
MAE for 83 1jo8A lr_d8 = 3.65  mlr_d8 = 2.21  lr_d12 = 3.47  mlr_d12 = 2.47
MAE for 84 1josA lr_d8 = 2.40  mlr_d8 = 2.13  lr_d12 = 2.49  mlr_d12 = 2.21
MAE for 85 1jvwA lr_d8 = 4.39  mlr_d8 = 3.86  lr_d12 = 4.20  mlr_d12 = 3.83
MAE for 86 1jwqA lr_d8 = 2.16  mlr_d8 = 2.19  lr_d12 = 2.12  mlr_d12 = 2.10
MAE for 87 1jyhA lr_d8 = 2.18  mlr_d8 = 2.10  lr_d12 = 2.88  mlr_d12 = 2.69
MAE for 88 1k6kA lr_d8 = 2.85  mlr_d8 = 2.63  lr_d12 = 2.09  mlr_d12 = 1.94
MAE for 89 1k7cA lr_d8 = 5.63  mlr_d8 = 6.30  lr_d12 = 5.14  mlr_d12 = 5.39
MAE for 90 1k7jA lr_d8 = 3.19  mlr_d8 = 3.10  lr_d12 = 2.81  mlr_d12 = 2.72
MAE for 91 1kidA lr_d8 = 5.17  mlr_d8 = 4.87  lr_d12 = 4.57  mlr_d12 = 4.21
MAE for 92 1kq6A lr_d8 = 8.77  mlr_d8 = 6.64  lr_d12 = 6.73  mlr_d12 = 5.69
MAE for 93 1kqrA lr_d8 = 10.81  mlr_d8 = 9.15  lr_d12 = 8.37  mlr_d12 = 7.42
MAE for 94 1ktgA lr_d8 = 4.45  mlr_d8 = 4.23  lr_d12 = 3.86  mlr_d12 = 3.63
MAE for 95 1ku3A lr_d8 = 6.68  mlr_d8 = 5.41  lr_d12 = 5.54  mlr_d12 = 4.02
MAE for 96 1kw4A lr_d8 = 7.83  mlr_d8 = 6.16  lr_d12 = 6.98  mlr_d12 = 5.05
MAE for 97 1lm4A lr_d8 = 7.52  mlr_d8 = 6.67  lr_d12 = 6.01  mlr_d12 = 5.57
MAE for 98 1lo7A lr_d8 = 2.38  mlr_d8 = 2.04  lr_d12 = 2.20  mlr_d12 = 2.02
MAE for 99 1lpyA lr_d8 = 4.08  mlr_d8 = 4.43  lr_d12 = 3.33  mlr_d12 = 3.62
MAE for 100 1m4jA lr_d8 = 5.06  mlr_d8 = 4.54  lr_d12 = 4.24  mlr_d12 = 3.97
MAE for 101 1m8aA lr_d8 = 5.02  mlr_d8 = 3.49  lr_d12 = 3.36  mlr_d12 = 2.85
MAE for 102 1mk0A lr_d8 = 5.41  mlr_d8 = 5.51  lr_d12 = 4.55  mlr_d12 = 4.69
MAE for 103 1mugA lr_d8 = 4.14  mlr_d8 = 4.60  lr_d12 = 3.78  mlr_d12 = 4.10
MAE for 104 1nb9A lr_d8 = 4.99  mlr_d8 = 4.16  lr_d12 = 4.51  mlr_d12 = 4.04
MAE for 105 1ne2A lr_d8 = 9.28  mlr_d8 = 8.27  lr_d12 = 7.07  mlr_d12 = 6.52
MAE for 106 1npsA lr_d8 = 5.84  mlr_d8 = 5.22  lr_d12 = 5.23  mlr_d12 = 4.58
MAE for 107 1nrvA lr_d8 = 7.57  mlr_d8 = 5.84  lr_d12 = 5.76  mlr_d12 = 4.59
MAE for 108 1ny1A lr_d8 = 6.24  mlr_d8 = 5.88  lr_d12 = 5.52  mlr_d12 = 5.14
MAE for 109 1o1zA lr_d8 = 2.59  mlr_d8 = 2.43  lr_d12 = 2.50  mlr_d12 = 2.31
MAE for 110 1p90A lr_d8 = 4.65  mlr_d8 = 3.95  lr_d12 = 3.66  mlr_d12 = 3.29
MAE for 111 1pchA lr_d8 = 2.23  mlr_d8 = 2.30  lr_d12 = 1.92  mlr_d12 = 1.91
MAE for 112 1pkoA lr_d8 = 4.19  mlr_d8 = 3.90  lr_d12 = 3.73  mlr_d12 = 3.53
MAE for 113 1qf9A lr_d8 = 3.54  mlr_d8 = 3.38  lr_d12 = 3.03  mlr_d12 = 2.84
MAE for 114 1qjpA lr_d8 = 5.62  mlr_d8 = 3.43  lr_d12 = 4.76  mlr_d12 = 3.75
MAE for 115 1ql0A lr_d8 = 9.79  mlr_d8 = 8.61  lr_d12 = 7.98  mlr_d12 = 7.32
MAE for 116 1r26A lr_d8 = 2.46  mlr_d8 = 2.32  lr_d12 = 1.98  mlr_d12 = 1.93
MAE for 117 1roaA lr_d8 = 4.03  mlr_d8 = 3.22  lr_d12 = 3.84  mlr_d12 = 3.35
MAE for 118 1rw1A lr_d8 = 2.03  mlr_d8 = 1.99  lr_d12 = 1.86  mlr_d12 = 1.82
MAE for 119 1rw7A lr_d8 = 4.19  mlr_d8 = 4.13  lr_d12 = 3.85  mlr_d12 = 3.70
MAE for 120 1rybA lr_d8 = 2.32  mlr_d8 = 2.48  lr_d12 = 2.29  mlr_d12 = 2.37
MAE for 121 1smxA lr_d8 = 4.31  mlr_d8 = 4.11  lr_d12 = 4.05  mlr_d12 = 3.64
MAE for 122 1svyA lr_d8 = 5.91  mlr_d8 = 4.93  lr_d12 = 5.08  mlr_d12 = 4.21
MAE for 123 1t8kA lr_d8 = 1.77  mlr_d8 = 2.28  lr_d12 = 1.53  mlr_d12 = 1.75
MAE for 124 1tifA lr_d8 = 4.81  mlr_d8 = 3.46  lr_d12 = 3.98  mlr_d12 = 3.09
MAE for 125 1tqgA lr_d8 = 1.58  mlr_d8 = 1.41  lr_d12 = 1.19  mlr_d12 = 1.08
MAE for 126 1tqhA lr_d8 = 4.40  mlr_d8 = 4.17  lr_d12 = 3.86  mlr_d12 = 3.69
MAE for 127 1tzvA lr_d8 = 2.63  mlr_d8 = 2.34  lr_d12 = 1.85  mlr_d12 = 1.66
MAE for 128 1vfyA lr_d8 = 3.56  mlr_d8 = 3.61  lr_d12 = 2.91  mlr_d12 = 2.82
MAE for 129 1vhuA lr_d8 = 2.84  mlr_d8 = 2.90  lr_d12 = 2.63  mlr_d12 = 2.55
MAE for 130 1vjkA lr_d8 = 2.28  mlr_d8 = 2.46  lr_d12 = 2.27  mlr_d12 = 2.68
MAE for 131 1vmbA lr_d8 = 1.87  mlr_d8 = 1.70  lr_d12 = 1.87  mlr_d12 = 1.76
MAE for 132 1vp6A lr_d8 = 2.81  mlr_d8 = 2.60  lr_d12 = 3.35  mlr_d12 = 2.94
MAE for 133 1w0hA lr_d8 = 4.66  mlr_d8 = 4.02  lr_d12 = 3.68  mlr_d12 = 3.29
MAE for 134 1whiA lr_d8 = 6.82  mlr_d8 = 5.24  lr_d12 = 5.80  mlr_d12 = 4.84
MAE for 135 1wjxA lr_d8 = 4.40  mlr_d8 = 3.60  lr_d12 = 3.88  mlr_d12 = 3.44
MAE for 136 1wkcA lr_d8 = 2.87  mlr_d8 = 2.80  lr_d12 = 2.35  mlr_d12 = 2.34
MAE for 137 1xdzA lr_d8 = 4.13  mlr_d8 = 3.66  lr_d12 = 3.63  mlr_d12 = 3.29
MAE for 138 1xffA lr_d8 = 3.11  mlr_d8 = 2.88  lr_d12 = 2.81  mlr_d12 = 2.55
MAE for 139 1xkrA lr_d8 = 7.04  mlr_d8 = 6.08  lr_d12 = 6.61  mlr_d12 = 5.97
MAE for 140 2arcA lr_d8 = 8.26  mlr_d8 = 7.69  lr_d12 = 8.26  mlr_d12 = 7.52
MAE for 141 2cuaA lr_d8 = 5.46  mlr_d8 = 4.49  lr_d12 = 5.25  mlr_d12 = 4.37
MAE for 142 2hs1A lr_d8 = 10.41  mlr_d8 = 9.44  lr_d12 = 9.99  mlr_d12 = 8.88
MAE for 143 2mhrA lr_d8 = 4.55  mlr_d8 = 4.10  lr_d12 = 3.08  mlr_d12 = 2.88
MAE for 144 2phyA lr_d8 = 11.60  mlr_d8 = 8.31  lr_d12 = 8.59  mlr_d12 = 7.05
MAE for 145 2tpsA lr_d8 = 4.06  mlr_d8 = 3.24  lr_d12 = 3.96  mlr_d12 = 3.33
MAE for 146 2vxnA lr_d8 = 2.95  mlr_d8 = 2.89  lr_d12 = 2.48  mlr_d12 = 2.40
MAE for 147 3borA lr_d8 = 2.64  mlr_d8 = 2.79  lr_d12 = 2.38  mlr_d12 = 2.43
MAE for 148 3dqgA lr_d8 = 4.92  mlr_d8 = 4.30  lr_d12 = 4.47  mlr_d12 = 4.05
MAE for 149 5ptpA lr_d8 = 3.87  mlr_d8 = 3.31  lr_d12 = 3.21  mlr_d12 = 2.90
Average MAE      : lr<8A = 4.8302  mlr<8A = 4.3317  lr<12A = 4.1439  mlr<12A = 3.7738

Precision for 0 - 1a3aA  top_L5_lr = 0.9655  top_L_lr = 0.7655  top_Nc_lr = 0.6201  top_L5_mlr = 0.9655  top_L_mlr = 0.8621  top_Nc_mlr = 0.6537 (total_true_lr = 229  total_true_mlr = 283)
Precision for 1 - 1a6mA  top_L5_lr = 0.9667  top_L_lr = 0.7483  top_Nc_lr = 0.7434  top_L5_mlr = 1.0000  top_L_mlr = 0.7881  top_Nc_mlr = 0.7486 (total_true_lr = 152  total_true_mlr = 175)
Precision for 2 - 1a70A  top_L5_lr = 1.0000  top_L_lr = 0.7526  top_Nc_lr = 0.6744  top_L5_mlr = 1.0000  top_L_mlr = 0.8454  top_Nc_mlr = 0.6684 (total_true_lr = 129  total_true_mlr = 190)
Precision for 3 - 1aapA  top_L5_lr = 0.8182  top_L_lr = 0.5536  top_Nc_lr = 0.5614  top_L5_mlr = 0.9091  top_L_mlr = 0.7857  top_Nc_mlr = 0.6238 (total_true_lr = 57  total_true_mlr = 101)
Precision for 4 - 1abaA  top_L5_lr = 1.0000  top_L_lr = 0.7586  top_Nc_lr = 0.7975  top_L5_mlr = 1.0000  top_L_mlr = 0.8046  top_Nc_mlr = 0.7379 (total_true_lr = 79  total_true_mlr = 103)
Precision for 5 - 1ag6A  top_L5_lr = 1.0000  top_L_lr = 0.7374  top_Nc_lr = 0.5988  top_L5_mlr = 1.0000  top_L_mlr = 0.7980  top_Nc_mlr = 0.6010 (total_true_lr = 162  total_true_mlr = 208)
Precision for 6 - 1aoeA  top_L5_lr = 0.8421  top_L_lr = 0.6406  top_Nc_lr = 0.5409  top_L5_mlr = 0.8684  top_L_mlr = 0.7135  top_Nc_mlr = 0.5480 (total_true_lr = 281  total_true_mlr = 354)
Precision for 7 - 1atlA  top_L5_lr = 0.9750  top_L_lr = 0.6800  top_Nc_lr = 0.5625  top_L5_mlr = 1.0000  top_L_mlr = 0.7350  top_Nc_mlr = 0.5542 (total_true_lr = 320  total_true_mlr = 406)
Precision for 8 - 1atzA  top_L5_lr = 1.0000  top_L_lr = 0.7467  top_Nc_lr = 0.7971  top_L5_mlr = 1.0000  top_L_mlr = 0.8267  top_Nc_mlr = 0.7292 (total_true_lr = 69  total_true_mlr = 96)
Precision for 9 - 1avsA  top_L5_lr = 0.8750  top_L_lr = 0.3333  top_Nc_lr = 0.5526  top_L5_mlr = 0.9375  top_L_mlr = 0.5062  top_Nc_mlr = 0.6000 (total_true_lr = 38  total_true_mlr = 60)
Precision for 10 - 1bdoA  top_L5_lr = 1.0000  top_L_lr = 0.9000  top_Nc_lr = 0.7391  top_L5_mlr = 1.0000  top_L_mlr = 0.9500  top_Nc_mlr = 0.7545 (total_true_lr = 115  total_true_mlr = 167)
Precision for 11 - 1bebA  top_L5_lr = 0.9677  top_L_lr = 0.4936  top_Nc_lr = 0.4242  top_L5_mlr = 0.9677  top_L_mlr = 0.7756  top_Nc_mlr = 0.5482 (total_true_lr = 198  total_true_mlr = 301)
Precision for 12 - 1behA  top_L5_lr = 0.9730  top_L_lr = 0.7283  top_Nc_lr = 0.5192  top_L5_mlr = 1.0000  top_L_mlr = 0.8207  top_Nc_mlr = 0.5419 (total_true_lr = 364  total_true_mlr = 430)
Precision for 13 - 1bkrA  top_L5_lr = 0.8636  top_L_lr = 0.5000  top_Nc_lr = 0.5632  top_L5_mlr = 0.9545  top_L_mlr = 0.6759  top_Nc_mlr = 0.6124 (total_true_lr = 87  total_true_mlr = 129)
Precision for 14 - 1brfA  top_L5_lr = 1.0000  top_L_lr = 0.6226  top_Nc_lr = 0.7317  top_L5_mlr = 1.0000  top_L_mlr = 0.7358  top_Nc_mlr = 0.6833 (total_true_lr = 41  total_true_mlr = 60)
Precision for 15 - 1bsgA  top_L5_lr = 0.9623  top_L_lr = 0.7331  top_Nc_lr = 0.5936  top_L5_mlr = 0.9811  top_L_mlr = 0.8308  top_Nc_mlr = 0.6123 (total_true_lr = 438  total_true_mlr = 570)
Precision for 16 - 1c44A  top_L5_lr = 0.8400  top_L_lr = 0.6423  top_Nc_lr = 0.5060  top_L5_mlr = 1.0000  top_L_mlr = 0.7561  top_Nc_mlr = 0.5333 (total_true_lr = 166  total_true_mlr = 210)
Precision for 17 - 1c52A  top_L5_lr = 0.7692  top_L_lr = 0.4198  top_Nc_lr = 0.3875  top_L5_mlr = 0.8077  top_L_mlr = 0.5496  top_Nc_mlr = 0.4264 (total_true_lr = 160  total_true_mlr = 197)
Precision for 18 - 1c9oA  top_L5_lr = 1.0000  top_L_lr = 0.7576  top_Nc_lr = 0.7571  top_L5_mlr = 1.0000  top_L_mlr = 0.8485  top_Nc_mlr = 0.7281 (total_true_lr = 70  total_true_mlr = 114)
Precision for 19 - 1cc8A  top_L5_lr = 1.0000  top_L_lr = 0.9167  top_Nc_lr = 0.8409  top_L5_mlr = 1.0000  top_L_mlr = 0.8333  top_Nc_mlr = 0.7632 (total_true_lr = 88  total_true_mlr = 114)
Precision for 20 - 1chdA  top_L5_lr = 0.9750  top_L_lr = 0.8939  top_Nc_lr = 0.7019  top_L5_mlr = 0.9750  top_L_mlr = 0.9495  top_Nc_mlr = 0.7160 (total_true_lr = 416  total_true_mlr = 507)
Precision for 21 - 1cjwA  top_L5_lr = 0.9394  top_L_lr = 0.6386  top_Nc_lr = 0.5092  top_L5_mlr = 1.0000  top_L_mlr = 0.7711  top_Nc_mlr = 0.5686 (total_true_lr = 218  total_true_mlr = 306)
Precision for 22 - 1ckeA  top_L5_lr = 1.0000  top_L_lr = 0.7736  top_Nc_lr = 0.6498  top_L5_mlr = 1.0000  top_L_mlr = 0.8066  top_Nc_mlr = 0.6578 (total_true_lr = 297  total_true_mlr = 339)
Precision for 23 - 1ctfA  top_L5_lr = 1.0000  top_L_lr = 0.9118  top_Nc_lr = 0.8588  top_L5_mlr = 1.0000  top_L_mlr = 0.9559  top_Nc_mlr = 0.8381 (total_true_lr = 85  total_true_mlr = 105)
Precision for 24 - 1cxyA  top_L5_lr = 1.0000  top_L_lr = 0.7037  top_Nc_lr = 0.6905  top_L5_mlr = 0.9375  top_L_mlr = 0.7407  top_Nc_mlr = 0.6535 (total_true_lr = 84  total_true_mlr = 101)
Precision for 25 - 1cznA  top_L5_lr = 1.0000  top_L_lr = 0.8994  top_Nc_lr = 0.6487  top_L5_mlr = 1.0000  top_L_mlr = 0.8935  top_Nc_mlr = 0.6236 (total_true_lr = 316  total_true_mlr = 364)
Precision for 26 - 1d0qA  top_L5_lr = 0.9500  top_L_lr = 0.4608  top_Nc_lr = 0.6212  top_L5_mlr = 0.9500  top_L_mlr = 0.7157  top_Nc_mlr = 0.6638 (total_true_lr = 66  total_true_mlr = 116)
Precision for 27 - 1d1qA  top_L5_lr = 1.0000  top_L_lr = 0.8491  top_Nc_lr = 0.6732  top_L5_mlr = 1.0000  top_L_mlr = 0.8679  top_Nc_mlr = 0.6959 (total_true_lr = 257  total_true_mlr = 319)
Precision for 28 - 1d4oA  top_L5_lr = 0.9714  top_L_lr = 0.7514  top_Nc_lr = 0.5491  top_L5_mlr = 0.9714  top_L_mlr = 0.7401  top_Nc_mlr = 0.5204 (total_true_lr = 326  total_true_mlr = 367)
Precision for 29 - 1dbxA  top_L5_lr = 1.0000  top_L_lr = 0.8421  top_Nc_lr = 0.6889  top_L5_mlr = 1.0000  top_L_mlr = 0.9079  top_Nc_mlr = 0.7143 (total_true_lr = 270  total_true_mlr = 336)
Precision for 30 - 1dixA  top_L5_lr = 0.8571  top_L_lr = 0.5673  top_Nc_lr = 0.4238  top_L5_mlr = 0.9286  top_L_mlr = 0.6538  top_Nc_mlr = 0.4684 (total_true_lr = 328  total_true_mlr = 380)
Precision for 31 - 1dlwA  top_L5_lr = 1.0000  top_L_lr = 0.6810  top_Nc_lr = 0.6981  top_L5_mlr = 1.0000  top_L_mlr = 0.7500  top_Nc_mlr = 0.7120 (total_true_lr = 106  total_true_mlr = 125)
Precision for 32 - 1dmgA  top_L5_lr = 1.0000  top_L_lr = 0.7151  top_Nc_lr = 0.6067  top_L5_mlr = 1.0000  top_L_mlr = 0.8023  top_Nc_mlr = 0.6081 (total_true_lr = 239  total_true_mlr = 296)
Precision for 33 - 1dqgA  top_L5_lr = 0.0741  top_L_lr = 0.0896  top_Nc_lr = 0.0915  top_L5_mlr = 0.8889  top_L_mlr = 0.3806  top_Nc_mlr = 0.2530 (total_true_lr = 164  total_true_mlr = 249)
Precision for 34 - 1dsxA  top_L5_lr = 0.7647  top_L_lr = 0.4713  top_Nc_lr = 0.5217  top_L5_mlr = 0.9412  top_L_mlr = 0.5172  top_Nc_mlr = 0.5000 (total_true_lr = 69  total_true_mlr = 96)
Precision for 35 - 1eazA  top_L5_lr = 0.8571  top_L_lr = 0.4951  top_Nc_lr = 0.5942  top_L5_mlr = 1.0000  top_L_mlr = 0.8738  top_Nc_mlr = 0.7342 (total_true_lr = 69  total_true_mlr = 158)
Precision for 36 - 1ej0A  top_L5_lr = 0.9722  top_L_lr = 0.7556  top_Nc_lr = 0.6525  top_L5_mlr = 1.0000  top_L_mlr = 0.8667  top_Nc_mlr = 0.6640 (total_true_lr = 259  total_true_mlr = 375)
Precision for 37 - 1ej8A  top_L5_lr = 0.6786  top_L_lr = 0.5929  top_Nc_lr = 0.4504  top_L5_mlr = 0.8214  top_L_mlr = 0.7643  top_Nc_mlr = 0.4848 (total_true_lr = 242  total_true_mlr = 328)
Precision for 38 - 1ek0A  top_L5_lr = 1.0000  top_L_lr = 0.8810  top_Nc_lr = 0.7270  top_L5_mlr = 1.0000  top_L_mlr = 0.8988  top_Nc_mlr = 0.7164 (total_true_lr = 282  total_true_mlr = 342)
Precision for 39 - 1f6bA  top_L5_lr = 0.8857  top_L_lr = 0.7102  top_Nc_lr = 0.6000  top_L5_mlr = 0.8857  top_L_mlr = 0.7159  top_Nc_mlr = 0.5581 (total_true_lr = 260  total_true_mlr = 310)
Precision for 40 - 1fcyA  top_L5_lr = 0.8723  top_L_lr = 0.4068  top_Nc_lr = 0.3529  top_L5_mlr = 0.8298  top_L_mlr = 0.4831  top_Nc_mlr = 0.3834 (total_true_lr = 289  total_true_mlr = 326)
Precision for 41 - 1fk5A  top_L5_lr = 0.7368  top_L_lr = 0.4301  top_Nc_lr = 0.4000  top_L5_mlr = 0.7368  top_L_mlr = 0.4409  top_Nc_mlr = 0.4050 (total_true_lr = 100  total_true_mlr = 121)
Precision for 42 - 1fl0A  top_L5_lr = 0.9697  top_L_lr = 0.6402  top_Nc_lr = 0.4836  top_L5_mlr = 1.0000  top_L_mlr = 0.7683  top_Nc_mlr = 0.4986 (total_true_lr = 275  total_true_mlr = 351)
Precision for 43 - 1fnaA  top_L5_lr = 1.0000  top_L_lr = 0.7692  top_Nc_lr = 0.6480  top_L5_mlr = 1.0000  top_L_mlr = 0.8022  top_Nc_mlr = 0.6590 (total_true_lr = 125  total_true_mlr = 173)
Precision for 44 - 1fqtA  top_L5_lr = 0.9091  top_L_lr = 0.7523  top_Nc_lr = 0.7387  top_L5_mlr = 0.9545  top_L_mlr = 0.8807  top_Nc_mlr = 0.6816 (total_true_lr = 111  total_true_mlr = 201)
Precision for 45 - 1fvgA  top_L5_lr = 0.9474  top_L_lr = 0.8177  top_Nc_lr = 0.6218  top_L5_mlr = 0.9737  top_L_mlr = 0.8594  top_Nc_mlr = 0.6441 (total_true_lr = 349  total_true_mlr = 399)
Precision for 46 - 1fvkA  top_L5_lr = 0.8947  top_L_lr = 0.6755  top_Nc_lr = 0.5657  top_L5_mlr = 0.8947  top_L_mlr = 0.7074  top_Nc_mlr = 0.5607 (total_true_lr = 251  total_true_mlr = 280)
Precision for 47 - 1fx2A  top_L5_lr = 1.0000  top_L_lr = 0.5357  top_Nc_lr = 0.6129  top_L5_mlr = 1.0000  top_L_mlr = 0.6607  top_Nc_mlr = 0.6356 (total_true_lr = 93  total_true_mlr = 118)
Precision for 48 - 1g2rA  top_L5_lr = 0.9474  top_L_lr = 0.5638  top_Nc_lr = 0.6104  top_L5_mlr = 0.8947  top_L_mlr = 0.6596  top_Nc_mlr = 0.6240 (total_true_lr = 77  total_true_mlr = 125)
Precision for 49 - 1g9oA  top_L5_lr = 1.0000  top_L_lr = 0.8242  top_Nc_lr = 0.7593  top_L5_mlr = 1.0000  top_L_mlr = 0.9670  top_Nc_mlr = 0.7848 (total_true_lr = 108  total_true_mlr = 158)
Precision for 50 - 1gbsA  top_L5_lr = 0.9459  top_L_lr = 0.4162  top_Nc_lr = 0.3720  top_L5_mlr = 0.9459  top_L_mlr = 0.5892  top_Nc_mlr = 0.4244 (total_true_lr = 207  total_true_mlr = 311)
Precision for 51 - 1gmiA  top_L5_lr = 1.0000  top_L_lr = 0.9037  top_Nc_lr = 0.7182  top_L5_mlr = 1.0000  top_L_mlr = 0.9630  top_Nc_mlr = 0.7181 (total_true_lr = 220  total_true_mlr = 298)
Precision for 52 - 1gmxA  top_L5_lr = 0.9048  top_L_lr = 0.7290  top_Nc_lr = 0.6111  top_L5_mlr = 0.9048  top_L_mlr = 0.8131  top_Nc_mlr = 0.6330 (total_true_lr = 144  total_true_mlr = 188)
Precision for 53 - 1guuA  top_L5_lr = 0.5000  top_L_lr = 0.2400  top_Nc_lr = 0.5385  top_L5_mlr = 1.0000  top_L_mlr = 0.4400  top_Nc_mlr = 0.6333 (total_true_lr = 13  total_true_mlr = 30)
Precision for 54 - 1gz2A  top_L5_lr = 0.9286  top_L_lr = 0.7536  top_Nc_lr = 0.6171  top_L5_mlr = 0.9643  top_L_mlr = 0.7681  top_Nc_mlr = 0.5993 (total_true_lr = 222  total_true_mlr = 272)
Precision for 55 - 1gzcA  top_L5_lr = 0.9792  top_L_lr = 0.8201  top_Nc_lr = 0.5761  top_L5_mlr = 0.9792  top_L_mlr = 0.8536  top_Nc_mlr = 0.5651 (total_true_lr = 493  total_true_mlr = 630)
Precision for 56 - 1h0pA  top_L5_lr = 1.0000  top_L_lr = 0.8626  top_Nc_lr = 0.6476  top_L5_mlr = 1.0000  top_L_mlr = 0.9121  top_Nc_mlr = 0.6651 (total_true_lr = 349  total_true_mlr = 433)
Precision for 57 - 1h2eA  top_L5_lr = 1.0000  top_L_lr = 0.8551  top_Nc_lr = 0.7287  top_L5_mlr = 1.0000  top_L_mlr = 0.9130  top_Nc_mlr = 0.7270 (total_true_lr = 317  total_true_mlr = 403)
Precision for 58 - 1h4xA  top_L5_lr = 0.9545  top_L_lr = 0.7182  top_Nc_lr = 0.6693  top_L5_mlr = 0.8636  top_L_mlr = 0.7364  top_Nc_mlr = 0.6467 (total_true_lr = 127  total_true_mlr = 167)
Precision for 59 - 1h98A  top_L5_lr = 0.6667  top_L_lr = 0.4286  top_Nc_lr = 0.4091  top_L5_mlr = 0.7333  top_L_mlr = 0.4026  top_Nc_mlr = 0.3596 (total_true_lr = 88  total_true_mlr = 114)
Precision for 60 - 1hdoA  top_L5_lr = 1.0000  top_L_lr = 0.8683  top_Nc_lr = 0.6676  top_L5_mlr = 1.0000  top_L_mlr = 0.9366  top_Nc_mlr = 0.6821 (total_true_lr = 352  total_true_mlr = 475)
Precision for 61 - 1hfcA  top_L5_lr = 0.8710  top_L_lr = 0.5541  top_Nc_lr = 0.4643  top_L5_mlr = 0.9032  top_L_mlr = 0.6561  top_Nc_mlr = 0.4712 (total_true_lr = 224  total_true_mlr = 278)
Precision for 62 - 1hh8A  top_L5_lr = 0.8158  top_L_lr = 0.3333  top_Nc_lr = 0.3721  top_L5_mlr = 0.9737  top_L_mlr = 0.6719  top_Nc_mlr = 0.5129 (total_true_lr = 172  total_true_mlr = 271)
Precision for 63 - 1htwA  top_L5_lr = 1.0000  top_L_lr = 0.7468  top_Nc_lr = 0.6396  top_L5_mlr = 1.0000  top_L_mlr = 0.8354  top_Nc_mlr = 0.6140 (total_true_lr = 222  total_true_mlr = 285)
Precision for 64 - 1hxnA  top_L5_lr = 0.7381  top_L_lr = 0.2333  top_Nc_lr = 0.2242  top_L5_mlr = 0.9762  top_L_mlr = 0.6333  top_Nc_mlr = 0.4040 (total_true_lr = 223  total_true_mlr = 401)
Precision for 65 - 1i1jA  top_L5_lr = 0.9524  top_L_lr = 0.5472  top_Nc_lr = 0.4359  top_L5_mlr = 1.0000  top_L_mlr = 0.8585  top_Nc_mlr = 0.5708 (total_true_lr = 156  total_true_mlr = 219)
Precision for 66 - 1i1nA  top_L5_lr = 1.0000  top_L_lr = 0.7054  top_Nc_lr = 0.5823  top_L5_mlr = 1.0000  top_L_mlr = 0.8571  top_Nc_mlr = 0.6379 (total_true_lr = 328  total_true_mlr = 486)
Precision for 67 - 1i4jA  top_L5_lr = 1.0000  top_L_lr = 0.9091  top_Nc_lr = 0.7622  top_L5_mlr = 1.0000  top_L_mlr = 0.9545  top_Nc_mlr = 0.7756 (total_true_lr = 164  total_true_mlr = 205)
Precision for 68 - 1i58A  top_L5_lr = 0.8947  top_L_lr = 0.6296  top_Nc_lr = 0.5462  top_L5_mlr = 0.9474  top_L_mlr = 0.7249  top_Nc_mlr = 0.5867 (total_true_lr = 238  total_true_mlr = 300)
Precision for 69 - 1i5gA  top_L5_lr = 0.9655  top_L_lr = 0.6181  top_Nc_lr = 0.5397  top_L5_mlr = 0.9655  top_L_mlr = 0.5903  top_Nc_mlr = 0.4800 (total_true_lr = 189  total_true_mlr = 250)
Precision for 70 - 1i71A  top_L5_lr = 0.9412  top_L_lr = 0.6747  top_Nc_lr = 0.5755  top_L5_mlr = 0.9412  top_L_mlr = 0.6988  top_Nc_mlr = 0.5714 (total_true_lr = 106  total_true_mlr = 133)
Precision for 71 - 1ihzA  top_L5_lr = 0.8889  top_L_lr = 0.7132  top_Nc_lr = 0.6133  top_L5_mlr = 0.9630  top_L_mlr = 0.8676  top_Nc_mlr = 0.6667 (total_true_lr = 181  total_true_mlr = 249)
Precision for 72 - 1iibA  top_L5_lr = 1.0000  top_L_lr = 0.8350  top_Nc_lr = 0.7778  top_L5_mlr = 1.0000  top_L_mlr = 0.8932  top_Nc_mlr = 0.7790 (total_true_lr = 126  total_true_mlr = 181)
Precision for 73 - 1im5A  top_L5_lr = 0.9444  top_L_lr = 0.7765  top_Nc_lr = 0.5957  top_L5_mlr = 0.9722  top_L_mlr = 0.8045  top_Nc_mlr = 0.5849 (total_true_lr = 329  total_true_mlr = 371)
Precision for 74 - 1iwdA  top_L5_lr = 0.9302  top_L_lr = 0.7302  top_Nc_lr = 0.5853  top_L5_mlr = 0.9767  top_L_mlr = 0.8326  top_Nc_mlr = 0.6000 (total_true_lr = 381  total_true_mlr = 480)
Precision for 75 - 1j3aA  top_L5_lr = 1.0000  top_L_lr = 0.7597  top_Nc_lr = 0.5634  top_L5_mlr = 0.9615  top_L_mlr = 0.7829  top_Nc_mlr = 0.5619 (total_true_lr = 213  total_true_mlr = 226)
Precision for 76 - 1jbeA  top_L5_lr = 0.9600  top_L_lr = 0.7937  top_Nc_lr = 0.7347  top_L5_mlr = 0.9600  top_L_mlr = 0.8889  top_Nc_mlr = 0.7594 (total_true_lr = 147  total_true_mlr = 212)
Precision for 77 - 1jbkA  top_L5_lr = 0.9737  top_L_lr = 0.6984  top_Nc_lr = 0.5563  top_L5_mlr = 1.0000  top_L_mlr = 0.7037  top_Nc_mlr = 0.5498 (total_true_lr = 293  total_true_mlr = 311)
Precision for 78 - 1jfuA  top_L5_lr = 0.9429  top_L_lr = 0.7386  top_Nc_lr = 0.5922  top_L5_mlr = 0.9429  top_L_mlr = 0.7614  top_Nc_mlr = 0.5824 (total_true_lr = 309  total_true_mlr = 364)
Precision for 79 - 1jfxA  top_L5_lr = 0.9767  top_L_lr = 0.7604  top_Nc_lr = 0.6310  top_L5_mlr = 1.0000  top_L_mlr = 0.8894  top_Nc_mlr = 0.6674 (total_true_lr = 355  total_true_mlr = 478)
Precision for 80 - 1jkxA  top_L5_lr = 1.0000  top_L_lr = 0.8804  top_Nc_lr = 0.7177  top_L5_mlr = 1.0000  top_L_mlr = 0.9187  top_Nc_mlr = 0.7406 (total_true_lr = 294  total_true_mlr = 397)
Precision for 81 - 1jl1A  top_L5_lr = 1.0000  top_L_lr = 0.8684  top_Nc_lr = 0.7284  top_L5_mlr = 1.0000  top_L_mlr = 0.9145  top_Nc_mlr = 0.7541 (total_true_lr = 243  total_true_mlr = 305)
Precision for 82 - 1jo0A  top_L5_lr = 1.0000  top_L_lr = 0.7010  top_Nc_lr = 0.6574  top_L5_mlr = 1.0000  top_L_mlr = 0.7938  top_Nc_mlr = 0.6870 (total_true_lr = 108  total_true_mlr = 131)
Precision for 83 - 1jo8A  top_L5_lr = 0.9167  top_L_lr = 0.5690  top_Nc_lr = 0.6304  top_L5_mlr = 1.0000  top_L_mlr = 0.9655  top_Nc_mlr = 0.7629 (total_true_lr = 46  total_true_mlr = 97)
Precision for 84 - 1josA  top_L5_lr = 0.9500  top_L_lr = 0.7400  top_Nc_lr = 0.7238  top_L5_mlr = 0.9500  top_L_mlr = 0.9100  top_Nc_mlr = 0.7603 (total_true_lr = 105  total_true_mlr = 146)
Precision for 85 - 1jvwA  top_L5_lr = 1.0000  top_L_lr = 0.8625  top_Nc_lr = 0.7243  top_L5_mlr = 1.0000  top_L_mlr = 0.9187  top_Nc_mlr = 0.7383 (total_true_lr = 243  total_true_mlr = 298)
Precision for 86 - 1jwqA  top_L5_lr = 1.0000  top_L_lr = 0.9665  top_Nc_lr = 0.7901  top_L5_mlr = 1.0000  top_L_mlr = 0.9721  top_Nc_mlr = 0.7780 (total_true_lr = 362  total_true_mlr = 410)
Precision for 87 - 1jyhA  top_L5_lr = 1.0000  top_L_lr = 0.8968  top_Nc_lr = 0.7478  top_L5_mlr = 1.0000  top_L_mlr = 0.9226  top_Nc_mlr = 0.7552 (total_true_lr = 230  total_true_mlr = 286)
Precision for 88 - 1k6kA  top_L5_lr = 1.0000  top_L_lr = 0.7254  top_Nc_lr = 0.6705  top_L5_mlr = 1.0000  top_L_mlr = 0.8310  top_Nc_mlr = 0.6942 (total_true_lr = 173  total_true_mlr = 206)
Precision for 89 - 1k7cA  top_L5_lr = 0.9787  top_L_lr = 0.7983  top_Nc_lr = 0.6043  top_L5_mlr = 0.9787  top_L_mlr = 0.8326  top_Nc_mlr = 0.5661 (total_true_lr = 417  total_true_mlr = 507)
Precision for 90 - 1k7jA  top_L5_lr = 1.0000  top_L_lr = 0.8592  top_Nc_lr = 0.6742  top_L5_mlr = 1.0000  top_L_mlr = 0.9078  top_Nc_mlr = 0.6835 (total_true_lr = 353  total_true_mlr = 455)
Precision for 91 - 1kidA  top_L5_lr = 1.0000  top_L_lr = 0.7772  top_Nc_lr = 0.5816  top_L5_mlr = 1.0000  top_L_mlr = 0.8135  top_Nc_mlr = 0.6057 (total_true_lr = 337  total_true_mlr = 383)
Precision for 92 - 1kq6A  top_L5_lr = 0.6429  top_L_lr = 0.4143  top_Nc_lr = 0.4298  top_L5_mlr = 1.0000  top_L_mlr = 0.6286  top_Nc_mlr = 0.5523 (total_true_lr = 121  total_true_mlr = 172)
Precision for 93 - 1kqrA  top_L5_lr = 0.8750  top_L_lr = 0.4813  top_Nc_lr = 0.3550  top_L5_mlr = 0.8438  top_L_mlr = 0.5563  top_Nc_mlr = 0.3963 (total_true_lr = 262  total_true_mlr = 376)
Precision for 94 - 1ktgA  top_L5_lr = 0.6667  top_L_lr = 0.6496  top_Nc_lr = 0.5728  top_L5_mlr = 0.7407  top_L_mlr = 0.5401  top_Nc_mlr = 0.5118 (total_true_lr = 213  total_true_mlr = 254)
Precision for 95 - 1ku3A  top_L5_lr = 0.9167  top_L_lr = 0.4262  top_Nc_lr = 0.6552  top_L5_mlr = 0.8333  top_L_mlr = 0.4590  top_Nc_mlr = 0.6216 (total_true_lr = 29  total_true_mlr = 37)
Precision for 96 - 1kw4A  top_L5_lr = 0.7143  top_L_lr = 0.4000  top_Nc_lr = 0.5000  top_L5_mlr = 1.0000  top_L_mlr = 0.5429  top_Nc_mlr = 0.5692 (total_true_lr = 44  total_true_mlr = 65)
Precision for 97 - 1lm4A  top_L5_lr = 0.8947  top_L_lr = 0.6085  top_Nc_lr = 0.4738  top_L5_mlr = 0.9737  top_L_mlr = 0.7143  top_Nc_mlr = 0.5037 (total_true_lr = 325  total_true_mlr = 407)
Precision for 98 - 1lo7A  top_L5_lr = 1.0000  top_L_lr = 0.8786  top_Nc_lr = 0.7754  top_L5_mlr = 1.0000  top_L_mlr = 0.9500  top_Nc_mlr = 0.8085 (total_true_lr = 187  total_true_mlr = 235)
Precision for 99 - 1lpyA  top_L5_lr = 0.7500  top_L_lr = 0.3889  top_Nc_lr = 0.4397  top_L5_mlr = 0.7500  top_L_mlr = 0.4753  top_Nc_mlr = 0.4659 (total_true_lr = 116  total_true_mlr = 176)
Precision for 100 - 1m4jA  top_L5_lr = 0.8148  top_L_lr = 0.5489  top_Nc_lr = 0.5390  top_L5_mlr = 0.7407  top_L_mlr = 0.5865  top_Nc_mlr = 0.5349 (total_true_lr = 154  total_true_mlr = 215)
Precision for 101 - 1m8aA  top_L5_lr = 0.7500  top_L_lr = 0.4262  top_Nc_lr = 0.5263  top_L5_mlr = 1.0000  top_L_mlr = 0.7213  top_Nc_mlr = 0.6250 (total_true_lr = 38  total_true_mlr = 72)
Precision for 102 - 1mk0A  top_L5_lr = 1.0000  top_L_lr = 0.6289  top_Nc_lr = 0.5943  top_L5_mlr = 1.0000  top_L_mlr = 0.7216  top_Nc_mlr = 0.5906 (total_true_lr = 106  total_true_mlr = 149)
Precision for 103 - 1mugA  top_L5_lr = 0.9697  top_L_lr = 0.7879  top_Nc_lr = 0.6335  top_L5_mlr = 0.9394  top_L_mlr = 0.7697  top_Nc_mlr = 0.5748 (total_true_lr = 251  total_true_mlr = 301)
Precision for 104 - 1nb9A  top_L5_lr = 0.9655  top_L_lr = 0.7211  top_Nc_lr = 0.6029  top_L5_mlr = 0.9655  top_L_mlr = 0.8571  top_Nc_mlr = 0.6667 (total_true_lr = 204  total_true_mlr = 267)
Precision for 105 - 1ne2A  top_L5_lr = 0.9429  top_L_lr = 0.4943  top_Nc_lr = 0.3849  top_L5_mlr = 1.0000  top_L_mlr = 0.7330  top_Nc_mlr = 0.4211 (total_true_lr = 239  total_true_mlr = 399)
Precision for 106 - 1npsA  top_L5_lr = 0.9444  top_L_lr = 0.6818  top_Nc_lr = 0.5956  top_L5_mlr = 1.0000  top_L_mlr = 0.8182  top_Nc_mlr = 0.5618 (total_true_lr = 136  total_true_mlr = 178)
Precision for 107 - 1nrvA  top_L5_lr = 0.6000  top_L_lr = 0.5000  top_Nc_lr = 0.5055  top_L5_mlr = 1.0000  top_L_mlr = 0.7200  top_Nc_mlr = 0.5959 (total_true_lr = 91  total_true_mlr = 146)
Precision for 108 - 1ny1A  top_L5_lr = 0.9574  top_L_lr = 0.8000  top_Nc_lr = 0.5962  top_L5_mlr = 0.9362  top_L_mlr = 0.8255  top_Nc_mlr = 0.6091 (total_true_lr = 416  total_true_mlr = 486)
Precision for 109 - 1o1zA  top_L5_lr = 0.9778  top_L_lr = 0.8186  top_Nc_lr = 0.7158  top_L5_mlr = 1.0000  top_L_mlr = 0.9204  top_Nc_mlr = 0.7197 (total_true_lr = 292  total_true_mlr = 421)
Precision for 110 - 1p90A  top_L5_lr = 1.0000  top_L_lr = 0.6341  top_Nc_lr = 0.5725  top_L5_mlr = 1.0000  top_L_mlr = 0.7967  top_Nc_mlr = 0.6073 (total_true_lr = 138  total_true_mlr = 219)
Precision for 111 - 1pchA  top_L5_lr = 1.0000  top_L_lr = 0.9318  top_Nc_lr = 0.7313  top_L5_mlr = 1.0000  top_L_mlr = 0.9091  top_Nc_mlr = 0.7032 (total_true_lr = 134  total_true_mlr = 155)
Precision for 112 - 1pkoA  top_L5_lr = 1.0000  top_L_lr = 0.8145  top_Nc_lr = 0.6763  top_L5_mlr = 1.0000  top_L_mlr = 0.9113  top_Nc_mlr = 0.6923 (total_true_lr = 173  total_true_mlr = 260)
Precision for 113 - 1qf9A  top_L5_lr = 1.0000  top_L_lr = 0.7320  top_Nc_lr = 0.6324  top_L5_mlr = 1.0000  top_L_mlr = 0.7577  top_Nc_mlr = 0.6361 (total_true_lr = 272  total_true_mlr = 305)
Precision for 114 - 1qjpA  top_L5_lr = 1.0000  top_L_lr = 0.7737  top_Nc_lr = 0.6784  top_L5_mlr = 1.0000  top_L_mlr = 1.0000  top_Nc_mlr = 0.7900 (total_true_lr = 171  total_true_mlr = 319)
Precision for 115 - 1ql0A  top_L5_lr = 1.0000  top_L_lr = 0.5602  top_Nc_lr = 0.3828  top_L5_mlr = 1.0000  top_L_mlr = 0.7054  top_Nc_mlr = 0.4418 (total_true_lr = 431  total_true_mlr = 550)
Precision for 116 - 1r26A  top_L5_lr = 1.0000  top_L_lr = 0.7788  top_Nc_lr = 0.6875  top_L5_mlr = 1.0000  top_L_mlr = 0.8142  top_Nc_mlr = 0.6964 (total_true_lr = 144  total_true_mlr = 168)
Precision for 117 - 1roaA  top_L5_lr = 0.9545  top_L_lr = 0.6937  top_Nc_lr = 0.6327  top_L5_mlr = 1.0000  top_L_mlr = 0.9009  top_Nc_mlr = 0.7033 (total_true_lr = 147  total_true_mlr = 209)
Precision for 118 - 1rw1A  top_L5_lr = 0.9565  top_L_lr = 0.7632  top_Nc_lr = 0.7280  top_L5_mlr = 1.0000  top_L_mlr = 0.8070  top_Nc_mlr = 0.7133 (total_true_lr = 125  total_true_mlr = 150)
Precision for 119 - 1rw7A  top_L5_lr = 1.0000  top_L_lr = 0.8596  top_Nc_lr = 0.6469  top_L5_mlr = 1.0000  top_L_mlr = 0.8851  top_Nc_mlr = 0.6319 (total_true_lr = 456  total_true_mlr = 527)
Precision for 120 - 1rybA  top_L5_lr = 1.0000  top_L_lr = 0.8871  top_Nc_lr = 0.7476  top_L5_mlr = 1.0000  top_L_mlr = 0.9086  top_Nc_mlr = 0.7261 (total_true_lr = 313  total_true_mlr = 387)
Precision for 121 - 1smxA  top_L5_lr = 1.0000  top_L_lr = 0.6897  top_Nc_lr = 0.6941  top_L5_mlr = 1.0000  top_L_mlr = 0.7816  top_Nc_mlr = 0.6912 (total_true_lr = 85  total_true_mlr = 136)
Precision for 122 - 1svyA  top_L5_lr = 1.0000  top_L_lr = 0.6931  top_Nc_lr = 0.6015  top_L5_mlr = 1.0000  top_L_mlr = 0.8119  top_Nc_mlr = 0.6524 (total_true_lr = 133  total_true_mlr = 187)
Precision for 123 - 1t8kA  top_L5_lr = 1.0000  top_L_lr = 0.6364  top_Nc_lr = 0.7679  top_L5_mlr = 1.0000  top_L_mlr = 0.7143  top_Nc_mlr = 0.7179 (total_true_lr = 56  total_true_mlr = 78)
Precision for 124 - 1tifA  top_L5_lr = 0.8000  top_L_lr = 0.4211  top_Nc_lr = 0.5192  top_L5_mlr = 0.9333  top_L_mlr = 0.7368  top_Nc_mlr = 0.6667 (total_true_lr = 52  total_true_mlr = 90)
Precision for 125 - 1tqgA  top_L5_lr = 1.0000  top_L_lr = 0.6000  top_Nc_lr = 0.7143  top_L5_mlr = 1.0000  top_L_mlr = 0.7619  top_Nc_mlr = 0.7692 (total_true_lr = 77  total_true_mlr = 104)
Precision for 126 - 1tqhA  top_L5_lr = 0.9792  top_L_lr = 0.8182  top_Nc_lr = 0.6546  top_L5_mlr = 0.9792  top_L_mlr = 0.8802  top_Nc_mlr = 0.6708 (total_true_lr = 388  total_true_mlr = 489)
Precision for 127 - 1tzvA  top_L5_lr = 1.0000  top_L_lr = 0.6667  top_Nc_lr = 0.7040  top_L5_mlr = 1.0000  top_L_mlr = 0.7872  top_Nc_mlr = 0.7439 (total_true_lr = 125  total_true_mlr = 164)
Precision for 128 - 1vfyA  top_L5_lr = 1.0000  top_L_lr = 0.4328  top_Nc_lr = 0.6216  top_L5_mlr = 1.0000  top_L_mlr = 0.6418  top_Nc_mlr = 0.5750 (total_true_lr = 37  total_true_mlr = 80)
Precision for 129 - 1vhuA  top_L5_lr = 1.0000  top_L_lr = 0.8698  top_Nc_lr = 0.6769  top_L5_mlr = 1.0000  top_L_mlr = 0.8906  top_Nc_mlr = 0.6699 (total_true_lr = 325  total_true_mlr = 412)
Precision for 130 - 1vjkA  top_L5_lr = 1.0000  top_L_lr = 0.8161  top_Nc_lr = 0.7426  top_L5_mlr = 1.0000  top_L_mlr = 0.9540  top_Nc_mlr = 0.7742 (total_true_lr = 101  total_true_mlr = 155)
Precision for 131 - 1vmbA  top_L5_lr = 1.0000  top_L_lr = 0.8785  top_Nc_lr = 0.7823  top_L5_mlr = 1.0000  top_L_mlr = 0.9439  top_Nc_mlr = 0.7857 (total_true_lr = 147  total_true_mlr = 182)
Precision for 132 - 1vp6A  top_L5_lr = 1.0000  top_L_lr = 0.8872  top_Nc_lr = 0.7178  top_L5_mlr = 1.0000  top_L_mlr = 0.8947  top_Nc_mlr = 0.7344 (total_true_lr = 202  total_true_mlr = 241)
Precision for 133 - 1w0hA  top_L5_lr = 0.9500  top_L_lr = 0.6950  top_Nc_lr = 0.6060  top_L5_mlr = 0.9500  top_L_mlr = 0.8100  top_Nc_mlr = 0.6373 (total_true_lr = 302  total_true_mlr = 375)
Precision for 134 - 1whiA  top_L5_lr = 0.8750  top_L_lr = 0.5410  top_Nc_lr = 0.4506  top_L5_mlr = 1.0000  top_L_mlr = 0.8361  top_Nc_mlr = 0.5540 (total_true_lr = 162  total_true_mlr = 278)
Precision for 135 - 1wjxA  top_L5_lr = 1.0000  top_L_lr = 0.7321  top_Nc_lr = 0.6301  top_L5_mlr = 1.0000  top_L_mlr = 0.8750  top_Nc_mlr = 0.6985 (total_true_lr = 146  total_true_mlr = 199)
Precision for 136 - 1wkcA  top_L5_lr = 0.9706  top_L_lr = 0.7560  top_Nc_lr = 0.6586  top_L5_mlr = 0.9706  top_L_mlr = 0.8155  top_Nc_mlr = 0.6489 (total_true_lr = 249  total_true_mlr = 319)
Precision for 137 - 1xdzA  top_L5_lr = 0.9792  top_L_lr = 0.8361  top_Nc_lr = 0.6597  top_L5_mlr = 0.9792  top_L_mlr = 0.8950  top_Nc_mlr = 0.6777 (total_true_lr = 385  total_true_mlr = 484)
Precision for 138 - 1xffA  top_L5_lr = 1.0000  top_L_lr = 0.9118  top_Nc_lr = 0.7034  top_L5_mlr = 1.0000  top_L_mlr = 0.9496  top_Nc_mlr = 0.7189 (total_true_lr = 445  total_true_mlr = 594)
Precision for 139 - 1xkrA  top_L5_lr = 0.9268  top_L_lr = 0.5756  top_Nc_lr = 0.4563  top_L5_mlr = 0.9756  top_L_mlr = 0.7317  top_Nc_mlr = 0.5248 (total_true_lr = 309  total_true_mlr = 383)
Precision for 140 - 2arcA  top_L5_lr = 1.0000  top_L_lr = 0.6398  top_Nc_lr = 0.4733  top_L5_mlr = 1.0000  top_L_mlr = 0.7702  top_Nc_mlr = 0.4818 (total_true_lr = 262  total_true_mlr = 303)
Precision for 141 - 2cuaA  top_L5_lr = 1.0000  top_L_lr = 0.7623  top_Nc_lr = 0.6108  top_L5_mlr = 1.0000  top_L_mlr = 0.8934  top_Nc_mlr = 0.6591 (total_true_lr = 185  total_true_mlr = 264)
Precision for 142 - 2hs1A  top_L5_lr = 0.7000  top_L_lr = 0.3131  top_Nc_lr = 0.2936  top_L5_mlr = 0.7000  top_L_mlr = 0.4949  top_Nc_mlr = 0.3663 (total_true_lr = 109  total_true_mlr = 172)
Precision for 143 - 2mhrA  top_L5_lr = 0.8333  top_L_lr = 0.5085  top_Nc_lr = 0.5882  top_L5_mlr = 0.9583  top_L_mlr = 0.6186  top_Nc_mlr = 0.6000 (total_true_lr = 102  total_true_mlr = 130)
Precision for 144 - 2phyA  top_L5_lr = 0.5600  top_L_lr = 0.2960  top_Nc_lr = 0.3333  top_L5_mlr = 0.9600  top_L_mlr = 0.5760  top_Nc_mlr = 0.4573 (total_true_lr = 102  total_true_mlr = 199)
Precision for 145 - 2tpsA  top_L5_lr = 1.0000  top_L_lr = 0.8053  top_Nc_lr = 0.6551  top_L5_mlr = 1.0000  top_L_mlr = 0.9336  top_Nc_mlr = 0.7176 (total_true_lr = 316  total_true_mlr = 471)
Precision for 146 - 2vxnA  top_L5_lr = 0.9800  top_L_lr = 0.7550  top_Nc_lr = 0.6278  top_L5_mlr = 0.9800  top_L_mlr = 0.8153  top_Nc_mlr = 0.6355 (total_true_lr = 395  total_true_mlr = 502)
Precision for 147 - 3borA  top_L5_lr = 1.0000  top_L_lr = 0.8660  top_Nc_lr = 0.7044  top_L5_mlr = 1.0000  top_L_mlr = 0.8866  top_Nc_mlr = 0.6764 (total_true_lr = 318  total_true_mlr = 377)
Precision for 148 - 3dqgA  top_L5_lr = 0.9333  top_L_lr = 0.6622  top_Nc_lr = 0.5648  top_L5_mlr = 1.0000  top_L_mlr = 0.8378  top_Nc_mlr = 0.6245 (total_true_lr = 193  total_true_mlr = 277)
Precision for 149 - 5ptpA  top_L5_lr = 1.0000  top_L_lr = 0.8739  top_Nc_lr = 0.6764  top_L5_mlr = 1.0000  top_L_mlr = 0.9459  top_Nc_mlr = 0.6957 (total_true_lr = 445  total_true_mlr = 575)
Average Precision: top_L5_lr = 92.88  top_L_lr = 68.37  top_Nc_lr = 60.51  top_L5_mlr = 96.59  top_L_mlr = 78.40  top_Nc_mlr = 62.63

Save predictions..

Evaluate on CAMEO-HARD set..

Model params:
L 1300
num_blocks 128
width 64
expected_n_channels 57


WARNING!! Some values in the pdb structure of 5OD1_A l =  96 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Different len(X) and len(Y) for  5OD1_A 97 96

WARNING!! Some values in the pdb structure of 5OD9_B l =  95 are missing or nan! Indices are:  (array([ 0,  1,  2, 48, 49, 50, 51]),)

WARNING!! Different len(X) and len(Y) for  5OD9_B 97 95

WARNING!! Some values in the pdb structure of 5OVM_A l =  89 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5W5P_A l =  623 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),)

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WARNING!! Some values in the pdb structure of 5WB4_H l =  194 are missing or nan! Indices are:  (array([0]),)

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WARNING!! Different len(X) and len(Y) for  5WB4_H 195 194

WARNING!! Some values in the pdb structure of 5XJO_E l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31, 32, 33, 34]),)

WARNING!! Some values in the pdb structure of 5XKJ_F l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31]),)

WARNING!! Some values in the pdb structure of 5XKN_F l =  50 are missing or nan! Indices are:  (array([ 8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 27, 28, 29, 30, 31, 32]),)

WARNING!! Different len(X) and len(Y) for  5XKN_F 51 50

  6/131 [>.............................] - ETA: 44:43
WARNING!! Some values in the pdb structure of 5YA6_B l =  211 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]),)

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WARNING!! Some values in the pdb structure of 5YRQ_E l =  148 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,
       26, 27, 28, 29, 30, 31, 32, 33, 34, 35]),)

WARNING!! Some values in the pdb structure of 5YVQ_A l =  504 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131, 132, 133, 134, 135, 136, 472, 473, 474, 475, 476, 477,
       478, 479, 480]),)

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WARNING!! Different len(X) and len(Y) for  5YVQ_B 175 103

WARNING!! Some values in the pdb structure of 5Z2H_B l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Different len(X) and len(Y) for  5Z2H_B 105 99

WARNING!! Some values in the pdb structure of 5Z2I_D l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

 13/131 [=>............................] - ETA: 32:08
WARNING!! Different len(X) and len(Y) for  5Z2I_D 105 99

WARNING!! Some values in the pdb structure of 5Z34_A l =  365 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

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WARNING!! Different len(X) and len(Y) for  5Z34_A 369 365

WARNING!! Some values in the pdb structure of 5Z3F_A l =  399 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

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WARNING!! Different len(X) and len(Y) for  5Z3F_A 405 399

WARNING!! Some values in the pdb structure of 5Z3K_B l =  484 are missing or nan! Indices are:  (array([0]),)

 19/131 [===>..........................] - ETA: 29:25
WARNING!! Different len(X) and len(Y) for  5Z3K_B 485 484

WARNING!! Some values in the pdb structure of 5Z6D_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

 20/131 [===>..........................] - ETA: 33:04
WARNING!! Different len(X) and len(Y) for  5Z6D_B 215 206

WARNING!! Some values in the pdb structure of 5Z7C_A l =  463 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  83,  84,  85,  86,  87,  88,  89,  90,  91,
        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 383, 384,
       385, 386, 387, 388, 389, 390, 391, 392, 393, 394]),)

 21/131 [===>..........................] - ETA: 32:10
WARNING!! Some values in the pdb structure of 5Z8B_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

 22/131 [====>.........................] - ETA: 34:33
WARNING!! Different len(X) and len(Y) for  5Z8B_B 242 206

WARNING!! Some values in the pdb structure of 5Z9T_B l =  536 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

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WARNING!! Some values in the pdb structure of 5ZB2_A l =  405 are missing or nan! Indices are:  (array([0, 1, 2]),)

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WARNING!! Some values in the pdb structure of 5ZER_B l =  354 are missing or nan! Indices are:  (array([230, 231, 232, 233, 234, 265, 266, 267]),)

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WARNING!! Some values in the pdb structure of 5ZKE_A l =  178 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

 26/131 [====>.........................] - ETA: 38:14
WARNING!! Different len(X) and len(Y) for  5ZKE_A 184 178

WARNING!! Some values in the pdb structure of 5ZKH_B l =  171 are missing or nan! Indices are:  (array([ 0, 27, 28]),)

WARNING!! Different len(X) and len(Y) for  5ZKH_B 180 171

 27/131 [=====>........................] - ETA: 37:01
WARNING!! Some values in the pdb structure of 5ZME_A l =  686 are missing or nan! Indices are:  (array([ 93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104, 105,
       106, 107, 108, 109, 175, 176, 177, 178, 179, 180, 444, 445, 446,
       447, 448, 449, 450, 451, 544, 545, 546, 547, 548, 549, 550, 551,
       552, 553, 554, 555, 556, 557, 558, 559, 560]),)

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WARNING!! Different len(X) and len(Y) for  5ZME_A 687 686

WARNING!! Some values in the pdb structure of 5ZNS_A l =  382 are missing or nan! Indices are:  (array([0]),)

 30/131 [=====>........................] - ETA: 39:08
WARNING!! Different len(X) and len(Y) for  5ZNS_A 385 382

WARNING!! Some values in the pdb structure of 5ZT0_J l =  47 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Different len(X) and len(Y) for  5ZT0_J 75 47

WARNING!! Some values in the pdb structure of 5ZT7_B l =  263 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

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WARNING!! Different len(X) and len(Y) for  5ZT7_B 273 263

WARNING!! Some values in the pdb structure of 5ZX9_A l =  287 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 175, 176, 177, 178, 246, 247, 248, 249,
       250, 251, 252, 253, 254]),)

 34/131 [======>.......................] - ETA: 36:04
WARNING!! Different len(X) and len(Y) for  5ZX9_A 325 287

WARNING!! Some values in the pdb structure of 5ZYO_D l =  158 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

 35/131 [=======>......................] - ETA: 35:23
WARNING!! Different len(X) and len(Y) for  6A2W_A 167 166

WARNING!! Some values in the pdb structure of 6A5F_B l =  152 are missing or nan! Indices are:  (array([0]),)

 36/131 [=======>......................] - ETA: 34:24
WARNING!! Different len(X) and len(Y) for  6A5F_B 165 152

WARNING!! Some values in the pdb structure of 6A5G_B l =  159 are missing or nan! Indices are:  (array([0, 1]),)

 37/131 [=======>......................] - ETA: 33:27
WARNING!! Different len(X) and len(Y) for  6A5G_B 165 159

WARNING!! Some values in the pdb structure of 6A68_A l =  173 are missing or nan! Indices are:  (array([136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146]),)

 38/131 [=======>......................] - ETA: 32:33
WARNING!! Different len(X) and len(Y) for  6A68_A 184 173

WARNING!! Some values in the pdb structure of 6A83_A l =  394 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

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WARNING!! Some values in the pdb structure of 6A9J_B l =  379 are missing or nan! Indices are:  (array([219, 220, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270,
       271, 272, 273, 274, 275, 276, 277, 278, 279, 307, 308, 309, 310,
       311, 312, 313, 314, 341, 342, 343, 344, 345, 360, 361, 362, 363,
       364]),)

 41/131 [========>.....................] - ETA: 30:58
WARNING!! Different len(X) and len(Y) for  6A9J_B 389 379

WARNING!! Some values in the pdb structure of 6A9W_A l =  314 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18, 196, 197, 198, 199, 200, 201, 202,
       203, 204, 205, 206, 207, 208, 209]),)

 42/131 [========>.....................] - ETA: 31:05
WARNING!! Different len(X) and len(Y) for  6A9W_A 320 314

WARNING!! Some values in the pdb structure of 6AAY_A l =  1225 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,  335,  336,
        337,  338,  339,  340,  341,  342,  343,  395,  396,  397,  398,
       1065, 1066, 1067, 1068]),)

 43/131 [========>.....................] - ETA: 30:48
WARNING!! Different len(X) and len(Y) for  6AAY_A 1232 1225

WARNING!! Some values in the pdb structure of 6AE1_B l =  145 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Different len(X) and len(Y) for  6AE1_B 148 145

WARNING!! Some values in the pdb structure of 6AE8_D l =  119 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106]),)

WARNING!! Different len(X) and len(Y) for  6AE8_D 120 119

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WARNING!! Different len(X) and len(Y) for  6AE9_B 260 253

WARNING!! Some values in the pdb structure of 6AEF_A l =  459 are missing or nan! Indices are:  (array([0]),)

 47/131 [=========>....................] - ETA: 38:29
WARNING!! Different len(X) and len(Y) for  6AEF_A 468 459

WARNING!! Some values in the pdb structure of 6AGH_B l =  335 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23, 127, 128,
       148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160,
       161, 162, 163, 164, 165, 166, 167, 168, 232, 233, 234, 280, 281,
       282, 283, 284, 317, 318, 319, 320, 321, 322]),)

 48/131 [=========>....................] - ETA: 38:45
WARNING!! Different len(X) and len(Y) for  6AGH_B 339 335

WARNING!! Some values in the pdb structure of 6AGJ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 158, 159, 160, 161, 162,
       163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,
       176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,
       189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201,
       202, 203, 204, 205, 317, 318, 319]),)

 49/131 [==========>...................] - ETA: 38:11
WARNING!! Different len(X) and len(Y) for  6AGJ_B 382 374

WARNING!! Some values in the pdb structure of 6AHQ_T l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21]),)

WARNING!! Some values in the pdb structure of 6AIT_F l =  438 are missing or nan! Indices are:  (array([  0, 110, 111, 112, 113, 114, 115, 133, 134, 135, 136, 137, 138,
       139, 140, 141, 142, 143, 144, 145, 146, 147, 190, 191, 192, 193,
       194, 195, 196, 203, 204, 205]),)

 50/131 [==========>...................] - ETA: 37:49
 51/131 [==========>...................] - ETA: 36:49
WARNING!! Different len(X) and len(Y) for  6AIT_F 439 438

WARNING!! Some values in the pdb structure of 6AJJ_A l =  941 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 368, 369, 370, 371, 372,
       373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385,
       386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398,
       399]),)

 52/131 [==========>...................] - ETA: 36:43
WARNING!! Different len(X) and len(Y) for  6AJJ_A 943 941

WARNING!! Some values in the pdb structure of 6AKJ_B l =  152 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  53,  54,  55,  56,  57,  58,  59,  60,  61, 109, 110, 111,
       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124,
       125, 126, 127]),)

WARNING!! Different len(X) and len(Y) for  6AKJ_B 155 152

WARNING!! Some values in the pdb structure of 6BEA_A l =  438 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4]),)

 53/131 [===========>..................] - ETA: 40:50
 54/131 [===========>..................] - ETA: 39:46
WARNING!! Different len(X) and len(Y) for  6BEA_A 466 438

WARNING!! Some values in the pdb structure of 6BS5_A l =  340 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),)

 55/131 [===========>..................] - ETA: 39:34
WARNING!! Some values in the pdb structure of 6BS5_B l =  375 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 185, 186, 187, 188, 189, 190, 191, 192, 226,
       227, 307, 308, 309, 310, 311, 312]),)

 56/131 [===========>..................] - ETA: 38:59
WARNING!! Different len(X) and len(Y) for  6BS5_B 394 375

WARNING!! Some values in the pdb structure of 6BWH_C l =  227 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  99, 100, 101, 156, 157,
       186]),)

 57/131 [============>.................] - ETA: 38:31
WARNING!! Different len(X) and len(Y) for  6BWH_C 228 227

WARNING!! Some values in the pdb structure of 6BXS_C l =  277 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

 58/131 [============>.................] - ETA: 37:36
WARNING!! Different len(X) and len(Y) for  6BXS_C 281 277

WARNING!! Some values in the pdb structure of 6BXW_A l =  277 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 107, 108, 109, 110, 111, 112]),)

 59/131 [============>.................] - ETA: 36:51
WARNING!! Different len(X) and len(Y) for  6BXW_A 278 277

WARNING!! Some values in the pdb structure of 6BZT_D l =  522 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

 60/131 [============>.................] - ETA: 36:06
 61/131 [============>.................] - ETA: 35:10
 62/131 [=============>................] - ETA: 34:15
WARNING!! Some values in the pdb structure of 6CB6_A l =  121 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Different len(X) and len(Y) for  6CB6_A 122 121

WARNING!! Some values in the pdb structure of 6CCI_A l =  486 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131]),)

 63/131 [=============>................] - ETA: 34:13
 64/131 [=============>................] - ETA: 33:19
WARNING!! Different len(X) and len(Y) for  6CCI_A 487 486

WARNING!! Some values in the pdb structure of 6CGO_B l =  545 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
       455, 456, 457, 458, 459, 460, 533, 534, 535, 536, 537]),)

 65/131 [=============>................] - ETA: 33:04
WARNING!! Some values in the pdb structure of 6CK1_D l =  408 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26, 186, 187, 188, 189, 190, 191]),)

 66/131 [==============>...............] - ETA: 33:14
WARNING!! Some values in the pdb structure of 6CMK_A l =  405 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),)

 67/131 [==============>...............] - ETA: 32:51
WARNING!! Different len(X) and len(Y) for  6CMK_A 421 405

WARNING!! Some values in the pdb structure of 6CP8_B l =  163 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6CP8_D l =  164 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

 68/131 [==============>...............] - ETA: 32:27
WARNING!! Some values in the pdb structure of 6CP9_G l =  121 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11]),)

 69/131 [==============>...............] - ETA: 31:36
WARNING!! Different len(X) and len(Y) for  6CP9_G 126 121

WARNING!! Different len(X) and len(Y) for  6CP9_H 116 114

WARNING!! Some values in the pdb structure of 6CPU_A l =  570 are missing or nan! Indices are:  (array([ 52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73, 104, 105, 106, 107,
       142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154,
       324, 325, 326, 327, 328]),)

 70/131 [===============>..............] - ETA: 30:45
 71/131 [===============>..............] - ETA: 29:56
 72/131 [===============>..............] - ETA: 29:08
WARNING!! Different len(X) and len(Y) for  6CPU_A 571 570

WARNING!! Some values in the pdb structure of 6CSV_D l =  93 are missing or nan! Indices are:  (array([ 0, 40, 41, 42, 43, 44, 45]),)

WARNING!! Different len(X) and len(Y) for  6CSV_D 94 93

WARNING!! Some values in the pdb structure of 6CUL_H l =  275 are missing or nan! Indices are:  (array([  0,  27,  28,  29,  30, 225, 226, 227]),)

 73/131 [===============>..............] - ETA: 29:09
 74/131 [===============>..............] - ETA: 28:22
WARNING!! Some values in the pdb structure of 6CZ6_D l =  423 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94, 408, 409]),)

 75/131 [================>.............] - ETA: 27:40
WARNING!! Different len(X) and len(Y) for  6CZ6_D 429 423

WARNING!! Some values in the pdb structure of 6CZT_A l =  90 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Different len(X) and len(Y) for  6CZT_A 196 90

 76/131 [================>.............] - ETA: 27:16
WARNING!! Different len(X) and len(Y) for  6D0I_C 160 159

WARNING!! Some values in the pdb structure of 6D0I_D l =  72 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6D2S_A l =  284 are missing or nan! Indices are:  (array([  0, 203, 204, 205, 206, 207, 208, 209, 210]),)

 77/131 [================>.............] - ETA: 26:31
 78/131 [================>.............] - ETA: 25:47
 79/131 [=================>............] - ETA: 25:04
WARNING!! Different len(X) and len(Y) for  6D2S_A 289 284

WARNING!! Some values in the pdb structure of 6D7Y_A l =  96 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

 80/131 [=================>............] - ETA: 24:22
WARNING!! Some values in the pdb structure of 6D97_D l =  547 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24]),)

 81/131 [=================>............] - ETA: 23:41
 82/131 [=================>............] - ETA: 23:00
WARNING!! Some values in the pdb structure of 6D9F_B l =  325 are missing or nan! Indices are:  (array([0, 1, 2]),)

 83/131 [==================>...........] - ETA: 22:54
WARNING!! Different len(X) and len(Y) for  6D9F_B 332 325

 84/131 [==================>...........] - ETA: 22:24
WARNING!! Different len(X) and len(Y) for  6D9M_A 337 326

WARNING!! Some values in the pdb structure of 6DAN_D l =  329 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

 85/131 [==================>...........] - ETA: 21:54
WARNING!! Different len(X) and len(Y) for  6DAN_D 334 329

WARNING!! Some values in the pdb structure of 6DFL_A l =  259 are missing or nan! Indices are:  (array([54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
       71]),)

 86/131 [==================>...........] - ETA: 21:25
WARNING!! Some values in the pdb structure of 6DGN_B l =  95 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

 87/131 [==================>...........] - ETA: 20:50
 88/131 [===================>..........] - ETA: 20:11
WARNING!! Different len(X) and len(Y) for  6DII_L 636 616

WARNING!! Some values in the pdb structure of 6DKA_I l =  233 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

 89/131 [===================>..........] - ETA: 20:12
WARNING!! Different len(X) and len(Y) for  6DKA_I 234 233

WARNING!! Some values in the pdb structure of 6DKM_G l =  78 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Different len(X) and len(Y) for  6DKM_G 79 78

WARNING!! Some values in the pdb structure of 6DLC_A l =  115 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5, 76, 77, 78, 79]),)

WARNING!! Some values in the pdb structure of 6DLO_A l =  358 are missing or nan! Indices are:  (array([  0,   1,  20,  21,  22,  23,  24, 115, 116, 117, 118, 119, 167,
       168, 169, 170, 171, 172, 173, 174, 257, 258, 259, 260, 261, 262,
       263, 264, 265, 266, 267, 268, 324, 325, 326, 327, 328, 339, 340,
       341, 342, 343, 344, 345, 346, 347, 348]),)

 90/131 [===================>..........] - ETA: 19:36
 91/131 [===================>..........] - ETA: 18:58
 92/131 [====================>.........] - ETA: 18:21
WARNING!! Different len(X) and len(Y) for  6DLO_A 389 358

 93/131 [====================>.........] - ETA: 17:49
WARNING!! Some values in the pdb structure of 6DTD_A l =  1125 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,   10,
         11,   12,   13,   14,   15,   16,   17,   18,   19,   20,   21,
         22,   23,   24,   25,   26,   27,   28,   29,   30,   31,   32,
         33,   34,  118,  119,  120,  121,  215,  216,  217,  218,  219,
        220,  221,  222,  338,  339,  340,  341,  342,  343,  344,  345,
        431,  432,  433,  434,  435,  436,  897,  898,  899,  900,  901,
        902,  903, 1094, 1095, 1096, 1097]),)

 94/131 [====================>.........] - ETA: 17:13
WARNING!! Different len(X) and len(Y) for  6DTD_A 1127 1125

WARNING!! Some values in the pdb structure of 6E0K_A l =  296 are missing or nan! Indices are:  (array([0]),)

 95/131 [====================>.........] - ETA: 18:26
WARNING!! Some values in the pdb structure of 6E0M_A l =  291 are missing or nan! Indices are:  (array([76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92,
       93, 94]),)

 96/131 [====================>.........] - ETA: 17:52
WARNING!! Different len(X) and len(Y) for  6E0M_A 292 291

WARNING!! Some values in the pdb structure of 6E3C_C l =  137 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6E9B_D l =  420 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  62,  63,  64,  65,  66,  67,  68,
        69,  70,  71,  72,  73,  77,  78,  79, 108, 109, 110, 123, 124]),)

 97/131 [=====================>........] - ETA: 17:18
 98/131 [=====================>........] - ETA: 16:40
WARNING!! Some values in the pdb structure of 6E9O_A l =  443 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22, 230, 231, 232,
       233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 276, 277, 278,
       279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289]),)

 99/131 [=====================>........] - ETA: 16:12
WARNING!! Different len(X) and len(Y) for  6E9O_A 460 443

WARNING!! Some values in the pdb structure of 6EAZ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24, 151,
       152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164,
       165, 166, 167, 168, 169, 170, 171]),)

100/131 [=====================>........] - ETA: 15:46
WARNING!! Different len(X) and len(Y) for  6EAZ_B 379 374

WARNING!! Some values in the pdb structure of 6EDB_B l =  73 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Different len(X) and len(Y) for  6EDB_B 455 73

WARNING!! Some values in the pdb structure of 6EGC_A l =  155 are missing or nan! Indices are:  (array([ 0,  1,  2,  3, 78, 79, 80, 81]),)

101/131 [======================>.......] - ETA: 15:16
WARNING!! Different len(X) and len(Y) for  6EGC_A 156 155

WARNING!! Some values in the pdb structure of 6FCG_F l =  430 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

102/131 [======================>.......] - ETA: 14:39
103/131 [======================>.......] - ETA: 14:03
WARNING!! Some values in the pdb structure of 6FTO_C l =  81 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6FXD_B l =  141 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19]),)

WARNING!! Some values in the pdb structure of 6G1H_A l =  343 are missing or nan! Indices are:  (array([298]),)

104/131 [======================>.......] - ETA: 13:34
105/131 [=======================>......] - ETA: 12:59
106/131 [=======================>......] - ETA: 12:23
WARNING!! Different len(X) and len(Y) for  6G1H_A 345 343

WARNING!! Some values in the pdb structure of 6G3B_B l =  231 are missing or nan! Indices are:  (array([ 0,  1, 45, 46, 47, 48]),)

107/131 [=======================>......] - ETA: 11:52
WARNING!! Different len(X) and len(Y) for  6G3B_B 238 231

WARNING!! Some values in the pdb structure of 6G70_B l =  607 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
       280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292,
       293, 294, 295, 296, 297, 298]),)

108/131 [=======================>......] - ETA: 11:19
WARNING!! Different len(X) and len(Y) for  6G70_B 670 607

109/131 [=======================>......] - ETA: 11:00
110/131 [========================>.....] - ETA: 10:25
WARNING!! Some values in the pdb structure of 6GDJ_B l =  71 are missing or nan! Indices are:  (array([0, 1]),)

111/131 [========================>.....] - ETA: 9:55 
WARNING!! Different len(X) and len(Y) for  6GDJ_B 88 71

WARNING!! Some values in the pdb structure of 6GHO_B l =  295 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

112/131 [========================>.....] - ETA: 9:22
113/131 [========================>.....] - ETA: 8:49
WARNING!! Different len(X) and len(Y) for  6GHO_B 298 295

WARNING!! Some values in the pdb structure of 6GMA_F l =  139 are missing or nan! Indices are:  (array([ 0, 31, 32, 33, 34, 35, 36, 37, 38, 87, 88, 89, 90, 91, 92, 93, 94,
       95, 96]),)

114/131 [=========================>....] - ETA: 8:16
WARNING!! Different len(X) and len(Y) for  6GMA_F 140 139

115/131 [=========================>....] - ETA: 7:44
WARNING!! Some values in the pdb structure of 6H2X_A l =  354 are missing or nan! Indices are:  (array([0, 1]),)

116/131 [=========================>....] - ETA: 7:12
117/131 [=========================>....] - ETA: 6:41
118/131 [==========================>...] - ETA: 6:10
WARNING!! Different len(X) and len(Y) for  6H2X_A 367 354

WARNING!! Some values in the pdb structure of 6H6N_B l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Different len(X) and len(Y) for  6H6N_B 131 129

WARNING!! Some values in the pdb structure of 6HC2_X l =  68 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7, 24, 25, 26, 27, 28, 29, 30, 31, 32,
       33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Different len(X) and len(Y) for  6HC2_X 71 68

WARNING!! Some values in the pdb structure of 6HPV_A l =  370 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11, 199,
       200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 225, 226, 227,
       228, 229, 230, 231, 232, 233, 234, 235, 236, 251, 252, 253, 254,
       255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267,
       268, 269, 270, 271, 272, 273, 274, 275, 276, 297, 298, 299, 300,
       301, 302, 303, 304, 305, 306]),)

119/131 [==========================>...] - ETA: 5:40
120/131 [==========================>...] - ETA: 5:10
121/131 [==========================>...] - ETA: 4:40
WARNING!! Different len(X) and len(Y) for  6HPV_A 378 370

WARNING!! Some values in the pdb structure of 6I1R_B l =  313 are missing or nan! Indices are:  (array([27, 28, 29]),)

122/131 [==========================>...] - ETA: 4:12
WARNING!! Different len(X) and len(Y) for  6I1R_B 322 313

WARNING!! Some values in the pdb structure of 6I9H_A l =  94 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6IAI_D l =  114 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 95]),)

WARNING!! Different len(X) and len(Y) for  6IAI_D 121 114

123/131 [===========================>..] - ETA: 3:43
WARNING!! Some values in the pdb structure of 6IEH_A l =  97 are missing or nan! Indices are:  (array([46, 47, 48, 73, 74, 75, 76, 77, 78, 84, 85, 86]),)

WARNING!! Different len(X) and len(Y) for  6IEH_A 105 97

WARNING!! Some values in the pdb structure of 6N0T_A l =  440 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  89,  90,  91,  92,  93,
       208, 209, 210, 211, 212]),)

124/131 [===========================>..] - ETA: 3:14
125/131 [===========================>..] - ETA: 2:46
126/131 [===========================>..] - ETA: 2:17
WARNING!! Different len(X) and len(Y) for  6N0T_A 441 440

WARNING!! Some values in the pdb structure of 6N8P_A l =  926 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5, 459, 460, 461, 462, 463, 464, 465,
       466, 467, 468, 469, 470, 471, 472, 623, 624, 625, 626, 627, 628,
       629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641,
       642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654,
       655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667,
       668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680,
       681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693,
       694, 695, 841, 842, 843, 844, 845, 846]),)

127/131 [============================>.] - ETA: 1:50
WARNING!! Different len(X) and len(Y) for  6N8P_A 979 926

128/131 [============================>.] - ETA: 1:26
WARNING!! Some values in the pdb structure of 6OHZ_A l =  230 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8, 133, 134, 135, 136,
       137, 138, 139, 140, 141, 142, 143]),)

129/131 [============================>.] - ETA: 57s 
130/131 [============================>.] - ETA: 28s
WARNING!! Some values in the pdb structure of 5OD1_A l =  96 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Different len(X) and len(Y) for  5OD1_A 97 96

WARNING!! Some values in the pdb structure of 5OD9_B l =  95 are missing or nan! Indices are:  (array([ 0,  1,  2, 48, 49, 50, 51]),)

WARNING!! Different len(X) and len(Y) for  5OD9_B 97 95

WARNING!! Some values in the pdb structure of 5OVM_A l =  89 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5W5P_A l =  623 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),)

WARNING!! Some values in the pdb structure of 5WB4_H l =  194 are missing or nan! Indices are:  (array([0]),)

131/131 [==============================] - 3861s 29s/step

WARNING!! Different len(X) and len(Y) for  5WB4_H 195 194

WARNING!! Some values in the pdb structure of 5OD1_A l =  96 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5OD9_B l =  95 are missing or nan! Indices are:  (array([ 0,  1,  2, 48, 49, 50, 51]),)

WARNING!! Some values in the pdb structure of 5OVM_A l =  89 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5W5P_A l =  623 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),)

WARNING!! Some values in the pdb structure of 5WB4_H l =  194 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5XJO_E l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31, 32, 33, 34]),)

WARNING!! Some values in the pdb structure of 5XKJ_F l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31]),)

WARNING!! Some values in the pdb structure of 5XKN_F l =  50 are missing or nan! Indices are:  (array([ 8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 27, 28, 29, 30, 31, 32]),)

WARNING!! Some values in the pdb structure of 5YA6_B l =  211 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 5YRQ_E l =  148 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,
       26, 27, 28, 29, 30, 31, 32, 33, 34, 35]),)

WARNING!! Some values in the pdb structure of 5YVQ_A l =  504 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131, 132, 133, 134, 135, 136, 472, 473, 474, 475, 476, 477,
       478, 479, 480]),)

WARNING!! Some values in the pdb structure of 5Z2H_B l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 5Z2I_D l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5Z34_A l =  365 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5Z3F_A l =  399 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5Z3K_B l =  484 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5Z6D_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z7C_A l =  463 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  83,  84,  85,  86,  87,  88,  89,  90,  91,
        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 383, 384,
       385, 386, 387, 388, 389, 390, 391, 392, 393, 394]),)

WARNING!! Some values in the pdb structure of 5Z8B_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z9T_B l =  536 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 5ZB2_A l =  405 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 5ZER_B l =  354 are missing or nan! Indices are:  (array([230, 231, 232, 233, 234, 265, 266, 267]),)

WARNING!! Some values in the pdb structure of 5ZKE_A l =  178 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5ZKH_B l =  171 are missing or nan! Indices are:  (array([ 0, 27, 28]),)

WARNING!! Some values in the pdb structure of 5ZME_A l =  686 are missing or nan! Indices are:  (array([ 93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104, 105,
       106, 107, 108, 109, 175, 176, 177, 178, 179, 180, 444, 445, 446,
       447, 448, 449, 450, 451, 544, 545, 546, 547, 548, 549, 550, 551,
       552, 553, 554, 555, 556, 557, 558, 559, 560]),)

WARNING!! Some values in the pdb structure of 5ZNS_A l =  382 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5ZT0_J l =  47 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5ZT7_B l =  263 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 5ZX9_A l =  287 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 175, 176, 177, 178, 246, 247, 248, 249,
       250, 251, 252, 253, 254]),)

WARNING!! Some values in the pdb structure of 5ZYO_D l =  158 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6A5F_B l =  152 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6A5G_B l =  159 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6A68_A l =  173 are missing or nan! Indices are:  (array([136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146]),)

WARNING!! Some values in the pdb structure of 6A83_A l =  394 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6A9J_B l =  379 are missing or nan! Indices are:  (array([219, 220, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270,
       271, 272, 273, 274, 275, 276, 277, 278, 279, 307, 308, 309, 310,
       311, 312, 313, 314, 341, 342, 343, 344, 345, 360, 361, 362, 363,
       364]),)

WARNING!! Some values in the pdb structure of 6A9W_A l =  314 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18, 196, 197, 198, 199, 200, 201, 202,
       203, 204, 205, 206, 207, 208, 209]),)

WARNING!! Some values in the pdb structure of 6AAY_A l =  1225 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,  335,  336,
        337,  338,  339,  340,  341,  342,  343,  395,  396,  397,  398,
       1065, 1066, 1067, 1068]),)

WARNING!! Some values in the pdb structure of 6AE1_B l =  145 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6AE8_D l =  119 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106]),)

WARNING!! Some values in the pdb structure of 6AEF_A l =  459 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6AGH_B l =  335 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23, 127, 128,
       148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160,
       161, 162, 163, 164, 165, 166, 167, 168, 232, 233, 234, 280, 281,
       282, 283, 284, 317, 318, 319, 320, 321, 322]),)

WARNING!! Some values in the pdb structure of 6AGJ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 158, 159, 160, 161, 162,
       163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,
       176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,
       189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201,
       202, 203, 204, 205, 317, 318, 319]),)

WARNING!! Some values in the pdb structure of 6AHQ_T l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21]),)

WARNING!! Some values in the pdb structure of 6AIT_F l =  438 are missing or nan! Indices are:  (array([  0, 110, 111, 112, 113, 114, 115, 133, 134, 135, 136, 137, 138,
       139, 140, 141, 142, 143, 144, 145, 146, 147, 190, 191, 192, 193,
       194, 195, 196, 203, 204, 205]),)

WARNING!! Some values in the pdb structure of 6AJJ_A l =  941 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 368, 369, 370, 371, 372,
       373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385,
       386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398,
       399]),)

WARNING!! Some values in the pdb structure of 6AKJ_B l =  152 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  53,  54,  55,  56,  57,  58,  59,  60,  61, 109, 110, 111,
       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124,
       125, 126, 127]),)

WARNING!! Some values in the pdb structure of 6BEA_A l =  438 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4]),)

WARNING!! Some values in the pdb structure of 6BS5_A l =  340 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),)

WARNING!! Some values in the pdb structure of 6BS5_B l =  375 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 185, 186, 187, 188, 189, 190, 191, 192, 226,
       227, 307, 308, 309, 310, 311, 312]),)

WARNING!! Some values in the pdb structure of 6BWH_C l =  227 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  99, 100, 101, 156, 157,
       186]),)

WARNING!! Some values in the pdb structure of 6BXS_C l =  277 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6BXW_A l =  277 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 107, 108, 109, 110, 111, 112]),)

WARNING!! Some values in the pdb structure of 6BZT_D l =  522 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6CB6_A l =  121 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6CCI_A l =  486 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131]),)

WARNING!! Some values in the pdb structure of 6CGO_B l =  545 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
       455, 456, 457, 458, 459, 460, 533, 534, 535, 536, 537]),)

WARNING!! Some values in the pdb structure of 6CK1_D l =  408 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26, 186, 187, 188, 189, 190, 191]),)

WARNING!! Some values in the pdb structure of 6CMK_A l =  405 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6CP8_B l =  163 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6CP8_D l =  164 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6CP9_G l =  121 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11]),)

WARNING!! Some values in the pdb structure of 6CPU_A l =  570 are missing or nan! Indices are:  (array([ 52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73, 104, 105, 106, 107,
       142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154,
       324, 325, 326, 327, 328]),)

WARNING!! Some values in the pdb structure of 6CSV_D l =  93 are missing or nan! Indices are:  (array([ 0, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 6CUL_H l =  275 are missing or nan! Indices are:  (array([  0,  27,  28,  29,  30, 225, 226, 227]),)

WARNING!! Some values in the pdb structure of 6CZ6_D l =  423 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94, 408, 409]),)

WARNING!! Some values in the pdb structure of 6CZT_A l =  90 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 6D0I_D l =  72 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6D2S_A l =  284 are missing or nan! Indices are:  (array([  0, 203, 204, 205, 206, 207, 208, 209, 210]),)

WARNING!! Some values in the pdb structure of 6D7Y_A l =  96 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6D97_D l =  547 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24]),)

WARNING!! Some values in the pdb structure of 6D9F_B l =  325 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6DAN_D l =  329 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6DFL_A l =  259 are missing or nan! Indices are:  (array([54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
       71]),)

WARNING!! Some values in the pdb structure of 6DGN_B l =  95 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6DKA_I l =  233 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6DKM_G l =  78 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6DLC_A l =  115 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5, 76, 77, 78, 79]),)

WARNING!! Some values in the pdb structure of 6DLO_A l =  358 are missing or nan! Indices are:  (array([  0,   1,  20,  21,  22,  23,  24, 115, 116, 117, 118, 119, 167,
       168, 169, 170, 171, 172, 173, 174, 257, 258, 259, 260, 261, 262,
       263, 264, 265, 266, 267, 268, 324, 325, 326, 327, 328, 339, 340,
       341, 342, 343, 344, 345, 346, 347, 348]),)

WARNING!! Some values in the pdb structure of 6DTD_A l =  1125 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,   10,
         11,   12,   13,   14,   15,   16,   17,   18,   19,   20,   21,
         22,   23,   24,   25,   26,   27,   28,   29,   30,   31,   32,
         33,   34,  118,  119,  120,  121,  215,  216,  217,  218,  219,
        220,  221,  222,  338,  339,  340,  341,  342,  343,  344,  345,
        431,  432,  433,  434,  435,  436,  897,  898,  899,  900,  901,
        902,  903, 1094, 1095, 1096, 1097]),)

WARNING!! Some values in the pdb structure of 6E0K_A l =  296 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6E0M_A l =  291 are missing or nan! Indices are:  (array([76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92,
       93, 94]),)

WARNING!! Some values in the pdb structure of 6E3C_C l =  137 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6E9B_D l =  420 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  62,  63,  64,  65,  66,  67,  68,
        69,  70,  71,  72,  73,  77,  78,  79, 108, 109, 110, 123, 124]),)

WARNING!! Some values in the pdb structure of 6E9O_A l =  443 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22, 230, 231, 232,
       233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 276, 277, 278,
       279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289]),)

WARNING!! Some values in the pdb structure of 6EAZ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24, 151,
       152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164,
       165, 166, 167, 168, 169, 170, 171]),)

WARNING!! Some values in the pdb structure of 6EDB_B l =  73 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6EGC_A l =  155 are missing or nan! Indices are:  (array([ 0,  1,  2,  3, 78, 79, 80, 81]),)

WARNING!! Some values in the pdb structure of 6FCG_F l =  430 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6FTO_C l =  81 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6FXD_B l =  141 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19]),)

WARNING!! Some values in the pdb structure of 6G1H_A l =  343 are missing or nan! Indices are:  (array([298]),)

WARNING!! Some values in the pdb structure of 6G3B_B l =  231 are missing or nan! Indices are:  (array([ 0,  1, 45, 46, 47, 48]),)

WARNING!! Some values in the pdb structure of 6G70_B l =  607 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
       280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292,
       293, 294, 295, 296, 297, 298]),)

WARNING!! Some values in the pdb structure of 6GDJ_B l =  71 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6GHO_B l =  295 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6GMA_F l =  139 are missing or nan! Indices are:  (array([ 0, 31, 32, 33, 34, 35, 36, 37, 38, 87, 88, 89, 90, 91, 92, 93, 94,
       95, 96]),)

WARNING!! Some values in the pdb structure of 6H2X_A l =  354 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6H6N_B l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 6HC2_X l =  68 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7, 24, 25, 26, 27, 28, 29, 30, 31, 32,
       33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6HPV_A l =  370 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11, 199,
       200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 225, 226, 227,
       228, 229, 230, 231, 232, 233, 234, 235, 236, 251, 252, 253, 254,
       255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267,
       268, 269, 270, 271, 272, 273, 274, 275, 276, 297, 298, 299, 300,
       301, 302, 303, 304, 305, 306]),)

WARNING!! Some values in the pdb structure of 6I1R_B l =  313 are missing or nan! Indices are:  (array([27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6I9H_A l =  94 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6IAI_D l =  114 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 95]),)

WARNING!! Some values in the pdb structure of 6IEH_A l =  97 are missing or nan! Indices are:  (array([46, 47, 48, 73, 74, 75, 76, 77, 78, 84, 85, 86]),)

WARNING!! Some values in the pdb structure of 6N0T_A l =  440 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  89,  90,  91,  92,  93,
       208, 209, 210, 211, 212]),)

WARNING!! Some values in the pdb structure of 6N8P_A l =  926 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5, 459, 460, 461, 462, 463, 464, 465,
       466, 467, 468, 469, 470, 471, 472, 623, 624, 625, 626, 627, 628,
       629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641,
       642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654,
       655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667,
       668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680,
       681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693,
       694, 695, 841, 842, 843, 844, 845, 846]),)

WARNING!! Some values in the pdb structure of 6OHZ_A l =  230 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8, 133, 134, 135, 136,
       137, 138, 139, 140, 141, 142, 143]),)

WARNING:
Some pdbs in the following list have NaNs in their distances: ['5OD1_A', '5OD9_B', '5OQK_A', '5OVM_A', '5W5P_A', '5WB4_H', '5XJO_E', '5XKJ_F', '5XKN_F', '5Y08_A', '5YA6_B', '5YRQ_E', '5YVQ_A', '5YVQ_B', '5Z2H_B', '5Z2I_D', '5Z34_A', '5Z36_A', '5Z3F_A', '5Z3K_B', '5Z6D_B', '5Z7C_A', '5Z8B_B', '5Z9T_B', '5ZB2_A', '5ZER_B', '5ZKE_A', '5ZKH_B', '5ZKT_B', '5ZME_A', '5ZNS_A', '5ZOR_A', '5ZT0_J', '5ZT7_B', '5ZX9_A', '5ZYO_D', '6A2W_A', '6A5F_B', '6A5G_B', '6A68_A', '6A83_A', '6A9J_B', '6A9W_A', '6AAY_A', '6AE1_B', '6AE8_D', '6AE9_B', '6AEF_A', '6AGH_B', '6AGJ_B', '6AHQ_T', '6AIT_F', '6AJJ_A', '6AKJ_B', '6BEA_A', '6BS5_A', '6BS5_B', '6BWH_C', '6BXS_C', '6BXW_A', '6BZJ_A', '6BZK_A', '6BZT_D', '6CB6_A', '6CCI_A', '6CGO_B', '6CK1_D', '6CMK_A', '6CP8_B', '6CP8_D', '6CP9_G', '6CP9_H', '6CPU_A', '6CSV_D', '6CUL_H', '6CZ6_D', '6CZT_A', '6D0I_C', '6D0I_D', '6D2S_A', '6D7Y_A', '6D7Y_B', '6D97_D', '6D9F_B', '6D9M_A', '6DAN_D', '6DFL_A', '6DGN_B', '6DII_L', '6DKA_I', '6DKM_G', '6DLC_A', '6DLO_A', '6DRF_A', '6DTD_A', '6E0K_A', '6E0M_A', '6E3C_C', '6E9B_D', '6E9O_A', '6EAZ_B', '6EDB_B', '6EGC_A', '6FCG_F', '6FTO_C', '6FXD_B', '6G1H_A', '6G3B_B', '6G70_B', '6G7G_A', '6G7O_A', '6G8Y_A', '6GCJ_A', '6GDJ_B', '6GHO_B', '6GMA_F', '6GMS_A', '6GW7_A', '6H2X_A', '6H6N_B', '6HC2_X', '6HPV_A', '6I1R_B', '6I9H_A', '6IAI_D', '6IEH_A', '6N0T_A', '6N8P_A', '6NU4_A', '6NX4_A', '6OHZ_A']

WARNING!! Some values in the pdb structure of 5OD1_A l =  96 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5OD9_B l =  95 are missing or nan! Indices are:  (array([ 0,  1,  2, 48, 49, 50, 51]),)

WARNING!! Some values in the pdb structure of 5OVM_A l =  89 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5W5P_A l =  623 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),)

WARNING!! Some values in the pdb structure of 5WB4_H l =  194 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5XJO_E l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31, 32, 33, 34]),)

WARNING!! Some values in the pdb structure of 5XKJ_F l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31]),)

WARNING!! Some values in the pdb structure of 5XKN_F l =  50 are missing or nan! Indices are:  (array([ 8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 27, 28, 29, 30, 31, 32]),)

WARNING!! Some values in the pdb structure of 5YA6_B l =  211 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 5YRQ_E l =  148 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,
       26, 27, 28, 29, 30, 31, 32, 33, 34, 35]),)

WARNING!! Some values in the pdb structure of 5YVQ_A l =  504 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131, 132, 133, 134, 135, 136, 472, 473, 474, 475, 476, 477,
       478, 479, 480]),)

WARNING!! Some values in the pdb structure of 5Z2H_B l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 5Z2I_D l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5Z34_A l =  365 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5Z3F_A l =  399 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5Z3K_B l =  484 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5Z6D_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z7C_A l =  463 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  83,  84,  85,  86,  87,  88,  89,  90,  91,
        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 383, 384,
       385, 386, 387, 388, 389, 390, 391, 392, 393, 394]),)

WARNING!! Some values in the pdb structure of 5Z8B_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z9T_B l =  536 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 5ZB2_A l =  405 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 5ZER_B l =  354 are missing or nan! Indices are:  (array([230, 231, 232, 233, 234, 265, 266, 267]),)

WARNING!! Some values in the pdb structure of 5ZKE_A l =  178 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5ZKH_B l =  171 are missing or nan! Indices are:  (array([ 0, 27, 28]),)

WARNING!! Some values in the pdb structure of 5ZME_A l =  686 are missing or nan! Indices are:  (array([ 93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104, 105,
       106, 107, 108, 109, 175, 176, 177, 178, 179, 180, 444, 445, 446,
       447, 448, 449, 450, 451, 544, 545, 546, 547, 548, 549, 550, 551,
       552, 553, 554, 555, 556, 557, 558, 559, 560]),)

WARNING!! Some values in the pdb structure of 5ZNS_A l =  382 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5ZT0_J l =  47 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5ZT7_B l =  263 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 5ZX9_A l =  287 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 175, 176, 177, 178, 246, 247, 248, 249,
       250, 251, 252, 253, 254]),)

WARNING!! Some values in the pdb structure of 5ZYO_D l =  158 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6A5F_B l =  152 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6A5G_B l =  159 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6A68_A l =  173 are missing or nan! Indices are:  (array([136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146]),)

WARNING!! Some values in the pdb structure of 6A83_A l =  394 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6A9J_B l =  379 are missing or nan! Indices are:  (array([219, 220, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270,
       271, 272, 273, 274, 275, 276, 277, 278, 279, 307, 308, 309, 310,
       311, 312, 313, 314, 341, 342, 343, 344, 345, 360, 361, 362, 363,
       364]),)

WARNING!! Some values in the pdb structure of 6A9W_A l =  314 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18, 196, 197, 198, 199, 200, 201, 202,
       203, 204, 205, 206, 207, 208, 209]),)

WARNING!! Some values in the pdb structure of 6AAY_A l =  1225 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,  335,  336,
        337,  338,  339,  340,  341,  342,  343,  395,  396,  397,  398,
       1065, 1066, 1067, 1068]),)

WARNING!! Some values in the pdb structure of 6AE1_B l =  145 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6AE8_D l =  119 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106]),)

WARNING!! Some values in the pdb structure of 6AEF_A l =  459 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6AGH_B l =  335 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23, 127, 128,
       148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160,
       161, 162, 163, 164, 165, 166, 167, 168, 232, 233, 234, 280, 281,
       282, 283, 284, 317, 318, 319, 320, 321, 322]),)

WARNING!! Some values in the pdb structure of 6AGJ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 158, 159, 160, 161, 162,
       163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,
       176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,
       189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201,
       202, 203, 204, 205, 317, 318, 319]),)

WARNING!! Some values in the pdb structure of 6AHQ_T l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21]),)

WARNING!! Some values in the pdb structure of 6AIT_F l =  438 are missing or nan! Indices are:  (array([  0, 110, 111, 112, 113, 114, 115, 133, 134, 135, 136, 137, 138,
       139, 140, 141, 142, 143, 144, 145, 146, 147, 190, 191, 192, 193,
       194, 195, 196, 203, 204, 205]),)

WARNING!! Some values in the pdb structure of 6AJJ_A l =  941 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 368, 369, 370, 371, 372,
       373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385,
       386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398,
       399]),)

WARNING!! Some values in the pdb structure of 6AKJ_B l =  152 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  53,  54,  55,  56,  57,  58,  59,  60,  61, 109, 110, 111,
       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124,
       125, 126, 127]),)

WARNING!! Some values in the pdb structure of 6BEA_A l =  438 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4]),)

WARNING!! Some values in the pdb structure of 6BS5_A l =  340 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),)

WARNING!! Some values in the pdb structure of 6BS5_B l =  375 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 185, 186, 187, 188, 189, 190, 191, 192, 226,
       227, 307, 308, 309, 310, 311, 312]),)

WARNING!! Some values in the pdb structure of 6BWH_C l =  227 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  99, 100, 101, 156, 157,
       186]),)

WARNING!! Some values in the pdb structure of 6BXS_C l =  277 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6BXW_A l =  277 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 107, 108, 109, 110, 111, 112]),)

WARNING!! Some values in the pdb structure of 6BZT_D l =  522 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6CB6_A l =  121 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6CCI_A l =  486 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131]),)

WARNING!! Some values in the pdb structure of 6CGO_B l =  545 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
       455, 456, 457, 458, 459, 460, 533, 534, 535, 536, 537]),)

WARNING!! Some values in the pdb structure of 6CK1_D l =  408 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26, 186, 187, 188, 189, 190, 191]),)

WARNING!! Some values in the pdb structure of 6CMK_A l =  405 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6CP8_B l =  163 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6CP8_D l =  164 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6CP9_G l =  121 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11]),)

WARNING!! Some values in the pdb structure of 6CPU_A l =  570 are missing or nan! Indices are:  (array([ 52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73, 104, 105, 106, 107,
       142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154,
       324, 325, 326, 327, 328]),)

WARNING!! Some values in the pdb structure of 6CSV_D l =  93 are missing or nan! Indices are:  (array([ 0, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 6CUL_H l =  275 are missing or nan! Indices are:  (array([  0,  27,  28,  29,  30, 225, 226, 227]),)

WARNING!! Some values in the pdb structure of 6CZ6_D l =  423 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94, 408, 409]),)

WARNING!! Some values in the pdb structure of 6CZT_A l =  90 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 6D0I_D l =  72 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6D2S_A l =  284 are missing or nan! Indices are:  (array([  0, 203, 204, 205, 206, 207, 208, 209, 210]),)

WARNING!! Some values in the pdb structure of 6D7Y_A l =  96 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6D97_D l =  547 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24]),)

WARNING!! Some values in the pdb structure of 6D9F_B l =  325 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6DAN_D l =  329 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6DFL_A l =  259 are missing or nan! Indices are:  (array([54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
       71]),)

WARNING!! Some values in the pdb structure of 6DGN_B l =  95 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6DKA_I l =  233 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6DKM_G l =  78 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6DLC_A l =  115 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5, 76, 77, 78, 79]),)

WARNING!! Some values in the pdb structure of 6DLO_A l =  358 are missing or nan! Indices are:  (array([  0,   1,  20,  21,  22,  23,  24, 115, 116, 117, 118, 119, 167,
       168, 169, 170, 171, 172, 173, 174, 257, 258, 259, 260, 261, 262,
       263, 264, 265, 266, 267, 268, 324, 325, 326, 327, 328, 339, 340,
       341, 342, 343, 344, 345, 346, 347, 348]),)

WARNING!! Some values in the pdb structure of 6DTD_A l =  1125 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,   10,
         11,   12,   13,   14,   15,   16,   17,   18,   19,   20,   21,
         22,   23,   24,   25,   26,   27,   28,   29,   30,   31,   32,
         33,   34,  118,  119,  120,  121,  215,  216,  217,  218,  219,
        220,  221,  222,  338,  339,  340,  341,  342,  343,  344,  345,
        431,  432,  433,  434,  435,  436,  897,  898,  899,  900,  901,
        902,  903, 1094, 1095, 1096, 1097]),)

WARNING!! Some values in the pdb structure of 6E0K_A l =  296 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6E0M_A l =  291 are missing or nan! Indices are:  (array([76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92,
       93, 94]),)

WARNING!! Some values in the pdb structure of 6E3C_C l =  137 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6E9B_D l =  420 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  62,  63,  64,  65,  66,  67,  68,
        69,  70,  71,  72,  73,  77,  78,  79, 108, 109, 110, 123, 124]),)

WARNING!! Some values in the pdb structure of 6E9O_A l =  443 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22, 230, 231, 232,
       233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 276, 277, 278,
       279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289]),)

WARNING!! Some values in the pdb structure of 6EAZ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24, 151,
       152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164,
       165, 166, 167, 168, 169, 170, 171]),)

WARNING!! Some values in the pdb structure of 6EDB_B l =  73 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6EGC_A l =  155 are missing or nan! Indices are:  (array([ 0,  1,  2,  3, 78, 79, 80, 81]),)

WARNING!! Some values in the pdb structure of 6FCG_F l =  430 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6FTO_C l =  81 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6FXD_B l =  141 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19]),)

WARNING!! Some values in the pdb structure of 6G1H_A l =  343 are missing or nan! Indices are:  (array([298]),)

WARNING!! Some values in the pdb structure of 6G3B_B l =  231 are missing or nan! Indices are:  (array([ 0,  1, 45, 46, 47, 48]),)

WARNING!! Some values in the pdb structure of 6G70_B l =  607 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
       280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292,
       293, 294, 295, 296, 297, 298]),)

WARNING!! Some values in the pdb structure of 6GDJ_B l =  71 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6GHO_B l =  295 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6GMA_F l =  139 are missing or nan! Indices are:  (array([ 0, 31, 32, 33, 34, 35, 36, 37, 38, 87, 88, 89, 90, 91, 92, 93, 94,
       95, 96]),)

WARNING!! Some values in the pdb structure of 6H2X_A l =  354 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6H6N_B l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 6HC2_X l =  68 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7, 24, 25, 26, 27, 28, 29, 30, 31, 32,
       33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6HPV_A l =  370 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11, 199,
       200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 225, 226, 227,
       228, 229, 230, 231, 232, 233, 234, 235, 236, 251, 252, 253, 254,
       255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267,
       268, 269, 270, 271, 272, 273, 274, 275, 276, 297, 298, 299, 300,
       301, 302, 303, 304, 305, 306]),)

WARNING!! Some values in the pdb structure of 6I1R_B l =  313 are missing or nan! Indices are:  (array([27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6I9H_A l =  94 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6IAI_D l =  114 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 95]),)

WARNING!! Some values in the pdb structure of 6IEH_A l =  97 are missing or nan! Indices are:  (array([46, 47, 48, 73, 74, 75, 76, 77, 78, 84, 85, 86]),)

WARNING!! Some values in the pdb structure of 6N0T_A l =  440 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  89,  90,  91,  92,  93,
       208, 209, 210, 211, 212]),)

WARNING!! Some values in the pdb structure of 6N8P_A l =  926 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5, 459, 460, 461, 462, 463, 464, 465,
       466, 467, 468, 469, 470, 471, 472, 623, 624, 625, 626, 627, 628,
       629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641,
       642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654,
       655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667,
       668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680,
       681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693,
       694, 695, 841, 842, 843, 844, 845, 846]),)

WARNING!! Some values in the pdb structure of 6OHZ_A l =  230 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8, 133, 134, 135, 136,
       137, 138, 139, 140, 141, 142, 143]),)

MAE for 0 5OD1_A lr_d8 = 4.68  mlr_d8 = 4.01  lr_d12 = 3.37  mlr_d12 = 3.00
MAE for 1 5OD9_B lr_d8 = 4.34  mlr_d8 = 3.62  lr_d12 = 3.24  mlr_d12 = 2.80
MAE for 2 5OQK_A lr_d8 = 8.69  mlr_d8 = 7.76  lr_d12 = 6.17  mlr_d12 = 5.59
MAE for 3 5OVM_A lr_d8 = 3.05  mlr_d8 = 2.61  lr_d12 = 2.17  mlr_d12 = 1.91
MAE for 4 5W5P_A lr_d8 = 10.41  mlr_d8 = 9.80  lr_d12 = 9.64  mlr_d12 = 9.02
MAE for 5 5WB4_H lr_d8 = 2.20  mlr_d8 = 2.26  lr_d12 = 1.92  mlr_d12 = 1.89
MAE for 6 5XJO_E lr_d8 = 6.12  mlr_d8 = 4.13  lr_d12 = 4.28  mlr_d12 = 3.33
MAE for 7 5XKJ_F lr_d8 = 8.14  mlr_d8 = 5.18  lr_d12 = 5.96  mlr_d12 = 4.60
MAE for 8 5XKN_F lr_d8 = 4.79  mlr_d8 = 3.89  lr_d12 = 3.29  mlr_d12 = 2.99
MAE for 9 5Y08_A lr_d8 = 5.27  mlr_d8 = 5.41  lr_d12 = 4.47  mlr_d12 = 4.35
MAE for 10 5YA6_B lr_d8 = 6.34  mlr_d8 = 5.72  lr_d12 = 5.11  mlr_d12 = 4.91
MAE for 11 5YRQ_E lr_d8 = 7.69  mlr_d8 = 7.16  lr_d12 = 5.73  mlr_d12 = 5.15
MAE for 12 5YVQ_A lr_d8 = 10.49  mlr_d8 = 8.03  lr_d12 = 6.77  mlr_d12 = 5.61
MAE for 13 5YVQ_B lr_d8 = 4.85  mlr_d8 = 4.45  lr_d12 = 4.20  mlr_d12 = 4.17
MAE for 14 5Z2H_B lr_d8 = 2.33  mlr_d8 = 2.38  lr_d12 = 1.90  mlr_d12 = 1.90
MAE for 15 5Z2I_D lr_d8 = 2.17  mlr_d8 = 2.25  lr_d12 = 1.92  mlr_d12 = 1.91
MAE for 16 5Z34_A lr_d8 = 8.68  mlr_d8 = 8.66  lr_d12 = 7.19  mlr_d12 = 7.08
MAE for 17 5Z36_A lr_d8 = 4.88  mlr_d8 = 3.72  lr_d12 = 3.69  mlr_d12 = 3.21
MAE for 18 5Z3F_A lr_d8 = 4.19  mlr_d8 = 4.14  lr_d12 = 3.58  mlr_d12 = 3.44
MAE for 19 5Z3K_B lr_d8 = 5.33  mlr_d8 = 5.32  lr_d12 = 5.07  mlr_d12 = 4.91
MAE for 20 5Z6D_B lr_d8 = 12.25  mlr_d8 = 9.97  lr_d12 = 10.25  mlr_d12 = 8.66
MAE for 21 5Z7C_A lr_d8 = 7.71  mlr_d8 = 6.93  lr_d12 = 6.02  mlr_d12 = 5.46
MAE for 22 5Z8B_B lr_d8 = 3.12  mlr_d8 = 3.21  lr_d12 = 3.12  mlr_d12 = 3.03
MAE for 23 5Z9T_B lr_d8 = 7.33  mlr_d8 = 6.85  lr_d12 = 8.19  mlr_d12 = 7.51
MAE for 24 5ZB2_A lr_d8 = 3.52  mlr_d8 = 3.59  lr_d12 = 3.70  mlr_d12 = 3.46
MAE for 25 5ZER_B lr_d8 = 3.82  mlr_d8 = 3.44  lr_d12 = 3.50  mlr_d12 = 3.15
MAE for 26 5ZKE_A lr_d8 = 5.43  mlr_d8 = 5.63  lr_d12 = 3.98  mlr_d12 = 4.12
MAE for 27 5ZKH_B lr_d8 = 6.05  mlr_d8 = 6.13  lr_d12 = 4.59  mlr_d12 = 4.57
MAE for 28 5ZKT_B lr_d8 = nan  mlr_d8 = 3.82  lr_d12 = 7.72  mlr_d12 = 3.22
MAE for 29 5ZME_A lr_d8 = 12.19  mlr_d8 = 11.45  lr_d12 = 10.74  mlr_d12 = 9.97
MAE for 30 5ZNS_A lr_d8 = 8.99  mlr_d8 = 8.75  lr_d12 = 7.60  mlr_d12 = 7.35
MAE for 31 5ZOR_A lr_d8 = 7.01  mlr_d8 = 5.80  lr_d12 = 5.75  mlr_d12 = 4.60
MAE for 32 5ZT0_J lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = nan
MAE for 33 5ZT7_B lr_d8 = 2.63  mlr_d8 = 2.52  lr_d12 = 2.11  mlr_d12 = 2.03
MAE for 34 5ZX9_A lr_d8 = 11.25  mlr_d8 = 9.28  lr_d12 = 9.20  mlr_d12 = 8.14
MAE for 35 5ZYO_D lr_d8 = 6.07  mlr_d8 = 5.84  lr_d12 = 5.36  mlr_d12 = 4.73
MAE for 36 6A2W_A lr_d8 = 4.10  mlr_d8 = 6.20  lr_d12 = 3.69  mlr_d12 = 4.74
MAE for 37 6A5F_B lr_d8 = 4.63  mlr_d8 = 3.43  lr_d12 = 3.54  mlr_d12 = 3.04
MAE for 38 6A5G_B lr_d8 = 5.56  mlr_d8 = 4.14  lr_d12 = 4.21  mlr_d12 = 3.62
MAE for 39 6A68_A lr_d8 = 8.29  mlr_d8 = 7.79  lr_d12 = 6.18  mlr_d12 = 5.71
MAE for 40 6A83_A lr_d8 = 6.16  mlr_d8 = 5.88  lr_d12 = 5.29  mlr_d12 = 5.04
MAE for 41 6A9J_B lr_d8 = 9.09  mlr_d8 = 7.78  lr_d12 = 8.90  mlr_d12 = 8.06
MAE for 42 6A9W_A lr_d8 = 3.48  mlr_d8 = 3.41  lr_d12 = 2.98  mlr_d12 = 2.89
MAE for 43 6AAY_A lr_d8 = 19.41  mlr_d8 = 19.07  lr_d12 = 16.28  mlr_d12 = 15.95
MAE for 44 6AE1_B lr_d8 = 3.30  mlr_d8 = 3.45  lr_d12 = 2.33  mlr_d12 = 2.36
MAE for 45 6AE8_D lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = nan
MAE for 46 6AE9_B lr_d8 = 5.12  mlr_d8 = 4.65  lr_d12 = 4.95  mlr_d12 = 4.49
MAE for 47 6AEF_A lr_d8 = 6.45  mlr_d8 = 5.91  lr_d12 = 5.32  mlr_d12 = 5.01
MAE for 48 6AGH_B lr_d8 = 11.55  mlr_d8 = 10.63  lr_d12 = 9.41  mlr_d12 = 8.52
MAE for 49 6AGJ_B lr_d8 = 12.89  mlr_d8 = 11.49  lr_d12 = 10.75  mlr_d12 = 9.52
MAE for 50 6AHQ_T lr_d8 = 1.93  mlr_d8 = 1.77  lr_d12 = 1.70  mlr_d12 = 1.59
MAE for 51 6AIT_F lr_d8 = 5.41  mlr_d8 = 4.51  lr_d12 = 4.65  mlr_d12 = 4.01
MAE for 52 6AJJ_A lr_d8 = 6.13  mlr_d8 = 6.16  lr_d12 = 5.23  mlr_d12 = 5.19
MAE for 53 6AKJ_B lr_d8 = 9.41  mlr_d8 = 7.22  lr_d12 = 7.49  mlr_d12 = 6.18
MAE for 54 6BEA_A lr_d8 = 8.35  mlr_d8 = 7.35  lr_d12 = 8.13  mlr_d12 = 7.33
MAE for 55 6BS5_A lr_d8 = 4.71  mlr_d8 = 4.56  lr_d12 = 4.08  mlr_d12 = 3.88
MAE for 56 6BS5_B lr_d8 = 7.16  mlr_d8 = 6.84  lr_d12 = 5.76  mlr_d12 = 5.49
MAE for 57 6BWH_C lr_d8 = 3.84  mlr_d8 = 3.59  lr_d12 = 3.53  mlr_d12 = 3.28
MAE for 58 6BXS_C lr_d8 = 9.83  mlr_d8 = 9.15  lr_d12 = 8.52  mlr_d12 = 7.93
MAE for 59 6BXW_A lr_d8 = 10.23  mlr_d8 = 9.57  lr_d12 = 8.87  mlr_d12 = 8.28
MAE for 60 6BZJ_A lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = nan
MAE for 61 6BZK_A lr_d8 = nan  mlr_d8 = nan  lr_d12 = 14.92  mlr_d12 = 13.47
MAE for 62 6BZT_D lr_d8 = 7.41  mlr_d8 = 7.03  lr_d12 = 6.91  mlr_d12 = 6.56
MAE for 63 6CB6_A lr_d8 = 10.90  mlr_d8 = 10.29  lr_d12 = 8.14  mlr_d12 = 7.56
MAE for 64 6CCI_A lr_d8 = 7.06  mlr_d8 = 7.04  lr_d12 = 6.37  mlr_d12 = 6.22
MAE for 65 6CGO_B lr_d8 = 5.85  mlr_d8 = 5.47  lr_d12 = 4.92  mlr_d12 = 4.68
MAE for 66 6CK1_D lr_d8 = 7.86  mlr_d8 = 5.50  lr_d12 = 5.62  mlr_d12 = 4.40
MAE for 67 6CMK_A lr_d8 = 7.71  mlr_d8 = 5.40  lr_d12 = 5.63  mlr_d12 = 4.42
MAE for 68 6CP8_B lr_d8 = 10.78  mlr_d8 = 8.15  lr_d12 = 8.65  mlr_d12 = 7.06
MAE for 69 6CP8_D lr_d8 = 10.17  mlr_d8 = 8.84  lr_d12 = 8.02  mlr_d12 = 6.85
MAE for 70 6CP9_G lr_d8 = 2.89  mlr_d8 = 2.14  lr_d12 = 2.24  mlr_d12 = 2.01
MAE for 71 6CP9_H lr_d8 = 6.96  mlr_d8 = 3.79  lr_d12 = 4.31  mlr_d12 = 2.97
MAE for 72 6CPU_A lr_d8 = 10.70  mlr_d8 = 10.25  lr_d12 = 8.64  mlr_d12 = 8.18
MAE for 73 6CSV_D lr_d8 = 5.94  mlr_d8 = 5.87  lr_d12 = 4.36  mlr_d12 = 4.30
MAE for 74 6CUL_H lr_d8 = 5.98  mlr_d8 = 6.02  lr_d12 = 5.24  mlr_d12 = 5.14
MAE for 75 6CZ6_D lr_d8 = 6.29  mlr_d8 = 5.69  lr_d12 = 5.34  mlr_d12 = 5.05
MAE for 76 6CZT_A lr_d8 = 2.09  mlr_d8 = 3.03  lr_d12 = 2.46  mlr_d12 = 2.75
MAE for 77 6D0I_C lr_d8 = 3.73  mlr_d8 = 3.55  lr_d12 = 3.80  mlr_d12 = 3.65
MAE for 78 6D0I_D lr_d8 = 5.91  mlr_d8 = 6.00  lr_d12 = 5.14  mlr_d12 = 4.84
MAE for 79 6D2S_A lr_d8 = 5.71  mlr_d8 = 4.88  lr_d12 = 4.72  mlr_d12 = 4.25
MAE for 80 6D7Y_A lr_d8 = 4.34  mlr_d8 = 3.57  lr_d12 = 3.79  mlr_d12 = 3.01
MAE for 81 6D7Y_B lr_d8 = 9.11  mlr_d8 = 8.60  lr_d12 = 7.62  mlr_d12 = 7.44
MAE for 82 6D97_D lr_d8 = 4.26  mlr_d8 = 3.96  lr_d12 = 3.82  mlr_d12 = 3.60
MAE for 83 6D9F_B lr_d8 = 9.34  mlr_d8 = 8.83  lr_d12 = 7.29  mlr_d12 = 6.94
MAE for 84 6D9M_A lr_d8 = 7.30  mlr_d8 = 7.31  lr_d12 = 6.74  mlr_d12 = 6.61
MAE for 85 6DAN_D lr_d8 = 3.38  mlr_d8 = 3.17  lr_d12 = 2.93  mlr_d12 = 2.74
MAE for 86 6DFL_A lr_d8 = 3.05  mlr_d8 = 2.72  lr_d12 = 2.75  mlr_d12 = 2.59
MAE for 87 6DGN_B lr_d8 = 13.18  mlr_d8 = 8.50  lr_d12 = 9.60  mlr_d12 = 7.48
MAE for 88 6DII_L lr_d8 = 7.02  mlr_d8 = 6.70  lr_d12 = 6.06  mlr_d12 = 5.77
MAE for 89 6DKA_I lr_d8 = 8.66  mlr_d8 = 7.56  lr_d12 = 6.39  mlr_d12 = 5.64
MAE for 90 6DKM_G lr_d8 = 19.81  mlr_d8 = 19.36  lr_d12 = 16.69  mlr_d12 = 16.27
MAE for 91 6DLC_A lr_d8 = 16.76  mlr_d8 = 15.16  lr_d12 = 14.12  mlr_d12 = 12.93
MAE for 92 6DLO_A lr_d8 = 8.52  mlr_d8 = 5.58  lr_d12 = 6.42  mlr_d12 = 4.94
MAE for 93 6DRF_A lr_d8 = 7.17  mlr_d8 = 6.93  lr_d12 = 6.07  mlr_d12 = 5.85
MAE for 94 6DTD_A lr_d8 = 18.60  mlr_d8 = 17.59  lr_d12 = 15.56  mlr_d12 = 14.72
MAE for 95 6E0K_A lr_d8 = 6.77  mlr_d8 = 5.80  lr_d12 = 5.47  mlr_d12 = 4.83
MAE for 96 6E0M_A lr_d8 = 5.59  mlr_d8 = 4.73  lr_d12 = 4.44  mlr_d12 = 3.95
MAE for 97 6E3C_C lr_d8 = 2.63  mlr_d8 = 2.63  lr_d12 = 2.78  mlr_d12 = 2.84
MAE for 98 6E9B_D lr_d8 = 9.06  mlr_d8 = 8.28  lr_d12 = 8.03  mlr_d12 = 7.40
MAE for 99 6E9O_A lr_d8 = 2.64  mlr_d8 = 2.58  lr_d12 = 2.30  mlr_d12 = 2.23
MAE for 100 6EAZ_B lr_d8 = 11.93  mlr_d8 = 10.81  lr_d12 = 9.94  mlr_d12 = 8.91
MAE for 101 6EDB_B lr_d8 = 9.00  mlr_d8 = 7.25  lr_d12 = 6.82  mlr_d12 = 5.58
MAE for 102 6EGC_A lr_d8 = 7.22  mlr_d8 = 6.65  lr_d12 = 5.79  mlr_d12 = 5.36
MAE for 103 6FCG_F lr_d8 = 6.24  mlr_d8 = 6.12  lr_d12 = 5.52  mlr_d12 = 5.33
MAE for 104 6FTO_C lr_d8 = 12.19  mlr_d8 = 11.05  lr_d12 = 10.54  mlr_d12 = 9.29
MAE for 105 6FXD_B lr_d8 = 3.04  mlr_d8 = 3.20  lr_d12 = 3.13  mlr_d12 = 3.08
MAE for 106 6G1H_A lr_d8 = 3.59  mlr_d8 = 3.51  lr_d12 = 3.36  mlr_d12 = 3.29
MAE for 107 6G3B_B lr_d8 = 7.64  mlr_d8 = 6.38  lr_d12 = 5.96  mlr_d12 = 5.19
MAE for 108 6G70_B lr_d8 = 7.22  mlr_d8 = 5.20  lr_d12 = 5.92  mlr_d12 = 4.48
MAE for 109 6G7G_A lr_d8 = 3.30  mlr_d8 = 3.16  lr_d12 = 3.44  mlr_d12 = 3.18
MAE for 110 6G7O_A lr_d8 = 6.98  mlr_d8 = 6.96  lr_d12 = 5.80  mlr_d12 = 5.62
MAE for 111 6G8Y_A lr_d8 = 5.68  mlr_d8 = 4.57  lr_d12 = 4.95  mlr_d12 = 4.24
MAE for 112 6GCJ_A lr_d8 = 12.97  mlr_d8 = 12.25  lr_d12 = 12.00  mlr_d12 = 11.17
MAE for 113 6GDJ_B lr_d8 = 8.85  mlr_d8 = 8.01  lr_d12 = 7.34  mlr_d12 = 6.58
MAE for 114 6GHO_B lr_d8 = 5.45  mlr_d8 = 5.01  lr_d12 = 4.71  mlr_d12 = 4.28
MAE for 115 6GMA_F lr_d8 = 5.69  mlr_d8 = 4.69  lr_d12 = 5.29  mlr_d12 = 4.51
MAE for 116 6GMS_A lr_d8 = 7.19  mlr_d8 = 5.25  lr_d12 = 4.89  mlr_d12 = 4.14
MAE for 117 6GW7_A lr_d8 = 4.28  mlr_d8 = 3.60  lr_d12 = 3.09  mlr_d12 = 2.60
MAE for 118 6H2X_A lr_d8 = 3.88  mlr_d8 = 3.88  lr_d12 = 2.95  mlr_d12 = 2.98
MAE for 119 6H6N_B lr_d8 = 3.17  mlr_d8 = 2.80  lr_d12 = 2.99  mlr_d12 = 2.60
MAE for 120 6HC2_X lr_d8 = nan  mlr_d8 = nan  lr_d12 = nan  mlr_d12 = nan
MAE for 121 6HPV_A lr_d8 = 10.92  mlr_d8 = 9.66  lr_d12 = 9.87  mlr_d12 = 9.12
MAE for 122 6I1R_B lr_d8 = 3.23  mlr_d8 = 3.23  lr_d12 = 2.50  mlr_d12 = 2.47
MAE for 123 6I9H_A lr_d8 = 5.82  mlr_d8 = 5.55  lr_d12 = 4.21  mlr_d12 = 4.40
MAE for 124 6IAI_D lr_d8 = 10.01  mlr_d8 = 10.55  lr_d12 = 7.63  mlr_d12 = 7.84
MAE for 125 6IEH_A lr_d8 = nan  mlr_d8 = 9.52  lr_d12 = nan  mlr_d12 = 6.49
MAE for 126 6N0T_A lr_d8 = 8.83  mlr_d8 = 7.28  lr_d12 = 7.40  mlr_d12 = 6.57
MAE for 127 6N8P_A lr_d8 = 16.28  mlr_d8 = 12.94  lr_d12 = 13.44  mlr_d12 = 11.33
MAE for 128 6NU4_A lr_d8 = nan  mlr_d8 = 8.15  lr_d12 = 15.35  mlr_d12 = 9.29
MAE for 129 6NX4_A lr_d8 = 4.47  mlr_d8 = 4.11  lr_d12 = 3.82  mlr_d12 = 3.39
MAE for 130 6OHZ_A lr_d8 = 11.72  mlr_d8 = 10.93  lr_d12 = 9.23  mlr_d12 = 8.48
Average MAE      : lr<8A = 7.1291  mlr<8A = 6.4211  lr<12A = 6.0746  mlr<12A = 5.4941

WARNING!! Some values in the pdb structure of 5OD1_A l =  96 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5OD9_B l =  95 are missing or nan! Indices are:  (array([ 0,  1,  2, 48, 49, 50, 51]),)

WARNING!! Some values in the pdb structure of 5OVM_A l =  89 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5W5P_A l =  623 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12]),)

WARNING!! Some values in the pdb structure of 5WB4_H l =  194 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5XJO_E l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31, 32, 33, 34]),)

WARNING!! Some values in the pdb structure of 5XKJ_F l =  52 are missing or nan! Indices are:  (array([25, 26, 27, 28, 29, 30, 31]),)

WARNING!! Some values in the pdb structure of 5XKN_F l =  50 are missing or nan! Indices are:  (array([ 8,  9, 10, 11, 12, 13, 14, 15, 16, 17, 27, 28, 29, 30, 31, 32]),)

WARNING!! Some values in the pdb structure of 5YA6_B l =  211 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 5YRQ_E l =  148 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25,
       26, 27, 28, 29, 30, 31, 32, 33, 34, 35]),)

WARNING!! Some values in the pdb structure of 5YVQ_A l =  504 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131, 132, 133, 134, 135, 136, 472, 473, 474, 475, 476, 477,
       478, 479, 480]),)

WARNING!! Some values in the pdb structure of 5Z2H_B l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 5Z2I_D l =  99 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 5Z34_A l =  365 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5Z3F_A l =  399 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5Z3K_B l =  484 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5Z6D_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z7C_A l =  463 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  83,  84,  85,  86,  87,  88,  89,  90,  91,
        92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 383, 384,
       385, 386, 387, 388, 389, 390, 391, 392, 393, 394]),)

WARNING!! Some values in the pdb structure of 5Z8B_B l =  206 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 5Z9T_B l =  536 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 5ZB2_A l =  405 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 5ZER_B l =  354 are missing or nan! Indices are:  (array([230, 231, 232, 233, 234, 265, 266, 267]),)

WARNING!! Some values in the pdb structure of 5ZKE_A l =  178 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 5ZKH_B l =  171 are missing or nan! Indices are:  (array([ 0, 27, 28]),)

WARNING!! Some values in the pdb structure of 5ZME_A l =  686 are missing or nan! Indices are:  (array([ 93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103, 104, 105,
       106, 107, 108, 109, 175, 176, 177, 178, 179, 180, 444, 445, 446,
       447, 448, 449, 450, 451, 544, 545, 546, 547, 548, 549, 550, 551,
       552, 553, 554, 555, 556, 557, 558, 559, 560]),)

WARNING!! Some values in the pdb structure of 5ZNS_A l =  382 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 5ZT0_J l =  47 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27]),)

WARNING!! Some values in the pdb structure of 5ZT7_B l =  263 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 5ZX9_A l =  287 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 175, 176, 177, 178, 246, 247, 248, 249,
       250, 251, 252, 253, 254]),)

WARNING!! Some values in the pdb structure of 5ZYO_D l =  158 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6A5F_B l =  152 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6A5G_B l =  159 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6A68_A l =  173 are missing or nan! Indices are:  (array([136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146]),)

WARNING!! Some values in the pdb structure of 6A83_A l =  394 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6A9J_B l =  379 are missing or nan! Indices are:  (array([219, 220, 260, 261, 262, 263, 264, 265, 266, 267, 268, 269, 270,
       271, 272, 273, 274, 275, 276, 277, 278, 279, 307, 308, 309, 310,
       311, 312, 313, 314, 341, 342, 343, 344, 345, 360, 361, 362, 363,
       364]),)

WARNING!! Some values in the pdb structure of 6A9W_A l =  314 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18, 196, 197, 198, 199, 200, 201, 202,
       203, 204, 205, 206, 207, 208, 209]),)

WARNING!! Some values in the pdb structure of 6AAY_A l =  1225 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,  335,  336,
        337,  338,  339,  340,  341,  342,  343,  395,  396,  397,  398,
       1065, 1066, 1067, 1068]),)

WARNING!! Some values in the pdb structure of 6AE1_B l =  145 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6AE8_D l =  119 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106]),)

WARNING!! Some values in the pdb structure of 6AEF_A l =  459 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6AGH_B l =  335 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23, 127, 128,
       148, 149, 150, 151, 152, 153, 154, 155, 156, 157, 158, 159, 160,
       161, 162, 163, 164, 165, 166, 167, 168, 232, 233, 234, 280, 281,
       282, 283, 284, 317, 318, 319, 320, 321, 322]),)

WARNING!! Some values in the pdb structure of 6AGJ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 158, 159, 160, 161, 162,
       163, 164, 165, 166, 167, 168, 169, 170, 171, 172, 173, 174, 175,
       176, 177, 178, 179, 180, 181, 182, 183, 184, 185, 186, 187, 188,
       189, 190, 191, 192, 193, 194, 195, 196, 197, 198, 199, 200, 201,
       202, 203, 204, 205, 317, 318, 319]),)

WARNING!! Some values in the pdb structure of 6AHQ_T l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21]),)

WARNING!! Some values in the pdb structure of 6AIT_F l =  438 are missing or nan! Indices are:  (array([  0, 110, 111, 112, 113, 114, 115, 133, 134, 135, 136, 137, 138,
       139, 140, 141, 142, 143, 144, 145, 146, 147, 190, 191, 192, 193,
       194, 195, 196, 203, 204, 205]),)

WARNING!! Some values in the pdb structure of 6AJJ_A l =  941 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7, 368, 369, 370, 371, 372,
       373, 374, 375, 376, 377, 378, 379, 380, 381, 382, 383, 384, 385,
       386, 387, 388, 389, 390, 391, 392, 393, 394, 395, 396, 397, 398,
       399]),)

WARNING!! Some values in the pdb structure of 6AKJ_B l =  152 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  53,  54,  55,  56,  57,  58,  59,  60,  61, 109, 110, 111,
       112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124,
       125, 126, 127]),)

WARNING!! Some values in the pdb structure of 6BEA_A l =  438 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4]),)

WARNING!! Some values in the pdb structure of 6BS5_A l =  340 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9]),)

WARNING!! Some values in the pdb structure of 6BS5_B l =  375 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 185, 186, 187, 188, 189, 190, 191, 192, 226,
       227, 307, 308, 309, 310, 311, 312]),)

WARNING!! Some values in the pdb structure of 6BWH_C l =  227 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  99, 100, 101, 156, 157,
       186]),)

WARNING!! Some values in the pdb structure of 6BXS_C l =  277 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6BXW_A l =  277 are missing or nan! Indices are:  (array([  0,   1,   2,   3, 107, 108, 109, 110, 111, 112]),)

WARNING!! Some values in the pdb structure of 6BZT_D l =  522 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6CB6_A l =  121 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6CCI_A l =  486 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94,  95,  96,  97,  98,  99, 100, 101, 102, 103,
       104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116,
       117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129,
       130, 131]),)

WARNING!! Some values in the pdb structure of 6CGO_B l =  545 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
       455, 456, 457, 458, 459, 460, 533, 534, 535, 536, 537]),)

WARNING!! Some values in the pdb structure of 6CK1_D l =  408 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26, 186, 187, 188, 189, 190, 191]),)

WARNING!! Some values in the pdb structure of 6CMK_A l =  405 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6CP8_B l =  163 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6CP8_D l =  164 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6CP9_G l =  121 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11]),)

WARNING!! Some values in the pdb structure of 6CPU_A l =  570 are missing or nan! Indices are:  (array([ 52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73, 104, 105, 106, 107,
       142, 143, 144, 145, 146, 147, 148, 149, 150, 151, 152, 153, 154,
       324, 325, 326, 327, 328]),)

WARNING!! Some values in the pdb structure of 6CSV_D l =  93 are missing or nan! Indices are:  (array([ 0, 40, 41, 42, 43, 44, 45]),)

WARNING!! Some values in the pdb structure of 6CUL_H l =  275 are missing or nan! Indices are:  (array([  0,  27,  28,  29,  30, 225, 226, 227]),)

WARNING!! Some values in the pdb structure of 6CZ6_D l =  423 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
        78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  88,  89,  90,
        91,  92,  93,  94, 408, 409]),)

WARNING!! Some values in the pdb structure of 6CZT_A l =  90 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6, 7]),)

WARNING!! Some values in the pdb structure of 6D0I_D l =  72 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6D2S_A l =  284 are missing or nan! Indices are:  (array([  0, 203, 204, 205, 206, 207, 208, 209, 210]),)

WARNING!! Some values in the pdb structure of 6D7Y_A l =  96 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6D97_D l =  547 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24]),)

WARNING!! Some values in the pdb structure of 6D9F_B l =  325 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6DAN_D l =  329 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6DFL_A l =  259 are missing or nan! Indices are:  (array([54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70,
       71]),)

WARNING!! Some values in the pdb structure of 6DGN_B l =  95 are missing or nan! Indices are:  (array([0, 1, 2, 3]),)

WARNING!! Some values in the pdb structure of 6DKA_I l =  233 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5, 6]),)

WARNING!! Some values in the pdb structure of 6DKM_G l =  78 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6DLC_A l =  115 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5, 76, 77, 78, 79]),)

WARNING!! Some values in the pdb structure of 6DLO_A l =  358 are missing or nan! Indices are:  (array([  0,   1,  20,  21,  22,  23,  24, 115, 116, 117, 118, 119, 167,
       168, 169, 170, 171, 172, 173, 174, 257, 258, 259, 260, 261, 262,
       263, 264, 265, 266, 267, 268, 324, 325, 326, 327, 328, 339, 340,
       341, 342, 343, 344, 345, 346, 347, 348]),)

WARNING!! Some values in the pdb structure of 6DTD_A l =  1125 are missing or nan! Indices are:  (array([   0,    1,    2,    3,    4,    5,    6,    7,    8,    9,   10,
         11,   12,   13,   14,   15,   16,   17,   18,   19,   20,   21,
         22,   23,   24,   25,   26,   27,   28,   29,   30,   31,   32,
         33,   34,  118,  119,  120,  121,  215,  216,  217,  218,  219,
        220,  221,  222,  338,  339,  340,  341,  342,  343,  344,  345,
        431,  432,  433,  434,  435,  436,  897,  898,  899,  900,  901,
        902,  903, 1094, 1095, 1096, 1097]),)

WARNING!! Some values in the pdb structure of 6E0K_A l =  296 are missing or nan! Indices are:  (array([0]),)

WARNING!! Some values in the pdb structure of 6E0M_A l =  291 are missing or nan! Indices are:  (array([76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92,
       93, 94]),)

WARNING!! Some values in the pdb structure of 6E3C_C l =  137 are missing or nan! Indices are:  (array([0, 1, 2]),)

WARNING!! Some values in the pdb structure of 6E9B_D l =  420 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  62,  63,  64,  65,  66,  67,  68,
        69,  70,  71,  72,  73,  77,  78,  79, 108, 109, 110, 123, 124]),)

WARNING!! Some values in the pdb structure of 6E9O_A l =  443 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22, 230, 231, 232,
       233, 234, 235, 236, 237, 238, 239, 240, 241, 242, 276, 277, 278,
       279, 280, 281, 282, 283, 284, 285, 286, 287, 288, 289]),)

WARNING!! Some values in the pdb structure of 6EAZ_B l =  374 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24, 151,
       152, 153, 154, 155, 156, 157, 158, 159, 160, 161, 162, 163, 164,
       165, 166, 167, 168, 169, 170, 171]),)

WARNING!! Some values in the pdb structure of 6EDB_B l =  73 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6EGC_A l =  155 are missing or nan! Indices are:  (array([ 0,  1,  2,  3, 78, 79, 80, 81]),)

WARNING!! Some values in the pdb structure of 6FCG_F l =  430 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,
       34, 35, 36]),)

WARNING!! Some values in the pdb structure of 6FTO_C l =  81 are missing or nan! Indices are:  (array([0, 1, 2, 3, 4, 5]),)

WARNING!! Some values in the pdb structure of 6FXD_B l =  141 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19]),)

WARNING!! Some values in the pdb structure of 6G1H_A l =  343 are missing or nan! Indices are:  (array([298]),)

WARNING!! Some values in the pdb structure of 6G3B_B l =  231 are missing or nan! Indices are:  (array([ 0,  1, 45, 46, 47, 48]),)

WARNING!! Some values in the pdb structure of 6G70_B l =  607 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,
        52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,
        65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,
       280, 281, 282, 283, 284, 285, 286, 287, 288, 289, 290, 291, 292,
       293, 294, 295, 296, 297, 298]),)

WARNING!! Some values in the pdb structure of 6GDJ_B l =  71 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6GHO_B l =  295 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,
       17, 18, 19, 20]),)

WARNING!! Some values in the pdb structure of 6GMA_F l =  139 are missing or nan! Indices are:  (array([ 0, 31, 32, 33, 34, 35, 36, 37, 38, 87, 88, 89, 90, 91, 92, 93, 94,
       95, 96]),)

WARNING!! Some values in the pdb structure of 6H2X_A l =  354 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6H6N_B l =  129 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10]),)

WARNING!! Some values in the pdb structure of 6HC2_X l =  68 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6,  7, 24, 25, 26, 27, 28, 29, 30, 31, 32,
       33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43]),)

WARNING!! Some values in the pdb structure of 6HPV_A l =  370 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11, 199,
       200, 201, 202, 203, 204, 205, 206, 207, 208, 209, 225, 226, 227,
       228, 229, 230, 231, 232, 233, 234, 235, 236, 251, 252, 253, 254,
       255, 256, 257, 258, 259, 260, 261, 262, 263, 264, 265, 266, 267,
       268, 269, 270, 271, 272, 273, 274, 275, 276, 297, 298, 299, 300,
       301, 302, 303, 304, 305, 306]),)

WARNING!! Some values in the pdb structure of 6I1R_B l =  313 are missing or nan! Indices are:  (array([27, 28, 29]),)

WARNING!! Some values in the pdb structure of 6I9H_A l =  94 are missing or nan! Indices are:  (array([0, 1]),)

WARNING!! Some values in the pdb structure of 6IAI_D l =  114 are missing or nan! Indices are:  (array([ 0,  1,  2,  3,  4,  5,  6, 95]),)

WARNING!! Some values in the pdb structure of 6IEH_A l =  97 are missing or nan! Indices are:  (array([46, 47, 48, 73, 74, 75, 76, 77, 78, 84, 85, 86]),)

WARNING!! Some values in the pdb structure of 6N0T_A l =  440 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,
        13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,
        26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,
        39,  40,  41,  42,  43,  44,  45,  46,  89,  90,  91,  92,  93,
       208, 209, 210, 211, 212]),)

WARNING!! Some values in the pdb structure of 6N8P_A l =  926 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5, 459, 460, 461, 462, 463, 464, 465,
       466, 467, 468, 469, 470, 471, 472, 623, 624, 625, 626, 627, 628,
       629, 630, 631, 632, 633, 634, 635, 636, 637, 638, 639, 640, 641,
       642, 643, 644, 645, 646, 647, 648, 649, 650, 651, 652, 653, 654,
       655, 656, 657, 658, 659, 660, 661, 662, 663, 664, 665, 666, 667,
       668, 669, 670, 671, 672, 673, 674, 675, 676, 677, 678, 679, 680,
       681, 682, 683, 684, 685, 686, 687, 688, 689, 690, 691, 692, 693,
       694, 695, 841, 842, 843, 844, 845, 846]),)

WARNING!! Some values in the pdb structure of 6OHZ_A l =  230 are missing or nan! Indices are:  (array([  0,   1,   2,   3,   4,   5,   6,   7,   8, 133, 134, 135, 136,
       137, 138, 139, 140, 141, 142, 143]),)

WARNING:
Some pdbs in the following list have NaNs in their distances: ['5OD1_A', '5OD9_B', '5OQK_A', '5OVM_A', '5W5P_A', '5WB4_H', '5XJO_E', '5XKJ_F', '5XKN_F', '5Y08_A', '5YA6_B', '5YRQ_E', '5YVQ_A', '5YVQ_B', '5Z2H_B', '5Z2I_D', '5Z34_A', '5Z36_A', '5Z3F_A', '5Z3K_B', '5Z6D_B', '5Z7C_A', '5Z8B_B', '5Z9T_B', '5ZB2_A', '5ZER_B', '5ZKE_A', '5ZKH_B', '5ZKT_B', '5ZME_A', '5ZNS_A', '5ZOR_A', '5ZT0_J', '5ZT7_B', '5ZX9_A', '5ZYO_D', '6A2W_A', '6A5F_B', '6A5G_B', '6A68_A', '6A83_A', '6A9J_B', '6A9W_A', '6AAY_A', '6AE1_B', '6AE8_D', '6AE9_B', '6AEF_A', '6AGH_B', '6AGJ_B', '6AHQ_T', '6AIT_F', '6AJJ_A', '6AKJ_B', '6BEA_A', '6BS5_A', '6BS5_B', '6BWH_C', '6BXS_C', '6BXW_A', '6BZJ_A', '6BZK_A', '6BZT_D', '6CB6_A', '6CCI_A', '6CGO_B', '6CK1_D', '6CMK_A', '6CP8_B', '6CP8_D', '6CP9_G', '6CP9_H', '6CPU_A', '6CSV_D', '6CUL_H', '6CZ6_D', '6CZT_A', '6D0I_C', '6D0I_D', '6D2S_A', '6D7Y_A', '6D7Y_B', '6D97_D', '6D9F_B', '6D9M_A', '6DAN_D', '6DFL_A', '6DGN_B', '6DII_L', '6DKA_I', '6DKM_G', '6DLC_A', '6DLO_A', '6DRF_A', '6DTD_A', '6E0K_A', '6E0M_A', '6E3C_C', '6E9B_D', '6E9O_A', '6EAZ_B', '6EDB_B', '6EGC_A', '6FCG_F', '6FTO_C', '6FXD_B', '6G1H_A', '6G3B_B', '6G70_B', '6G7G_A', '6G7O_A', '6G8Y_A', '6GCJ_A', '6GDJ_B', '6GHO_B', '6GMA_F', '6GMS_A', '6GW7_A', '6H2X_A', '6H6N_B', '6HC2_X', '6HPV_A', '6I1R_B', '6I9H_A', '6IAI_D', '6IEH_A', '6N0T_A', '6N8P_A', '6NU4_A', '6NX4_A', '6OHZ_A']

Precision for 0 - 5OD1_A  top_L5_lr = 0.4737  top_L_lr = 0.1809  top_Nc_lr = 0.2941  top_L5_mlr = 0.7368  top_L_mlr = 0.3191  top_Nc_mlr = 0.4375 (total_true_lr = 34  total_true_mlr = 64)
Precision for 1 - 5OD9_B  top_L5_lr = 0.6111  top_L_lr = 0.2045  top_Nc_lr = 0.3571  top_L5_mlr = 1.0000  top_L_mlr = 0.4205  top_Nc_mlr = 0.4722 (total_true_lr = 42  total_true_mlr = 72)
Precision for 2 - 5OQK_A  top_L5_lr = 0.0000  top_L_lr = 0.0748  top_Nc_lr = 0.1159  top_L5_mlr = 0.1034  top_L_mlr = 0.1156  top_Nc_mlr = 0.1585 (total_true_lr = 69  total_true_mlr = 82)
Precision for 3 - 5OVM_A  top_L5_lr = 0.6250  top_L_lr = 0.3293  top_Nc_lr = 0.5128  top_L5_mlr = 0.7500  top_L_mlr = 0.4024  top_Nc_mlr = 0.4902 (total_true_lr = 39  total_true_mlr = 51)
Precision for 4 - 5W5P_A  top_L5_lr = 0.6885  top_L_lr = 0.5344  top_Nc_lr = 0.3526  top_L5_mlr = 0.7705  top_L_mlr = 0.5820  top_Nc_mlr = 0.3457 (total_true_lr = 1157  total_true_mlr = 1594)
Precision for 5 - 5WB4_H  top_L5_lr = 1.0000  top_L_lr = 0.8549  top_Nc_lr = 0.7304  top_L5_mlr = 1.0000  top_L_mlr = 0.8446  top_Nc_mlr = 0.7162 (total_true_lr = 319  total_true_mlr = 377)
Precision for 6 - 5XJO_E  top_L5_lr = 1.0000  top_L_lr = 0.5000  top_Nc_lr = 0.5278  top_L5_mlr = 1.0000  top_L_mlr = 0.7857  top_Nc_mlr = 0.6613 (total_true_lr = 36  total_true_mlr = 62)
Precision for 7 - 5XKJ_F  top_L5_lr = 0.5556  top_L_lr = 0.2444  top_Nc_lr = 0.3793  top_L5_mlr = 1.0000  top_L_mlr = 0.6222  top_Nc_mlr = 0.5962 (total_true_lr = 29  total_true_mlr = 52)
Precision for 8 - 5XKN_F  top_L5_lr = 0.5714  top_L_lr = 0.2059  top_Nc_lr = 0.4545  top_L5_mlr = 0.5714  top_L_mlr = 0.6471  top_Nc_mlr = 0.6216 (total_true_lr = 11  total_true_mlr = 37)
Precision for 9 - 5Y08_A  top_L5_lr = 0.9512  top_L_lr = 0.4439  top_Nc_lr = 0.5430  top_L5_mlr = 0.9512  top_L_mlr = 0.5024  top_Nc_mlr = 0.4884 (total_true_lr = 151  total_true_mlr = 215)
Precision for 10 - 5YA6_B  top_L5_lr = 1.0000  top_L_lr = 0.6667  top_Nc_lr = 0.4903  top_L5_mlr = 1.0000  top_L_mlr = 0.8242  top_Nc_mlr = 0.5276 (total_true_lr = 310  total_true_mlr = 398)
Precision for 11 - 5YRQ_E  top_L5_lr = 0.7500  top_L_lr = 0.4628  top_Nc_lr = 0.4907  top_L5_mlr = 0.7083  top_L_mlr = 0.5124  top_Nc_mlr = 0.5124 (total_true_lr = 108  total_true_mlr = 121)
Precision for 12 - 5YVQ_A  top_L5_lr = 0.0417  top_L_lr = 0.0279  top_Nc_lr = 0.0312  top_L5_mlr = 0.4861  top_L_mlr = 0.2291  top_Nc_mlr = 0.2484 (total_true_lr = 96  total_true_mlr = 306)
Precision for 13 - 5YVQ_B  top_L5_lr = 0.9524  top_L_lr = 0.5534  top_Nc_lr = 0.5472  top_L5_mlr = 1.0000  top_L_mlr = 0.7379  top_Nc_mlr = 0.5732 (total_true_lr = 106  total_true_mlr = 157)
Precision for 14 - 5Z2H_B  top_L5_lr = 1.0000  top_L_lr = 0.4396  top_Nc_lr = 0.6939  top_L5_mlr = 1.0000  top_L_mlr = 0.6154  top_Nc_mlr = 0.6933 (total_true_lr = 49  total_true_mlr = 75)
Precision for 15 - 5Z2I_D  top_L5_lr = 1.0000  top_L_lr = 0.4348  top_Nc_lr = 0.7021  top_L5_mlr = 1.0000  top_L_mlr = 0.6196  top_Nc_mlr = 0.6986 (total_true_lr = 47  total_true_mlr = 73)
Precision for 16 - 5Z34_A  top_L5_lr = 0.9306  top_L_lr = 0.5928  top_Nc_lr = 0.4492  top_L5_mlr = 0.9722  top_L_mlr = 0.6371  top_Nc_mlr = 0.4464 (total_true_lr = 630  total_true_mlr = 793)
Precision for 17 - 5Z36_A  top_L5_lr = 0.9032  top_L_lr = 0.4805  top_Nc_lr = 0.4805  top_L5_mlr = 0.9677  top_L_mlr = 0.7143  top_Nc_mlr = 0.5944 (total_true_lr = 154  total_true_mlr = 249)
Precision for 18 - 5Z3F_A  top_L5_lr = 0.9730  top_L_lr = 0.7143  top_Nc_lr = 0.5657  top_L5_mlr = 0.9730  top_L_mlr = 0.7709  top_Nc_mlr = 0.5760 (total_true_lr = 594  total_true_mlr = 717)
Precision for 19 - 5Z3K_B  top_L5_lr = 0.9897  top_L_lr = 0.8219  top_Nc_lr = 0.5703  top_L5_mlr = 0.9691  top_L_mlr = 0.8261  top_Nc_mlr = 0.5713 (total_true_lr = 1031  total_true_mlr = 1192)
Precision for 20 - 5Z6D_B  top_L5_lr = 0.7073  top_L_lr = 0.4951  top_Nc_lr = 0.4006  top_L5_mlr = 0.9512  top_L_mlr = 0.5980  top_Nc_mlr = 0.4559 (total_true_lr = 332  total_true_mlr = 476)
Precision for 21 - 5Z7C_A  top_L5_lr = 0.6867  top_L_lr = 0.4372  top_Nc_lr = 0.4071  top_L5_mlr = 0.7229  top_L_mlr = 0.5024  top_Nc_mlr = 0.4347 (total_true_lr = 452  total_true_mlr = 559)
Precision for 22 - 5Z8B_B  top_L5_lr = 0.7561  top_L_lr = 0.6373  top_Nc_lr = 0.5513  top_L5_mlr = 0.8049  top_L_mlr = 0.6814  top_Nc_mlr = 0.5424 (total_true_lr = 341  total_true_mlr = 413)
Precision for 23 - 5Z9T_B  top_L5_lr = 1.0000  top_L_lr = 0.8377  top_Nc_lr = 0.5753  top_L5_mlr = 1.0000  top_L_mlr = 0.8477  top_Nc_mlr = 0.5665 (total_true_lr = 1208  total_true_mlr = 1518)
Precision for 24 - 5ZB2_A  top_L5_lr = 0.9500  top_L_lr = 0.7761  top_Nc_lr = 0.6545  top_L5_mlr = 0.9500  top_L_mlr = 0.8010  top_Nc_mlr = 0.6420 (total_true_lr = 715  total_true_mlr = 866)
Precision for 25 - 5ZER_B  top_L5_lr = 0.9565  top_L_lr = 0.7572  top_Nc_lr = 0.6117  top_L5_mlr = 0.9855  top_L_mlr = 0.8526  top_Nc_mlr = 0.6453 (total_true_lr = 546  total_true_mlr = 750)
Precision for 26 - 5ZKE_A  top_L5_lr = 0.5143  top_L_lr = 0.4023  top_Nc_lr = 0.3889  top_L5_mlr = 0.5429  top_L_mlr = 0.4138  top_Nc_mlr = 0.3761 (total_true_lr = 198  total_true_mlr = 226)
Precision for 27 - 5ZKH_B  top_L5_lr = 0.6765  top_L_lr = 0.3810  top_Nc_lr = 0.3641  top_L5_mlr = 0.6471  top_L_mlr = 0.4048  top_Nc_mlr = 0.3529 (total_true_lr = 195  total_true_mlr = 221)
Precision for 28 - 5ZKT_B  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.2727  top_L_mlr = 0.0909  top_Nc_mlr = 0.6000 (total_true_lr = 0  total_true_mlr = 5)
Precision for 29 - 5ZME_A  top_L5_lr = 0.8047  top_L_lr = 0.4107  top_Nc_lr = 0.3120  top_L5_mlr = 0.8672  top_L_mlr = 0.4577  top_Nc_mlr = 0.3279 (total_true_lr = 984  total_true_mlr = 1098)
Precision for 30 - 5ZNS_A  top_L5_lr = 0.8684  top_L_lr = 0.5984  top_Nc_lr = 0.4504  top_L5_mlr = 0.8947  top_L_mlr = 0.6562  top_Nc_mlr = 0.4502 (total_true_lr = 635  total_true_mlr = 804)
Precision for 31 - 5ZOR_A  top_L5_lr = 0.6333  top_L_lr = 0.2752  top_Nc_lr = 0.4697  top_L5_mlr = 0.6000  top_L_mlr = 0.3490  top_Nc_mlr = 0.4719 (total_true_lr = 66  total_true_mlr = 89)
Precision for 32 - 5ZT0_J  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 33 - 5ZT7_B  top_L5_lr = 0.9600  top_L_lr = 0.8849  top_Nc_lr = 0.7080  top_L5_mlr = 0.9600  top_L_mlr = 0.9008  top_Nc_mlr = 0.7123 (total_true_lr = 452  total_true_mlr = 504)
Precision for 34 - 5ZX9_A  top_L5_lr = 0.6970  top_L_lr = 0.3697  top_Nc_lr = 0.2863  top_L5_mlr = 0.9394  top_L_mlr = 0.6485  top_Nc_mlr = 0.4016 (total_true_lr = 241  total_true_mlr = 371)
Precision for 35 - 5ZYO_D  top_L5_lr = 0.7333  top_L_lr = 0.2566  top_Nc_lr = 0.4375  top_L5_mlr = 0.7000  top_L_mlr = 0.2961  top_Nc_mlr = 0.4301 (total_true_lr = 80  total_true_mlr = 93)
Precision for 36 - 6A2W_A  top_L5_lr = 0.6061  top_L_lr = 0.2831  top_Nc_lr = 0.5238  top_L5_mlr = 0.5758  top_L_mlr = 0.3072  top_Nc_mlr = 0.4409 (total_true_lr = 63  total_true_mlr = 93)
Precision for 37 - 6A5F_B  top_L5_lr = 0.8667  top_L_lr = 0.5497  top_Nc_lr = 0.5030  top_L5_mlr = 1.0000  top_L_mlr = 0.7947  top_Nc_mlr = 0.6381 (total_true_lr = 169  total_true_mlr = 257)
Precision for 38 - 6A5G_B  top_L5_lr = 0.8387  top_L_lr = 0.5096  top_Nc_lr = 0.4854  top_L5_mlr = 0.9677  top_L_mlr = 0.7516  top_Nc_mlr = 0.6038 (total_true_lr = 171  total_true_mlr = 260)
Precision for 39 - 6A68_A  top_L5_lr = 0.1562  top_L_lr = 0.1481  top_Nc_lr = 0.2000  top_L5_mlr = 0.0938  top_L_mlr = 0.1790  top_Nc_mlr = 0.1481 (total_true_lr = 70  total_true_mlr = 81)
Precision for 40 - 6A83_A  top_L5_lr = 1.0000  top_L_lr = 0.7563  top_Nc_lr = 0.5780  top_L5_mlr = 1.0000  top_L_mlr = 0.8039  top_Nc_mlr = 0.5831 (total_true_lr = 635  total_true_mlr = 746)
Precision for 41 - 6A9J_B  top_L5_lr = 0.9853  top_L_lr = 0.5103  top_Nc_lr = 0.4611  top_L5_mlr = 0.9412  top_L_mlr = 0.6903  top_Nc_mlr = 0.4964 (total_true_lr = 386  total_true_mlr = 548)
Precision for 42 - 6A9W_A  top_L5_lr = 0.9643  top_L_lr = 0.7616  top_Nc_lr = 0.6500  top_L5_mlr = 0.9643  top_L_mlr = 0.7972  top_Nc_mlr = 0.6467 (total_true_lr = 400  total_true_mlr = 467)
Precision for 43 - 6AAY_A  top_L5_lr = 0.0583  top_L_lr = 0.0342  top_Nc_lr = 0.0329  top_L5_mlr = 0.1083  top_L_mlr = 0.0651  top_Nc_mlr = 0.0566 (total_true_lr = 1308  total_true_mlr = 1609)
Precision for 44 - 6AE1_B  top_L5_lr = 0.6522  top_L_lr = 0.4825  top_Nc_lr = 0.5000  top_L5_mlr = 0.7391  top_L_mlr = 0.5702  top_Nc_mlr = 0.5349 (total_true_lr = 106  total_true_mlr = 129)
Precision for 45 - 6AE8_D  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 46 - 6AE9_B  top_L5_lr = 0.9804  top_L_lr = 0.8142  top_Nc_lr = 0.6208  top_L5_mlr = 0.9804  top_L_mlr = 0.8656  top_Nc_mlr = 0.6202 (total_true_lr = 472  total_true_mlr = 574)
Precision for 47 - 6AEF_A  top_L5_lr = 0.8370  top_L_lr = 0.6179  top_Nc_lr = 0.4799  top_L5_mlr = 0.8913  top_L_mlr = 0.6834  top_Nc_mlr = 0.5087 (total_true_lr = 819  total_true_mlr = 922)
Precision for 48 - 6AGH_B  top_L5_lr = 0.7455  top_L_lr = 0.2993  top_Nc_lr = 0.2872  top_L5_mlr = 0.7455  top_L_mlr = 0.3504  top_Nc_mlr = 0.3040 (total_true_lr = 289  total_true_mlr = 352)
Precision for 49 - 6AGJ_B  top_L5_lr = 0.5873  top_L_lr = 0.2603  top_Nc_lr = 0.2610  top_L5_mlr = 0.6190  top_L_mlr = 0.3270  top_Nc_mlr = 0.2992 (total_true_lr = 318  total_true_mlr = 381)
Precision for 50 - 6AHQ_T  top_L5_lr = 1.0000  top_L_lr = 0.8505  top_Nc_lr = 0.7664  top_L5_mlr = 1.0000  top_L_mlr = 0.9065  top_Nc_mlr = 0.7572 (total_true_lr = 137  total_true_mlr = 173)
Precision for 51 - 6AIT_F  top_L5_lr = 0.9506  top_L_lr = 0.6379  top_Nc_lr = 0.5720  top_L5_mlr = 0.9877  top_L_mlr = 0.7833  top_Nc_mlr = 0.6312 (total_true_lr = 479  total_true_mlr = 648)
Precision for 52 - 6AJJ_A  top_L5_lr = 0.8611  top_L_lr = 0.6593  top_Nc_lr = 0.5389  top_L5_mlr = 0.9000  top_L_mlr = 0.6859  top_Nc_mlr = 0.5305 (total_true_lr = 1414  total_true_mlr = 1608)
Precision for 53 - 6AKJ_B  top_L5_lr = 1.0000  top_L_lr = 0.5000  top_Nc_lr = 0.5044  top_L5_mlr = 1.0000  top_L_mlr = 0.7636  top_Nc_mlr = 0.6169 (total_true_lr = 113  total_true_mlr = 154)
Precision for 54 - 6BEA_A  top_L5_lr = 0.8046  top_L_lr = 0.6028  top_Nc_lr = 0.4578  top_L5_mlr = 0.8966  top_L_mlr = 0.7090  top_Nc_mlr = 0.5051 (total_true_lr = 1101  total_true_mlr = 1457)
Precision for 55 - 6BS5_A  top_L5_lr = 1.0000  top_L_lr = 0.7242  top_Nc_lr = 0.6054  top_L5_mlr = 0.9848  top_L_mlr = 0.7697  top_Nc_mlr = 0.5953 (total_true_lr = 484  total_true_mlr = 556)
Precision for 56 - 6BS5_B  top_L5_lr = 0.9296  top_L_lr = 0.6338  top_Nc_lr = 0.5009  top_L5_mlr = 0.9296  top_L_mlr = 0.6648  top_Nc_mlr = 0.4976 (total_true_lr = 543  total_true_mlr = 633)
Precision for 57 - 6BWH_C  top_L5_lr = 1.0000  top_L_lr = 0.8100  top_Nc_lr = 0.6491  top_L5_mlr = 1.0000  top_L_mlr = 0.8800  top_Nc_mlr = 0.6579 (total_true_lr = 322  total_true_mlr = 418)
Precision for 58 - 6BXS_C  top_L5_lr = 0.7593  top_L_lr = 0.4630  top_Nc_lr = 0.3476  top_L5_mlr = 0.8889  top_L_mlr = 0.5704  top_Nc_mlr = 0.3958 (total_true_lr = 466  total_true_mlr = 571)
Precision for 59 - 6BXW_A  top_L5_lr = 0.7170  top_L_lr = 0.4457  top_Nc_lr = 0.3467  top_L5_mlr = 0.8679  top_L_mlr = 0.5618  top_Nc_mlr = 0.3855 (total_true_lr = 450  total_true_mlr = 550)
Precision for 60 - 6BZJ_A  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 61 - 6BZK_A  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 62 - 6BZT_D  top_L5_lr = 0.9700  top_L_lr = 0.7405  top_Nc_lr = 0.5385  top_L5_mlr = 0.9900  top_L_mlr = 0.7984  top_Nc_mlr = 0.5470 (total_true_lr = 897  total_true_mlr = 1075)
Precision for 63 - 6CB6_A  top_L5_lr = 0.0833  top_L_lr = 0.0847  top_Nc_lr = 0.0654  top_L5_mlr = 0.2083  top_L_mlr = 0.1102  top_Nc_mlr = 0.1087 (total_true_lr = 107  total_true_mlr = 138)
Precision for 64 - 6CCI_A  top_L5_lr = 0.9718  top_L_lr = 0.7090  top_Nc_lr = 0.5201  top_L5_mlr = 0.9718  top_L_mlr = 0.7316  top_Nc_mlr = 0.5027 (total_true_lr = 623  total_true_mlr = 732)
Precision for 65 - 6CGO_B  top_L5_lr = 0.8235  top_L_lr = 0.5492  top_Nc_lr = 0.4449  top_L5_mlr = 0.8627  top_L_mlr = 0.6299  top_Nc_mlr = 0.4838 (total_true_lr = 798  total_true_mlr = 926)
Precision for 66 - 6CK1_D  top_L5_lr = 0.5200  top_L_lr = 0.4027  top_Nc_lr = 0.3352  top_L5_mlr = 0.8667  top_L_mlr = 0.7307  top_Nc_mlr = 0.5181 (total_true_lr = 540  total_true_mlr = 938)
Precision for 67 - 6CMK_A  top_L5_lr = 0.5867  top_L_lr = 0.4213  top_Nc_lr = 0.3647  top_L5_mlr = 0.9067  top_L_mlr = 0.7307  top_Nc_mlr = 0.5258 (total_true_lr = 521  total_true_mlr = 911)
Precision for 68 - 6CP8_B  top_L5_lr = 0.5312  top_L_lr = 0.3025  top_Nc_lr = 0.3261  top_L5_mlr = 0.9375  top_L_mlr = 0.4753  top_Nc_mlr = 0.4208 (total_true_lr = 138  total_true_mlr = 202)
Precision for 69 - 6CP8_D  top_L5_lr = 0.6129  top_L_lr = 0.2675  top_Nc_lr = 0.2887  top_L5_mlr = 0.6452  top_L_mlr = 0.3822  top_Nc_mlr = 0.3516 (total_true_lr = 142  total_true_mlr = 182)
Precision for 70 - 6CP9_G  top_L5_lr = 0.6818  top_L_lr = 0.4220  top_Nc_lr = 0.4658  top_L5_mlr = 1.0000  top_L_mlr = 0.7339  top_Nc_mlr = 0.6643 (total_true_lr = 73  total_true_mlr = 143)
Precision for 71 - 6CP9_H  top_L5_lr = 0.4348  top_L_lr = 0.2544  top_Nc_lr = 0.2206  top_L5_mlr = 0.9565  top_L_mlr = 0.7281  top_Nc_mlr = 0.5906 (total_true_lr = 68  total_true_mlr = 171)
Precision for 72 - 6CPU_A  top_L5_lr = 0.8857  top_L_lr = 0.5399  top_Nc_lr = 0.3920  top_L5_mlr = 0.8952  top_L_mlr = 0.5798  top_Nc_mlr = 0.3966 (total_true_lr = 829  total_true_mlr = 938)
Precision for 73 - 6CSV_D  top_L5_lr = 0.1176  top_L_lr = 0.0814  top_Nc_lr = 0.1538  top_L5_mlr = 0.2353  top_L_mlr = 0.1163  top_Nc_mlr = 0.2000 (total_true_lr = 26  total_true_mlr = 35)
Precision for 74 - 6CUL_H  top_L5_lr = 0.7736  top_L_lr = 0.5431  top_Nc_lr = 0.4348  top_L5_mlr = 0.7925  top_L_mlr = 0.6067  top_Nc_mlr = 0.4306 (total_true_lr = 391  total_true_mlr = 497)
Precision for 75 - 6CZ6_D  top_L5_lr = 0.9385  top_L_lr = 0.5491  top_Nc_lr = 0.5214  top_L5_mlr = 0.9538  top_L_mlr = 0.7025  top_Nc_mlr = 0.5497 (total_true_lr = 374  total_true_mlr = 533)
Precision for 76 - 6CZT_A  top_L5_lr = 0.8125  top_L_lr = 0.7073  top_Nc_lr = 0.7071  top_L5_mlr = 0.9375  top_L_mlr = 0.7927  top_Nc_mlr = 0.6374 (total_true_lr = 99  total_true_mlr = 171)
Precision for 77 - 6D0I_C  top_L5_lr = 0.9375  top_L_lr = 0.7736  top_Nc_lr = 0.6285  top_L5_mlr = 0.9375  top_L_mlr = 0.8428  top_Nc_mlr = 0.6367 (total_true_lr = 253  total_true_mlr = 300)
Precision for 78 - 6D0I_D  top_L5_lr = 0.0000  top_L_lr = 0.1268  top_Nc_lr = 0.1200  top_L5_mlr = 0.3571  top_L_mlr = 0.2254  top_Nc_mlr = 0.3111 (total_true_lr = 25  total_true_mlr = 45)
Precision for 79 - 6D2S_A  top_L5_lr = 0.9091  top_L_lr = 0.6364  top_Nc_lr = 0.5292  top_L5_mlr = 0.9455  top_L_mlr = 0.7636  top_Nc_mlr = 0.5825 (total_true_lr = 359  total_true_mlr = 491)
Precision for 80 - 6D7Y_A  top_L5_lr = 0.8889  top_L_lr = 0.4674  top_Nc_lr = 0.5846  top_L5_mlr = 0.8333  top_L_mlr = 0.6304  top_Nc_mlr = 0.5784 (total_true_lr = 65  total_true_mlr = 102)
Precision for 81 - 6D7Y_B  top_L5_lr = 0.4516  top_L_lr = 0.4065  top_Nc_lr = 0.3555  top_L5_mlr = 0.7419  top_L_mlr = 0.4839  top_Nc_mlr = 0.3957 (total_true_lr = 211  total_true_mlr = 278)
Precision for 82 - 6D97_D  top_L5_lr = 0.9038  top_L_lr = 0.6801  top_Nc_lr = 0.5366  top_L5_mlr = 0.9423  top_L_mlr = 0.7605  top_Nc_mlr = 0.5678 (total_true_lr = 984  total_true_mlr = 1180)
Precision for 83 - 6D9F_B  top_L5_lr = 0.7344  top_L_lr = 0.3540  top_Nc_lr = 0.3134  top_L5_mlr = 0.7969  top_L_mlr = 0.3913  top_Nc_mlr = 0.3278 (total_true_lr = 434  total_true_mlr = 485)
Precision for 84 - 6D9M_A  top_L5_lr = 0.8923  top_L_lr = 0.5583  top_Nc_lr = 0.5013  top_L5_mlr = 0.9538  top_L_mlr = 0.6411  top_Nc_mlr = 0.4772 (total_true_lr = 377  total_true_mlr = 505)
Precision for 85 - 6DAN_D  top_L5_lr = 0.9231  top_L_lr = 0.7430  top_Nc_lr = 0.5921  top_L5_mlr = 0.9692  top_L_mlr = 0.8142  top_Nc_mlr = 0.6112 (total_true_lr = 581  total_true_mlr = 697)
Precision for 86 - 6DFL_A  top_L5_lr = 0.9375  top_L_lr = 0.7178  top_Nc_lr = 0.6396  top_L5_mlr = 0.9583  top_L_mlr = 0.8133  top_Nc_mlr = 0.6675 (total_true_lr = 308  total_true_mlr = 391)
Precision for 87 - 6DGN_B  top_L5_lr = 0.1667  top_L_lr = 0.2418  top_Nc_lr = 0.2429  top_L5_mlr = 0.9444  top_L_mlr = 0.5934  top_Nc_mlr = 0.4375 (total_true_lr = 70  total_true_mlr = 144)
Precision for 88 - 6DII_L  top_L5_lr = 0.9919  top_L_lr = 0.7922  top_Nc_lr = 0.5681  top_L5_mlr = 0.9919  top_L_mlr = 0.8036  top_Nc_mlr = 0.5726 (total_true_lr = 1262  total_true_mlr = 1411)
Precision for 89 - 6DKA_I  top_L5_lr = 0.9556  top_L_lr = 0.5885  top_Nc_lr = 0.4763  top_L5_mlr = 0.9778  top_L_mlr = 0.7212  top_Nc_mlr = 0.5168 (total_true_lr = 317  total_true_mlr = 387)
Precision for 90 - 6DKM_G  top_L5_lr = 0.0000  top_L_lr = 0.0132  top_Nc_lr = 0.0333  top_L5_mlr = 0.0000  top_L_mlr = 0.0132  top_Nc_mlr = 0.0263 (total_true_lr = 30  total_true_mlr = 38)
Precision for 91 - 6DLC_A  top_L5_lr = 0.0000  top_L_lr = 0.0381  top_Nc_lr = 0.0175  top_L5_mlr = 0.0476  top_L_mlr = 0.0571  top_Nc_mlr = 0.0303 (total_true_lr = 57  total_true_mlr = 66)
Precision for 92 - 6DLO_A  top_L5_lr = 0.5968  top_L_lr = 0.3794  top_Nc_lr = 0.3413  top_L5_mlr = 0.8548  top_L_mlr = 0.8071  top_Nc_mlr = 0.5520 (total_true_lr = 378  total_true_mlr = 750)
Precision for 93 - 6DRF_A  top_L5_lr = 0.6207  top_L_lr = 0.3217  top_Nc_lr = 0.4286  top_L5_mlr = 0.7241  top_L_mlr = 0.3497  top_Nc_mlr = 0.4554 (total_true_lr = 91  total_true_mlr = 101)
Precision for 94 - 6DTD_A  top_L5_lr = 0.1659  top_L_lr = 0.0760  top_Nc_lr = 0.0668  top_L5_mlr = 0.2701  top_L_mlr = 0.1349  top_Nc_mlr = 0.1085 (total_true_lr = 1332  total_true_mlr = 1603)
Precision for 95 - 6E0K_A  top_L5_lr = 0.8305  top_L_lr = 0.5051  top_Nc_lr = 0.4479  top_L5_mlr = 0.8983  top_L_mlr = 0.6305  top_Nc_mlr = 0.5065 (total_true_lr = 355  total_true_mlr = 462)
Precision for 96 - 6E0M_A  top_L5_lr = 0.9630  top_L_lr = 0.6029  top_Nc_lr = 0.5394  top_L5_mlr = 0.9630  top_L_mlr = 0.7316  top_Nc_mlr = 0.5789 (total_true_lr = 343  total_true_mlr = 437)
Precision for 97 - 6E3C_C  top_L5_lr = 0.9259  top_L_lr = 0.4030  top_Nc_lr = 0.7015  top_L5_mlr = 0.8889  top_L_mlr = 0.5746  top_Nc_mlr = 0.6000 (total_true_lr = 67  total_true_mlr = 120)
Precision for 98 - 6E9B_D  top_L5_lr = 0.6216  top_L_lr = 0.4620  top_Nc_lr = 0.3773  top_L5_mlr = 0.6081  top_L_mlr = 0.4946  top_Nc_mlr = 0.3792 (total_true_lr = 554  total_true_mlr = 712)
Precision for 99 - 6E9O_A  top_L5_lr = 0.8987  top_L_lr = 0.7608  top_Nc_lr = 0.6440  top_L5_mlr = 0.8861  top_L_mlr = 0.7913  top_Nc_mlr = 0.6480 (total_true_lr = 618  total_true_mlr = 679)
Precision for 100 - 6EAZ_B  top_L5_lr = 0.6667  top_L_lr = 0.2835  top_Nc_lr = 0.2773  top_L5_mlr = 0.6667  top_L_mlr = 0.3415  top_Nc_mlr = 0.3094 (total_true_lr = 339  total_true_mlr = 404)
Precision for 101 - 6EDB_B  top_L5_lr = 0.1538  top_L_lr = 0.1194  top_Nc_lr = 0.1538  top_L5_mlr = 0.6154  top_L_mlr = 0.2239  top_Nc_mlr = 0.3243 (total_true_lr = 26  total_true_mlr = 37)
Precision for 102 - 6EGC_A  top_L5_lr = 0.6207  top_L_lr = 0.3741  top_Nc_lr = 0.3897  top_L5_mlr = 0.6207  top_L_mlr = 0.4354  top_Nc_mlr = 0.4099 (total_true_lr = 136  total_true_mlr = 161)
Precision for 103 - 6FCG_F  top_L5_lr = 0.9620  top_L_lr = 0.7277  top_Nc_lr = 0.5740  top_L5_mlr = 0.9620  top_L_mlr = 0.7684  top_Nc_mlr = 0.5797 (total_true_lr = 655  total_true_mlr = 778)
Precision for 104 - 6FTO_C  top_L5_lr = 0.0000  top_L_lr = 0.0267  top_Nc_lr = 0.0476  top_L5_mlr = 0.0000  top_L_mlr = 0.0533  top_Nc_mlr = 0.0678 (total_true_lr = 21  total_true_mlr = 59)
Precision for 105 - 6FXD_B  top_L5_lr = 0.9583  top_L_lr = 0.8430  top_Nc_lr = 0.7746  top_L5_mlr = 1.0000  top_L_mlr = 0.9256  top_Nc_mlr = 0.7179 (total_true_lr = 142  total_true_mlr = 195)
Precision for 106 - 6G1H_A  top_L5_lr = 0.9853  top_L_lr = 0.8655  top_Nc_lr = 0.6727  top_L5_mlr = 1.0000  top_L_mlr = 0.9006  top_Nc_mlr = 0.6751 (total_true_lr = 605  total_true_mlr = 748)
Precision for 107 - 6G3B_B  top_L5_lr = 0.6667  top_L_lr = 0.3956  top_Nc_lr = 0.4195  top_L5_mlr = 0.8444  top_L_mlr = 0.5644  top_Nc_mlr = 0.4867 (total_true_lr = 205  total_true_mlr = 300)
Precision for 108 - 6G70_B  top_L5_lr = 0.5490  top_L_lr = 0.3176  top_Nc_lr = 0.3964  top_L5_mlr = 0.8039  top_L_mlr = 0.5353  top_Nc_mlr = 0.5342 (total_true_lr = 333  total_true_mlr = 511)
Precision for 109 - 6G7G_A  top_L5_lr = 1.0000  top_L_lr = 0.8522  top_Nc_lr = 0.7200  top_L5_mlr = 1.0000  top_L_mlr = 0.9130  top_Nc_mlr = 0.7205 (total_true_lr = 175  total_true_mlr = 254)
Precision for 110 - 6G7O_A  top_L5_lr = 0.7429  top_L_lr = 0.4486  top_Nc_lr = 0.4564  top_L5_mlr = 0.8286  top_L_mlr = 0.4886  top_Nc_mlr = 0.4432 (total_true_lr = 344  total_true_mlr = 449)
Precision for 111 - 6G8Y_A  top_L5_lr = 0.9444  top_L_lr = 0.4348  top_Nc_lr = 0.4810  top_L5_mlr = 1.0000  top_L_mlr = 0.6304  top_Nc_mlr = 0.5424 (total_true_lr = 79  total_true_mlr = 118)
Precision for 112 - 6GCJ_A  top_L5_lr = 0.5833  top_L_lr = 0.3802  top_Nc_lr = 0.2958  top_L5_mlr = 0.5000  top_L_mlr = 0.3554  top_Nc_mlr = 0.2602 (total_true_lr = 213  total_true_mlr = 246)
Precision for 113 - 6GDJ_B  top_L5_lr = 0.2857  top_L_lr = 0.2609  top_Nc_lr = 0.2830  top_L5_mlr = 0.3571  top_L_mlr = 0.3478  top_Nc_mlr = 0.3636 (total_true_lr = 53  total_true_mlr = 66)
Precision for 114 - 6GHO_B  top_L5_lr = 0.9636  top_L_lr = 0.6642  top_Nc_lr = 0.5667  top_L5_mlr = 0.9818  top_L_mlr = 0.7372  top_Nc_mlr = 0.5852 (total_true_lr = 360  total_true_mlr = 446)
Precision for 115 - 6GMA_F  top_L5_lr = 1.0000  top_L_lr = 0.6667  top_Nc_lr = 0.6842  top_L5_mlr = 1.0000  top_L_mlr = 0.8250  top_Nc_mlr = 0.6962 (total_true_lr = 114  total_true_mlr = 158)
Precision for 116 - 6GMS_A  top_L5_lr = 0.4231  top_L_lr = 0.2500  top_Nc_lr = 0.2697  top_L5_mlr = 0.7692  top_L_mlr = 0.4848  top_Nc_mlr = 0.4506 (total_true_lr = 89  total_true_mlr = 162)
Precision for 117 - 6GW7_A  top_L5_lr = 0.6667  top_L_lr = 0.2034  top_Nc_lr = 0.6000  top_L5_mlr = 0.5833  top_L_mlr = 0.3559  top_Nc_mlr = 0.4828 (total_true_lr = 15  total_true_mlr = 29)
Precision for 118 - 6H2X_A  top_L5_lr = 0.8857  top_L_lr = 0.4574  top_Nc_lr = 0.5302  top_L5_mlr = 0.8286  top_L_mlr = 0.4830  top_Nc_mlr = 0.5277 (total_true_lr = 281  total_true_mlr = 307)
Precision for 119 - 6H6N_B  top_L5_lr = 1.0000  top_L_lr = 0.6525  top_Nc_lr = 0.6183  top_L5_mlr = 1.0000  top_L_mlr = 0.8051  top_Nc_mlr = 0.6628 (total_true_lr = 131  total_true_mlr = 172)
Precision for 120 - 6HC2_X  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = nan  top_L_mlr = nan  top_Nc_mlr = nan (total_true_lr = 0  total_true_mlr = 0)
Precision for 121 - 6HPV_A  top_L5_lr = 0.9833  top_L_lr = 0.6421  top_Nc_lr = 0.4247  top_L5_mlr = 1.0000  top_L_mlr = 0.8428  top_Nc_mlr = 0.4936 (total_true_lr = 558  total_true_mlr = 701)
Precision for 122 - 6I1R_B  top_L5_lr = 0.8065  top_L_lr = 0.5645  top_Nc_lr = 0.5172  top_L5_mlr = 0.8065  top_L_mlr = 0.5806  top_Nc_mlr = 0.5176 (total_true_lr = 379  total_true_mlr = 398)
Precision for 123 - 6I9H_A  top_L5_lr = 0.5556  top_L_lr = 0.4130  top_Nc_lr = 0.4000  top_L5_mlr = 0.7222  top_L_mlr = 0.5435  top_Nc_mlr = 0.4295 (total_true_lr = 95  total_true_mlr = 149)
Precision for 124 - 6IAI_D  top_L5_lr = 0.2381  top_L_lr = 0.1415  top_Nc_lr = 0.1884  top_L5_mlr = 0.2857  top_L_mlr = 0.1698  top_Nc_mlr = 0.1696 (total_true_lr = 69  total_true_mlr = 112)
Precision for 125 - 6IEH_A  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.0000  top_L_mlr = 0.0000  top_Nc_mlr = 0.0000 (total_true_lr = 0  total_true_mlr = 2)
Precision for 126 - 6N0T_A  top_L5_lr = 0.9481  top_L_lr = 0.5300  top_Nc_lr = 0.4325  top_L5_mlr = 0.9870  top_L_mlr = 0.7389  top_Nc_mlr = 0.5085 (total_true_lr = 541  total_true_mlr = 708)
Precision for 127 - 6N8P_A  top_L5_lr = 0.4727  top_L_lr = 0.1935  top_Nc_lr = 0.1506  top_L5_mlr = 0.9758  top_L_mlr = 0.5695  top_Nc_mlr = 0.3190 (total_true_lr = 1348  total_true_mlr = 1978)
Precision for 128 - 6NU4_A  top_L5_lr = nan  top_L_lr = nan  top_Nc_lr = nan  top_L5_mlr = 0.0000  top_L_mlr = 0.0357  top_Nc_mlr = 0.0000 (total_true_lr = 0  total_true_mlr = 2)
Precision for 129 - 6NX4_A  top_L5_lr = 0.5758  top_L_lr = 0.2575  top_Nc_lr = 0.4000  top_L5_mlr = 0.6667  top_L_mlr = 0.4132  top_Nc_mlr = 0.4478 (total_true_lr = 80  total_true_mlr = 134)
Precision for 130 - 6OHZ_A  top_L5_lr = 0.1190  top_L_lr = 0.0952  top_Nc_lr = 0.0889  top_L5_mlr = 0.1905  top_L_mlr = 0.1286  top_Nc_mlr = 0.1148 (total_true_lr = 225  total_true_mlr = 270)
Average Precision: top_L5_lr = 71.61  top_L_lr = 47.09  top_Nc_lr = 43.95  top_L5_mlr = 77.98  top_L_mlr = 56.90  top_Nc_mlr = 46.85

Save predictions..

Everything done! 2020-04-29 11:02:49.740899