Updated model to latest iteration

README.md

@@ -60,6 +60,16 @@ Furthermore are the image segmented for noice removal
 ### Training Procedure
 
 ```python
+train_ds, val_ds = image_dataset_from_directory(
+    dataset_directory,
+    validation_split=0.2,
+    subset="both",
+    seed=123,
+    image_size=(200, 200),
+    batch_size=32,
+    color_mode='grayscale'
+)
+
 data_augmentation = tf.keras.Sequential([
   tf.keras.layers.RandomFlip('horizontal'),
   tf.keras.layers.RandomRotation(0.2),
@@ -75,7 +85,7 @@ val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)
 
 model = tf.keras.Sequential([
     data_augmentation,
-    tf.keras.layers.Rescaling(1./255, input_shape=(img_height, img_width, 3)),
+    tf.keras.layers.Rescaling(1./255, input_shape=(200, 200, 1)),
     tf.keras.layers.Conv2D(32, (3, 3), activation='relu'),
     tf.keras.layers.MaxPooling2D(2, 2),
     tf.keras.layers.Conv2D(64, (3, 3), activation='relu'),
@@ -87,7 +97,7 @@ model = tf.keras.Sequential([
     tf.keras.layers.Flatten(),
     tf.keras.layers.Dropout(0.5),
     tf.keras.layers.Dense(512, activation='relu'),
-    tf.keras.layers.Dense(num_classes, activation='softmax')
+    tf.keras.layers.Dense(2, activation='softmax')
 ])
 
 model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),
@@ -101,21 +111,57 @@ model.compile(optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),
 
 ### Testing Data, Factors & Metrics
 
-#### Testing Data
-
-Test data is manual retrieved data from Hubble and James web, see manually manipulated data in the files and their accuracy. Of each a log and linear scaling is used.
+### Model summary
+```text
+┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓
+┃ Layer (type)                    ┃ Output Shape           ┃       Param # ┃
+┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩
+│ sequential (Sequential)         │ (None, 200, 200, 1)    │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ rescaling (Rescaling)           │ (None, 200, 200, 1)    │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ conv2d (Conv2D)                 │ (None, 198, 198, 64)   │           640 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ max_pooling2d (MaxPooling2D)    │ (None, 99, 99, 64)     │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ conv2d_1 (Conv2D)               │ (None, 97, 97, 128)    │        73,856 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ max_pooling2d_1 (MaxPooling2D)  │ (None, 48, 48, 128)    │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ conv2d_2 (Conv2D)               │ (None, 46, 46, 256)    │       295,168 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ max_pooling2d_2 (MaxPooling2D)  │ (None, 23, 23, 256)    │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ conv2d_3 (Conv2D)               │ (None, 21, 21, 256)    │       590,080 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ max_pooling2d_3 (MaxPooling2D)  │ (None, 10, 10, 256)    │             0 │
+├────────────���────────────────────┼────────────────────────┼───────────────┤
+│ flatten (Flatten)               │ (None, 25600)          │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ dropout (Dropout)               │ (None, 25600)          │             0 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ dense (Dense)                   │ (None, 1024)           │    26,215,424 │
+├─────────────────────────────────┼────────────────────────┼───────────────┤
+│ dense_1 (Dense)                 │ (None, 2)              │         2,050 │
+└─────────────────────────────────┴────────────────────────┴───────────────┘
+Total params: 81,531,656 (311.02 MB)
+Trainable params: 27,177,218 (103.67 MB)
+Non-trainable params: 0 (0 MB)
+Optimizer params 54,354,438 (207.35 MB)
+```
 
-![11 Spiral images classified using this model](./images/11-Spirals-log.png)
+### Loss and Accuracy
+![Loss and Accuracy](./images/loss-accuracy.png)
 
 ### Results
 |           | precision | recall | f1-score | support |
 |-----------|-----------|--------|----------|---------|
-| one_one   |   0.96    |  0.98  |   0.96   |  1637   |
-| one_two   |   0.98    |  0.93  |   0.96   |  1740   |
-| accuracy  |           |        |   0.96   |  3377   |
-| macro avg |   0.96    |  0.96  |   0.96   |  3377   |
-| weighted avg| 0.96    |  0.96  |   0.96   |  3377   |
+| one_one   | 0.98      | 0.98   | 0.96     |  1637   |
+| one_two   | 0.98      | 0.98   | 0.98     |  1740   |
+| accuracy  |           |        | 0.96     |  3377   |
+| macro avg | 0.98      | 0.98   | 0.98     |  3377   |
+| weighted avg| 0.98      | 0.98   | 0.98     |  3377   |
 
 ## Environmental Impact
 - **Hardware Type:** M3 Pro
-- **Hours used:** 30min
+- **Hours used:** 72

data/model.keras

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:128c20dbaa51b8c6c6e78aa88183d56cc5acd020fb9ea76a6e24edf0aaa26384
-size 81617508
+oid sha256:a28fe3b200d39a72695b6308b0d5f888e74c0d262c46d16595b1c750bc7eae25
+size 326192489

data/model_history.json

@@ -0,0 +1 @@
+{"accuracy": [0.7880515456199646, 0.8569736480712891, 0.8794788122177124, 0.905167281627655, 0.9184927344322205, 0.9348534345626831, 0.93929523229599, 0.9435149431228638, 0.9475865960121155, 0.9507699012756348, 0.9556559324264526, 0.9576547145843506, 0.9602457880973816, 0.9583209753036499, 0.9587651491165161, 0.9593574404716492, 0.9648356437683105, 0.9652798175811768, 0.9671306014060974, 0.9675007462501526, 0.9686852097511292, 0.9653538465499878, 0.9655759334564209, 0.965798020362854, 0.9666864275932312, 0.9677968621253967, 0.9689072966575623, 0.9700177907943726, 0.9713503122329712, 0.9697216749191284, 0.9700918197631836, 0.9717204570770264, 0.9711282253265381, 0.9720165729522705, 0.9726828336715698, 0.9733491539955139, 0.9722386598587036, 0.973127007484436, 0.9747557044029236, 0.9728308916091919, 0.9738673567771912, 0.9737192988395691, 0.9743115305900574, 0.9762362837791443, 0.9743855595588684, 0.9736452698707581, 0.9740894436836243, 0.973052978515625, 0.9748297333717346, 0.9760882258415222, 0.9742375016212463, 0.975644052028656, 0.973423182964325, 0.9758661389350891, 0.973127007484436, 0.9767544865608215, 0.9759401679039001, 0.975644052028656, 0.9771246910095215, 0.975718080997467, 0.9751998782157898, 0.9778649806976318, 0.973052978515625, 0.9769766330718994, 0.9770506620407104, 0.9780130386352539, 0.9789754152297974, 0.9771246910095215, 0.9798637628555298, 0.9777169227600098, 0.9777169227600098, 0.9769766330718994, 0.9775688648223877, 0.9777909517288208, 0.9783831834793091, 0.9778649806976318, 0.978161096572876, 0.9777909517288208, 0.9767544865608215, 0.9768285751342773, 0.9794195890426636, 0.9789754152297974, 0.9814184308052063, 0.9743115305900574, 0.9764583706855774, 0.9795676469802856, 0.9792715311050415, 0.9801598787307739, 0.9793455600738525, 0.9772727489471436, 0.9791234731674194, 0.9773467779159546, 0.9788273572921753, 0.980900228023529, 0.9793455600738525, 0.9794195890426636, 0.9790494441986084, 0.980307936668396, 0.9792715311050415, 0.9792715311050415, 0.9801598787307739, 0.9780870676040649, 0.9762362837791443, 0.9806041121482849, 0.9789013862609863, 0.9794936180114746, 0.980307936668396, 0.980678141117096, 0.9805300831794739, 0.9794195890426636, 0.9788273572921753, 0.980678141117096, 0.9797157049179077, 0.9805300831794739, 0.980752170085907, 0.9793455600738525, 0.9817145466804504, 0.9822327494621277, 0.9784572124481201, 0.9794195890426636, 0.980900228023529, 0.9800858497619629, 0.9791234731674194, 0.9806041121482849, 0.980233907699585, 0.9800118207931519, 0.980900228023529, 0.9800858497619629, 0.9836392998695374, 0.9780130386352539, 0.9814184308052063, 0.9826769232749939, 0.9804560542106628, 0.9824548363685608, 0.9810482859611511, 0.9744595885276794, 0.9817885756492615, 0.9812703728675842, 0.980900228023529, 0.9813444018363953, 0.980900228023529, 0.9812703728675842, 0.9804560542106628, 0.9823808073997498, 0.9821587204933167, 0.9793455600738525, 0.9820106625556946, 0.9813444018363953, 0.9816405177116394, 0.9804560542106628, 0.9806041121482849, 0.982824981212616, 0.9824548363685608, 0.9806041121482849, 0.9812703728675842, 0.9817885756492615, 0.9834172129631042, 0.9824548363685608, 0.9815664887428284, 0.9823808073997498, 0.980900228023529, 0.9840835332870483, 0.9832691550254822, 0.9821587204933167, 0.9820846915245056, 0.9817145466804504, 0.9800858497619629, 0.9813444018363953, 0.9816405177116394, 0.9822327494621277, 0.9809742569923401, 0.9825288653373718, 0.9826028943061829, 0.9800858497619629, 0.9811223149299622, 0.9816405177116394, 0.9822327494621277, 0.9814184308052063, 0.9835652709007263, 0.9797897338867188, 0.9834912419319153, 0.9819366335868835, 0.982899010181427, 0.9812703728675842, 0.9821587204933167, 0.9797897338867188, 0.9820846915245056, 0.9843796491622925, 0.9821587204933167, 0.9840835332870483, 0.9809742569923401, 0.9817885756492615, 0.9835652709007263, 0.9810482859611511, 0.9826028943061829, 0.9827509522438049, 0.9816405177116394, 0.9809742569923401, 0.9814184308052063, 0.9830470681190491, 0.9821587204933167, 0.9816405177116394, 0.9810482859611511, 0.9824548363685608, 0.9820846915245056, 0.9826028943061829, 0.980678141117096, 0.9815664887428284, 0.9810482859611511, 0.9823067784309387, 0.9837133288383484, 0.9826769232749939, 0.9827509522438049, 0.9823067784309387, 0.9817885756492615, 0.9842315912246704, 0.9816405177116394, 0.9837873578071594, 0.9814924597740173, 0.9833431839942932, 0.9820846915245056, 0.9820106625556946, 0.9820106625556946, 0.980752170085907, 0.9839354753494263, 0.9837133288383484, 0.982899010181427, 0.9819366335868835, 0.982973039150238, 0.9823067784309387, 0.9831951260566711, 0.982824981212616, 0.9822327494621277, 0.9825288653373718, 0.9842315912246704, 0.9830470681190491, 0.9796416759490967, 0.9822327494621277, 0.9836392998695374, 0.9823808073997498, 0.9820106625556946, 0.9811223149299622, 0.9827509522438049, 0.9840835332870483, 0.9822327494621277, 0.9825288653373718, 0.9831951260566711, 0.9820106625556946, 0.9827509522438049, 0.9826028943061829, 0.9817885756492615, 0.9832691550254822, 0.9826769232749939, 0.9831210970878601, 0.9826028943061829, 0.9832691550254822, 0.9834912419319153, 0.9813444018363953, 0.9819366335868835, 0.9842315912246704, 0.9815664887428284, 0.982973039150238, 0.9843056201934814, 0.9837873578071594, 0.9774948358535767, 0.9821587204933167, 0.9830470681190491, 0.9846757650375366, 0.9850459098815918, 0.9827509522438049, 0.9837133288383484, 0.982824981212616, 0.9847497940063477, 0.9847497940063477, 0.9831951260566711, 0.9834912419319153, 0.9837133288383484, 0.9835652709007263, 0.9839354753494263, 0.9817885756492615, 0.9831210970878601, 0.9840835332870483, 0.9813444018363953, 0.9821587204933167, 0.9846757650375366, 0.9834172129631042, 0.9841575622558594, 0.982973039150238, 0.9835652709007263, 0.9776428937911987, 0.985564112663269, 0.9837133288383484, 0.9848978519439697, 0.9837133288383484, 0.9860082864761353, 0.9813444018363953, 0.9857861995697021, 0.9843056201934814, 0.9853420257568359, 0.9847497940063477, 0.9824548363685608, 0.9837873578071594, 0.9814184308052063, 0.9826028943061829, 0.9840095043182373, 0.9852679967880249, 0.9844536781311035, 0.9834912419319153, 0.9830470681190491, 0.9835652709007263, 0.9789013862609863, 0.9820846915245056, 0.980752170085907, 0.9843796491622925, 0.9836392998695374, 0.9843056201934814, 0.9826769232749939, 0.9840095043182373, 0.9845277070999146, 0.9844536781311035, 0.9831210970878601, 0.9841575622558594, 0.9826028943061829, 0.9840835332870483, 0.9825288653373718, 0.9848238229751587, 0.9822327494621277, 0.9786052703857422, 0.9834172129631042, 0.9819366335868835, 0.9844536781311035, 0.9849718809127808, 0.9832691550254822, 0.9856381416320801, 0.9852679967880249, 0.9831951260566711, 0.9830470681190491, 0.9843056201934814, 0.9838613867759705, 0.9842315912246704, 0.9853420257568359, 0.9817885756492615, 0.9845277070999146, 0.9848238229751587, 0.9833431839942932, 0.9826028943061829, 0.9843056201934814, 0.9830470681190491, 0.9849718809127808, 0.9826769232749939, 0.9860823154449463, 0.9851199388504028, 0.9835652709007263, 0.9840095043182373, 0.9819366335868835, 0.9843796491622925, 0.9850459098815918, 0.9823808073997498, 0.9836392998695374, 0.9831210970878601, 0.9843796491622925, 0.9857861995697021, 0.9843796491622925, 0.9843056201934814, 0.9864524602890015, 0.9857861995697021, 0.9827509522438049, 0.9834912419319153, 0.982899010181427, 0.9825288653373718, 0.9843056201934814, 0.9860082864761353, 0.985564112663269, 0.9845277070999146, 0.9812703728675842, 0.9833431839942932, 0.9846757650375366, 0.9839354753494263, 0.9836392998695374, 0.9819366335868835, 0.9857121706008911, 0.9819366335868835, 0.9840835332870483, 0.9846757650375366, 0.9817145466804504, 0.985490083694458, 0.982973039150238, 0.982824981212616, 0.9846017360687256, 0.9840095043182373, 0.9843056201934814, 0.9832691550254822, 0.9835652709007263, 0.9838613867759705, 0.9844536781311035, 0.9813444018363953, 0.9841575622558594, 0.9835652709007263, 0.9841575622558594, 0.985490083694458, 0.9835652709007263, 0.9837873578071594, 0.985564112663269, 0.9853420257568359, 0.9837133288383484, 0.9848238229751587, 0.9857121706008911, 0.9848978519439697, 0.9846017360687256, 0.9832691550254822, 0.9845277070999146, 0.9837133288383484, 0.9849718809127808, 0.9857861995697021, 0.9817145466804504, 0.9822327494621277, 0.9863784313201904, 0.9831210970878601, 0.9822327494621277, 0.9816405177116394, 0.9816405177116394, 0.9865264892578125, 0.9844536781311035, 0.9847497940063477, 0.9849718809127808, 0.9848978519439697, 0.9853420257568359, 0.9837133288383484, 0.9831951260566711, 0.9846757650375366, 0.985490083694458, 0.9846017360687256, 0.9844536781311035, 0.9834172129631042, 0.9837873578071594, 0.9850459098815918, 0.9837873578071594, 0.9831951260566711, 0.9844536781311035, 0.9858602285385132, 0.9868226051330566, 0.9825288653373718, 0.9846017360687256, 0.9843796491622925, 0.985416054725647, 0.9825288653373718, 0.9826769232749939, 0.9851939678192139, 0.9840095043182373, 0.985564112663269, 0.9847497940063477, 0.9861563444137573, 0.982973039150238, 0.9851199388504028, 0.9843796491622925, 0.985416054725647, 0.9837133288383484, 0.9839354753494263, 0.9848978519439697, 0.9836392998695374, 0.9847497940063477, 0.9852679967880249, 0.9847497940063477, 0.9824548363685608, 0.9845277070999146, 0.9826028943061829, 0.9856381416320801, 0.9834172129631042, 0.9862303733825684, 0.985564112663269, 0.9849718809127808, 0.9814184308052063, 0.9841575622558594, 0.9837873578071594, 0.9837133288383484, 0.9833431839942932, 0.9848238229751587, 0.985416054725647, 0.9868966341018677, 0.9847497940063477, 0.9838613867759705, 0.985416054725647, 0.982973039150238, 0.9843796491622925, 0.9817885756492615, 0.9790494441986084, 0.9826769232749939, 0.9862303733825684, 0.9848978519439697, 0.9850459098815918, 0.9857121706008911, 0.9860082864761353, 0.9834912419319153, 0.9862303733825684, 0.9842315912246704, 0.9852679967880249, 0.982824981212616, 0.9857121706008911, 0.9836392998695374, 0.9842315912246704, 0.9843796491622925, 0.982899010181427, 0.9841575622558594, 0.9834912419319153, 0.9843796491622925, 0.9845277070999146, 0.9839354753494263, 0.9863044023513794, 0.9859342575073242, 0.9840835332870483, 0.9850459098815918, 0.9848978519439697, 0.9856381416320801, 0.9852679967880249, 0.982824981212616, 0.9826769232749939, 0.9811963438987732, 0.9851199388504028, 0.9848978519439697, 0.9851939678192139, 0.9857121706008911, 0.9856381416320801, 0.9843796491622925, 0.9843056201934814, 0.9857861995697021, 0.9844536781311035, 0.9841575622558594, 0.9843796491622925, 0.9860082864761353, 0.9848238229751587, 0.985416054725647, 0.9837873578071594, 0.9851199388504028, 0.982973039150238, 0.9861563444137573, 0.9846757650375366, 0.9833431839942932, 0.985490083694458, 0.9860082864761353, 0.9832691550254822, 0.9841575622558594, 0.9846757650375366, 0.9857121706008911, 0.9841575622558594, 0.982899010181427, 0.9844536781311035, 0.985564112663269, 0.9830470681190491, 0.9791975021362305, 0.9832691550254822, 0.9841575622558594, 0.9834172129631042, 0.9874148368835449, 0.9868226051330566, 0.9833431839942932, 0.9848238229751587, 0.9832691550254822, 0.9834172129631042, 0.9826028943061829, 0.9849718809127808, 0.9840095043182373, 0.9866745471954346, 0.9848978519439697, 0.9849718809127808, 0.9837873578071594, 0.9826028943061829, 0.9827509522438049, 0.9844536781311035, 0.9842315912246704, 0.9847497940063477, 0.9852679967880249, 0.9845277070999146, 0.9858602285385132, 0.9848238229751587, 0.9831210970878601, 0.982824981212616, 0.9840835332870483, 0.9654278755187988, 0.9744595885276794, 0.9810482859611511, 0.9831210970878601, 0.982824981212616, 0.9849718809127808, 0.9831951260566711, 0.9853420257568359, 0.9856381416320801, 0.9850459098815918, 0.982899010181427, 0.9846757650375366, 0.9843796491622925, 0.9838613867759705, 0.9795676469802856, 0.9819366335868835, 0.9836392998695374, 0.985416054725647, 0.9843796491622925, 0.9813444018363953, 0.9809742569923401, 0.9859342575073242, 0.9848978519439697, 0.9852679967880249, 0.9846757650375366, 0.9847497940063477, 0.9843796491622925, 0.9843796491622925, 0.9858602285385132, 0.9863784313201904, 0.9846757650375366, 0.9837133288383484, 0.9844536781311035, 0.985564112663269, 0.9846757650375366, 0.9867485761642456, 0.9840835332870483, 0.9846017360687256, 0.9846017360687256, 0.9844536781311035, 0.9847497940063477, 0.9849718809127808, 0.9850459098815918, 0.9843056201934814, 0.9830470681190491, 0.9823808073997498, 0.9836392998695374, 0.985416054725647, 0.9852679967880249, 0.9858602285385132, 0.9848978519439697, 0.9864524602890015, 0.9860082864761353, 0.9865264892578125, 0.9863044023513794, 0.9851199388504028, 0.9851939678192139, 0.9778649806976318, 0.9643174409866333, 0.9724607467651367, 0.9799377918243408, 0.9789013862609863, 0.9799377918243408, 0.982824981212616, 0.9833431839942932, 0.982899010181427, 0.9836392998695374, 0.9837873578071594, 0.9836392998695374, 0.9839354753494263, 0.9848978519439697, 0.980752170085907, 0.9817885756492615, 0.9831951260566711, 0.985490083694458, 0.9843796491622925, 0.9856381416320801, 0.9844536781311035, 0.9836392998695374, 0.985490083694458, 0.9843796491622925, 0.985416054725647, 0.9853420257568359, 0.982824981212616, 0.9857121706008911, 0.9860082864761353, 0.9826028943061829, 0.9837133288383484, 0.9857121706008911, 0.982973039150238, 0.9805300831794739, 0.9835652709007263, 0.985416054725647, 0.9865264892578125, 0.985564112663269, 0.9860823154449463, 0.9846757650375366, 0.9831210970878601, 0.9847497940063477, 0.9871187210083008, 0.9842315912246704, 0.9850459098815918, 0.9843056201934814, 0.9847497940063477, 0.9866005182266235, 0.9858602285385132, 0.9790494441986084, 0.9846017360687256, 0.9838613867759705, 0.9833431839942932, 0.985490083694458, 0.985564112663269, 0.9863784313201904, 0.9823808073997498, 0.9830470681190491, 0.9847497940063477, 0.9848238229751587, 0.9852679967880249, 0.9712762832641602, 0.9723867177963257, 0.9811963438987732, 0.9810482859611511, 0.9795676469802856, 0.9830470681190491, 0.9834912419319153, 0.9847497940063477, 0.9841575622558594, 0.9835652709007263, 0.9839354753494263, 0.9848238229751587, 0.9858602285385132, 0.9845277070999146, 0.9834912419319153, 0.9866745471954346, 0.9677228331565857, 0.978309154510498, 0.9794936180114746, 0.9812703728675842, 0.980752170085907, 0.9831951260566711, 0.9834912419319153, 0.982824981212616, 0.9846017360687256, 0.9837133288383484, 0.9846017360687256, 0.9846017360687256, 0.9841575622558594, 0.9836392998695374, 0.9871187210083008, 0.9825288653373718, 0.9863044023513794, 0.9845277070999146, 0.9857121706008911, 0.9860823154449463, 0.9848978519439697, 0.985490083694458, 0.9866005182266235, 0.9850459098815918, 0.9857861995697021, 0.9867485761642456, 0.9833431839942932, 0.985564112663269, 0.9843056201934814, 0.9788273572921753, 0.9852679967880249, 0.9853420257568359, 0.9843056201934814, 0.9851199388504028, 0.982973039150238, 0.9857861995697021, 0.9856381416320801, 0.9863044023513794, 0.985416054725647, 0.9851939678192139, 0.9840835332870483, 0.9846017360687256, 0.9866745471954346, 0.9846757650375366, 0.9857861995697021, 0.9831210970878601, 0.9859342575073242, 0.9851199388504028, 0.9848978519439697, 0.9859342575073242, 0.9827509522438049, 0.9868966341018677, 0.9843796491622925, 0.9842315912246704, 0.9835652709007263, 0.9858602285385132, 0.9845277070999146, 0.9850459098815918, 0.9863044023513794, 0.9866005182266235, 0.9844536781311035, 0.9864524602890015, 0.9818626046180725, 0.9840095043182373, 0.9852679967880249, 0.9871187210083008, 0.9852679967880249, 0.9841575622558594, 0.9859342575073242, 0.9843796491622925, 0.9833431839942932, 0.9868966341018677, 0.9853420257568359, 0.9846017360687256, 0.982824981212616, 0.9840095043182373, 0.9839354753494263, 0.985564112663269, 0.9847497940063477, 0.9858602285385132, 0.9830470681190491, 0.9797157049179077, 0.9848978519439697, 0.9843796491622925, 0.9863044023513794, 0.9844536781311035, 0.9870446920394897, 0.9853420257568359, 0.9846017360687256, 0.9628368616104126, 0.9692034125328064, 0.9767544865608215, 0.9797897338867188, 0.9831210970878601, 0.9837133288383484, 0.9837133288383484, 0.9846757650375366, 0.9861563444137573, 0.9850459098815918, 0.9856381416320801, 0.9837133288383484, 0.9779390096664429, 0.9830470681190491, 0.9838613867759705, 0.9848238229751587, 0.9815664887428284, 0.985490083694458, 0.9864524602890015, 0.9843796491622925, 0.9850459098815918, 0.9851939678192139, 0.9844536781311035, 0.9845277070999146, 0.988007128238678, 0.9732751250267029, 0.9846757650375366, 0.9847497940063477, 0.9857861995697021, 0.9840835332870483, 0.9848238229751587, 0.987488865852356, 0.9864524602890015, 0.9866745471954346, 0.9844536781311035, 0.9872667789459229, 0.985490083694458, 0.9841575622558594, 0.9866745471954346, 0.9844536781311035, 0.9863784313201904, 0.9832691550254822, 0.982973039150238, 0.9863784313201904, 0.9857121706008911, 0.9848978519439697, 0.9847497940063477, 0.9864524602890015, 0.9851939678192139, 0.9862303733825684, 0.9848238229751587, 0.9846757650375366, 0.9849718809127808, 0.9851939678192139, 0.9844536781311035, 0.9871927499771118, 0.9834912419319153, 0.982973039150238, 0.9846757650375366, 0.9856381416320801, 0.9845277070999146, 0.9848978519439697, 0.9866005182266235, 0.9865264892578125, 0.9841575622558594, 0.9866005182266235, 0.9866005182266235, 0.985490083694458, 0.9862303733825684, 0.9866745471954346, 0.9866745471954346, 0.9811223149299622, 0.9870446920394897, 0.9851199388504028, 0.9841575622558594, 0.9867485761642456, 0.9852679967880249, 0.9877110123634338, 0.9876369833946228, 0.9875629544258118, 0.9863044023513794, 0.985416054725647, 0.9863044023513794, 0.9863044023513794, 0.9871927499771118, 0.9851939678192139, 0.9856381416320801, 0.9847497940063477, 0.9844536781311035, 0.985416054725647, 0.985564112663269, 0.9860823154449463, 0.9860082864761353, 0.9826028943061829, 0.9837133288383484, 0.9842315912246704, 0.9847497940063477, 0.9847497940063477, 0.9840095043182373, 0.985490083694458, 0.9857121706008911, 0.9866005182266235, 0.9857121706008911, 0.9863784313201904, 0.9847497940063477, 0.985416054725647, 0.9826769232749939, 0.9858602285385132, 0.985564112663269, 0.9830470681190491, 0.9849718809127808, 0.9851939678192139, 0.9865264892578125, 0.985416054725647, 0.9868966341018677, 0.9860823154449463, 0.9859342575073242, 0.9820106625556946, 0.9821587204933167, 0.9857861995697021, 0.9835652709007263, 0.9847497940063477, 0.9837133288383484, 0.9858602285385132, 0.9851939678192139, 0.9870446920394897, 0.9868966341018677, 0.9834172129631042, 0.9851199388504028, 0.9870446920394897, 0.9851939678192139, 0.9831210970878601, 0.9861563444137573, 0.9863044023513794, 0.9853420257568359, 0.9868226051330566, 0.9796416759490967, 0.985490083694458, 0.985564112663269, 0.985564112663269, 0.9597275853157043, 0.975718080997467, 0.9775688648223877, 0.9817145466804504, 0.9813444018363953, 0.9848978519439697, 0.9853420257568359, 0.982899010181427, 0.9844536781311035, 0.9852679967880249, 0.9858602285385132, 0.9851199388504028, 0.9860823154449463, 0.9839354753494263, 0.9842315912246704, 0.9851199388504028, 0.9856381416320801, 0.9863784313201904, 0.9843056201934814, 0.9871927499771118, 0.9857121706008911, 0.9860082864761353, 0.9857121706008911, 0.9860082864761353, 0.9831951260566711, 0.9851939678192139, 0.9846017360687256, 0.9846017360687256, 0.9863784313201904, 0.9852679967880249, 0.9843056201934814, 0.9875629544258118, 0.9883772730827332, 0.9786792993545532, 0.9774948358535767, 0.9848238229751587, 0.9849718809127808, 0.9863044023513794, 0.9842315912246704, 0.9863044023513794, 0.9853420257568359, 0.9857861995697021, 0.9858602285385132, 0.9868226051330566, 0.9866745471954346, 0.9860823154449463, 0.9853420257568359, 0.9848238229751587, 0.9878590703010559, 0.9863784313201904, 0.9844536781311035, 0.9837133288383484, 0.982824981212616, 0.9856381416320801, 0.9846017360687256, 0.9851939678192139, 0.985416054725647, 0.9865264892578125, 0.9868226051330566, 0.9881551861763, 0.9857861995697021, 0.9831951260566711, 0.9779390096664429, 0.975644052028656, 0.9842315912246704, 0.9851939678192139, 0.9844536781311035, 0.9860082864761353, 0.9873408079147339, 0.9866005182266235, 0.9857861995697021, 0.9870446920394897, 0.9876369833946228, 0.9863044023513794, 0.9857861995697021, 0.9868226051330566, 0.9860823154449463, 0.9869706630706787, 0.9856381416320801, 0.985564112663269, 0.9847497940063477, 0.9794195890426636, 0.9838613867759705, 0.9834172129631042, 0.9836392998695374, 0.9875629544258118, 0.9865264892578125, 0.9856381416320801, 0.9841575622558594, 0.9863044023513794, 0.9872667789459229, 0.9846757650375366, 0.9845277070999146, 0.9853420257568359, 0.9858602285385132, 0.9850459098815918, 0.9825288653373718, 0.9873408079147339, 0.9848978519439697, 0.9837133288383484, 0.9871927499771118, 0.988081157207489, 0.9833431839942932, 0.985564112663269, 0.985564112663269, 0.9822327494621277, 0.9864524602890015, 0.9876369833946228, 0.9856381416320801, 0.9867485761642456, 0.9846017360687256, 0.9846017360687256, 0.9860823154449463, 0.9871927499771118, 0.9857121706008911, 0.9882292151451111, 0.9819366335868835, 0.985490083694458, 0.9871187210083008, 0.9859342575073242, 0.9871927499771118, 0.9863044023513794, 0.9864524602890015, 0.9848978519439697, 0.9834172129631042, 0.9852679967880249, 0.9852679967880249, 0.9848238229751587, 0.9851939678192139, 0.9852679967880249, 0.9809742569923401, 0.9818626046180725, 0.9860082864761353, 0.9866005182266235, 0.985490083694458, 0.9795676469802856, 0.9848238229751587, 0.9875629544258118, 0.9876369833946228, 0.9851199388504028, 0.9844536781311035, 0.9859342575073242, 0.9872667789459229, 0.9863044023513794, 0.9862303733825684, 0.9849718809127808, 0.985416054725647, 0.9866005182266235, 0.9848978519439697, 0.9852679967880249, 0.9878590703010559, 0.9842315912246704, 0.9856381416320801, 0.9823808073997498, 0.9860823154449463, 0.9885993599891663, 0.9872667789459229, 0.9864524602890015, 0.9860082864761353, 0.9868226051330566, 0.9851939678192139, 0.9834172129631042, 0.9821587204933167, 0.9874148368835449, 0.9858602285385132, 0.9864524602890015, 0.9860823154449463, 0.9860823154449463, 0.9857861995697021, 0.9859342575073242, 0.9876369833946228, 0.9864524602890015, 0.9846017360687256, 0.9864524602890015, 0.9858602285385132, 0.9851939678192139, 0.9877850413322449, 0.9863044023513794, 0.9866745471954346, 0.9866005182266235, 0.9850459098815918, 0.9848978519439697, 0.988007128238678, 0.9867485761642456, 0.985416054725647, 0.9868966341018677, 0.9849718809127808, 0.9869706630706787, 0.9837133288383484, 0.9853420257568359, 0.9876369833946228, 0.9851199388504028, 0.9863784313201904, 0.9864524602890015, 0.9860082864761353, 0.9746076464653015, 0.9835652709007263, 0.9837133288383484, 0.9831210970878601, 0.9877850413322449, 0.9872667789459229, 0.9874148368835449, 0.9850459098815918, 0.982899010181427, 0.9850459098815918, 0.9856381416320801, 0.9856381416320801, 0.9862303733825684, 0.9853420257568359, 0.9845277070999146, 0.9863784313201904, 0.9872667789459229, 0.9873408079147339, 0.9867485761642456, 0.9848978519439697, 0.9867485761642456, 0.985416054725647, 0.9870446920394897, 0.9870446920394897, 0.9850459098815918, 0.9810482859611511, 0.9863784313201904, 0.9852679967880249, 0.9863044023513794, 0.9819366335868835, 0.9860082864761353, 0.9859342575073242, 0.9888214468955994, 0.9845277070999146, 0.9866745471954346, 0.9851939678192139, 0.9872667789459229, 0.9848978519439697, 0.9866005182266235, 0.9845277070999146, 0.9859342575073242, 0.9856381416320801, 0.9871927499771118, 0.9860823154449463, 0.9859342575073242, 0.9850459098815918, 0.9857121706008911, 0.9843056201934814, 0.9871927499771118, 0.9823067784309387, 0.9851199388504028, 0.9863044023513794, 0.9823808073997498, 0.982973039150238, 0.9853420257568359, 0.9860082864761353, 0.9866745471954346, 0.9797157049179077, 0.9803820252418518, 0.9840835332870483, 0.9851939678192139, 0.9864524602890015, 0.9860823154449463, 0.9845277070999146, 0.9844536781311035], "loss": [0.465288370847702, 0.354199081659317, 0.2967650890350342, 0.24489986896514893, 0.21307115256786346, 0.17721369862556458, 0.1604023575782776, 0.14827297627925873, 0.14106261730194092, 0.13162387907505035, 0.11777573823928833, 0.1165788546204567, 0.10978560894727707, 0.11402890086174011, 0.11460667103528976, 0.10602215677499771, 0.10565754026174545, 0.09493589401245117, 0.09447910636663437, 0.09170620143413544, 0.08936149626970291, 0.09833937883377075, 0.0946212187409401, 0.09283386915922165, 0.09095709770917892, 0.09243030101060867, 0.0844188779592514, 0.08265822380781174, 0.08140769600868225, 0.0830807164311409, 0.08605232834815979, 0.0805935189127922, 0.07980381697416306, 0.07838478684425354, 0.0754961147904396, 0.0749770775437355, 0.0776953473687172, 0.07473620027303696, 0.07426447421312332, 0.07883578538894653, 0.07578858733177185, 0.07374011725187302, 0.07238578051328659, 0.07132484763860703, 0.07004096359014511, 0.07511002570390701, 0.06895661354064941, 0.0743836984038353, 0.07047703117132187, 0.06588820368051529, 0.07435763627290726, 0.06944634765386581, 0.07488834112882614, 0.0713195949792862, 0.07646355032920837, 0.06814567744731903, 0.06536554545164108, 0.06593196094036102, 0.06684409081935883, 0.06685544550418854, 0.07097209990024567, 0.06266508251428604, 0.07343608140945435, 0.06521553546190262, 0.06705749034881592, 0.06603877246379852, 0.06638296693563461, 0.062115807086229324, 0.06392066180706024, 0.061192065477371216, 0.06475654989480972, 0.06313639879226685, 0.06604945659637451, 0.06425197422504425, 0.057485129684209824, 0.06154099479317665, 0.0640493854880333, 0.06698499619960785, 0.06476112455129623, 0.06499048322439194, 0.06096730753779411, 0.06197861209511757, 0.05685870349407196, 0.0689011737704277, 0.06915288418531418, 0.05965731665492058, 0.05946182832121849, 0.06129853054881096, 0.05960753932595253, 0.06632822751998901, 0.05882963910698891, 0.0680575892329216, 0.0597589835524559, 0.05380278080701828, 0.06475795060396194, 0.05687832087278366, 0.057592783123254776, 0.0597052201628685, 0.059545695781707764, 0.058909252285957336, 0.05642744526267052, 0.06077456846833229, 0.06552615016698837, 0.056239645928144455, 0.062227122485637665, 0.060386642813682556, 0.05636484548449516, 0.05509359389543533, 0.0560290664434433, 0.05787423253059387, 0.060735054314136505, 0.0555126778781414, 0.05634133145213127, 0.0556233748793602, 0.05641769990324974, 0.0591781884431839, 0.05606113001704216, 0.05266030877828598, 0.061959635466337204, 0.05931297689676285, 0.05398465692996979, 0.05891938507556915, 0.05946396291255951, 0.05388971418142319, 0.057689979672431946, 0.056810494512319565, 0.05611194297671318, 0.0571616105735302, 0.05014472454786301, 0.061397016048431396, 0.05447264015674591, 0.05232520401477814, 0.05383619666099548, 0.050674986094236374, 0.0566052682697773, 0.07805639505386353, 0.05560348927974701, 0.053343143314123154, 0.05540503188967705, 0.053746819496154785, 0.05616449937224388, 0.054415032267570496, 0.05733117461204529, 0.053864337503910065, 0.05184331163764, 0.05780383571982384, 0.05316727235913277, 0.05824248120188713, 0.05068330839276314, 0.05757289379835129, 0.05451921373605728, 0.050361767411231995, 0.04982121288776398, 0.05236852169036865, 0.053868308663368225, 0.0506880022585392, 0.04863465949892998, 0.05159367248415947, 0.05516372621059418, 0.050269514322280884, 0.05083080753684044, 0.04735114052891731, 0.0500793382525444, 0.051593050360679626, 0.05197770148515701, 0.055726058781147, 0.058068811893463135, 0.057135000824928284, 0.054056476801633835, 0.053637176752090454, 0.05258837342262268, 0.04647211730480194, 0.04748842492699623, 0.05627564340829849, 0.05480708181858063, 0.053713321685791016, 0.053320106118917465, 0.05008440092206001, 0.04828452318906784, 0.05995264649391174, 0.0473124198615551, 0.05151284113526344, 0.049410779029130936, 0.05050196871161461, 0.05184771493077278, 0.05474238842725754, 0.05122322216629982, 0.046974148601293564, 0.05488741397857666, 0.046982795000076294, 0.05666879564523697, 0.052548184990882874, 0.04780740290880203, 0.053676243871450424, 0.052947092801332474, 0.05233351141214371, 0.05629695579409599, 0.054840996861457825, 0.05263473466038704, 0.05248193442821503, 0.05032046511769295, 0.05084489658474922, 0.05137481167912483, 0.0502912662923336, 0.052695002406835556, 0.05100182816386223, 0.05297683924436569, 0.050167690962553024, 0.05558280274271965, 0.05471023544669151, 0.0513610765337944, 0.050360023975372314, 0.05068357661366463, 0.05012313276529312, 0.05158695951104164, 0.04312685504555702, 0.0524558462202549, 0.04704957827925682, 0.05717113986611366, 0.048595890402793884, 0.053069259971380234, 0.05316108837723732, 0.050022706389427185, 0.05577443167567253, 0.05169038474559784, 0.04785662144422531, 0.04990830272436142, 0.050919368863105774, 0.04953824356198311, 0.05277290195226669, 0.048878446221351624, 0.048878949135541916, 0.058899812400341034, 0.05345112830400467, 0.04686463624238968, 0.052719343453645706, 0.060251377522945404, 0.050229981541633606, 0.049871329218149185, 0.05444440618157387, 0.05574947968125343, 0.05052013695240021, 0.047493282705545425, 0.04646318405866623, 0.051515113562345505, 0.05236624926328659, 0.05141846463084221, 0.05246483162045479, 0.04938679561018944, 0.04784739017486572, 0.05400868132710457, 0.04806414619088173, 0.04905872046947479, 0.04493694379925728, 0.048574987798929214, 0.052161939442157745, 0.04757646098732948, 0.056753914803266525, 0.05006767436861992, 0.04544135928153992, 0.05468404293060303, 0.051944032311439514, 0.04394044727087021, 0.04991259425878525, 0.06990041583776474, 0.04925614222884178, 0.046709153801202774, 0.046608369797468185, 0.044498950242996216, 0.053802844136953354, 0.04687364771962166, 0.05091772973537445, 0.04692207649350166, 0.046111658215522766, 0.0521402433514595, 0.050696905702352524, 0.049350518733263016, 0.05035315081477165, 0.049419138580560684, 0.054263874888420105, 0.04700706526637077, 0.047036636620759964, 0.059573642909526825, 0.05158484727144241, 0.04531455412507057, 0.05096418783068657, 0.044204261153936386, 0.046203866600990295, 0.046643417328596115, 0.06612640619277954, 0.042416151612997055, 0.04480079934000969, 0.046715375036001205, 0.04823047295212746, 0.044067565351724625, 0.05544021353125572, 0.04377804696559906, 0.04757002741098404, 0.04353029653429985, 0.042239367961883545, 0.053558237850666046, 0.04632174223661423, 0.057879190891981125, 0.04796858876943588, 0.04655581712722778, 0.043872758746147156, 0.04866086691617966, 0.0470217801630497, 0.04710504040122032, 0.04915385693311691, 0.06583219766616821, 0.052557606250047684, 0.05530352517962456, 0.04760802909731865, 0.04886137321591377, 0.04523291066288948, 0.051826681941747665, 0.050350189208984375, 0.045739300549030304, 0.05056151747703552, 0.04978211224079132, 0.04649270698428154, 0.049740877002477646, 0.04908609762787819, 0.05235625430941582, 0.04470263049006462, 0.05061423406004906, 0.07953301817178726, 0.052092213183641434, 0.05044593662023544, 0.04919915646314621, 0.045748841017484665, 0.04631549492478371, 0.04385063797235489, 0.043390706181526184, 0.04924006760120392, 0.04724849760532379, 0.04971829801797867, 0.0509052500128746, 0.04532098397612572, 0.044740941375494, 0.05047290772199631, 0.0491165928542614, 0.046848591417074203, 0.0517108328640461, 0.050655607134103775, 0.04881944879889488, 0.04716730862855911, 0.04556576535105705, 0.049636103212833405, 0.045401476323604584, 0.04745569825172424, 0.04516654089093208, 0.044969625771045685, 0.05337448790669441, 0.04860914126038551, 0.04432278499007225, 0.05233427509665489, 0.051378827542066574, 0.048222221434116364, 0.04698970541357994, 0.043478935956954956, 0.046513549983501434, 0.04691831395030022, 0.04437688738107681, 0.042920343577861786, 0.0489678718149662, 0.05159907788038254, 0.05547162517905235, 0.05367175489664078, 0.04756231978535652, 0.044984400272369385, 0.043849438428878784, 0.04364722594618797, 0.05479632318019867, 0.04697609692811966, 0.04624998942017555, 0.04465391859412193, 0.04680803790688515, 0.05274114012718201, 0.04165032505989075, 0.05301491171121597, 0.04594983905553818, 0.043384600430727005, 0.05484434589743614, 0.04621322453022003, 0.05198550596833229, 0.050492070615291595, 0.04214107617735863, 0.05395995080471039, 0.04636991024017334, 0.05050181970000267, 0.045807939022779465, 0.047553859651088715, 0.04908450320363045, 0.05371927097439766, 0.04693743214011192, 0.046238478273153305, 0.04672878608107567, 0.04207953065633774, 0.0506613664329052, 0.051744118332862854, 0.04468643665313721, 0.04353340342640877, 0.04488252103328705, 0.04347551241517067, 0.0456792488694191, 0.045138485729694366, 0.04328525438904762, 0.050654467195272446, 0.0457519106566906, 0.04728875681757927, 0.04358586668968201, 0.043639566749334335, 0.056182824075222015, 0.05369819700717926, 0.04434461519122124, 0.04836151376366615, 0.057861510664224625, 0.060005106031894684, 0.05638832226395607, 0.0426153726875782, 0.040810633450746536, 0.04732467979192734, 0.04340403899550438, 0.046364568173885345, 0.04495523124933243, 0.046841587871313095, 0.0520377941429615, 0.043261975049972534, 0.04226922616362572, 0.0453893318772316, 0.041874997317790985, 0.051904622465372086, 0.050696611404418945, 0.041439611464738846, 0.05268431082367897, 0.055252473801374435, 0.046193886548280716, 0.044543638825416565, 0.04179016873240471, 0.048118285834789276, 0.04670947045087814, 0.047621555626392365, 0.041471920907497406, 0.050295986235141754, 0.04945462942123413, 0.04647544026374817, 0.045670971274375916, 0.045461855828762054, 0.0496097207069397, 0.0416036918759346, 0.049088843166828156, 0.04458671063184738, 0.04486609622836113, 0.04410697892308235, 0.0491173192858696, 0.048517629504203796, 0.04343177378177643, 0.050754740834236145, 0.04653278365731239, 0.045893870294094086, 0.04536788538098335, 0.052242059260606766, 0.050802309066057205, 0.05288538709282875, 0.04565953090786934, 0.04553849995136261, 0.04471384733915329, 0.04391172155737877, 0.04789290204644203, 0.05535836145281792, 0.047152888029813766, 0.047716058790683746, 0.04878740385174751, 0.04825878143310547, 0.043427176773548126, 0.04679127410054207, 0.0383957140147686, 0.045931290835142136, 0.046098534017801285, 0.04345589876174927, 0.04683835059404373, 0.04596481844782829, 0.06241866946220398, 0.0629999190568924, 0.052844732999801636, 0.0445793978869915, 0.044040415436029434, 0.043192341923713684, 0.04019812494516373, 0.04045288264751434, 0.049510158598423004, 0.044447578489780426, 0.0488879457116127, 0.043353933840990067, 0.04960254207253456, 0.04437179118394852, 0.04956313595175743, 0.04764890298247337, 0.04448173940181732, 0.04913374036550522, 0.04682613164186478, 0.05168753117322922, 0.05018839240074158, 0.045805469155311584, 0.0482361875474453, 0.04023881256580353, 0.04341559112071991, 0.04595695063471794, 0.04294760897755623, 0.048318084329366684, 0.044345442205667496, 0.04684673622250557, 0.0533587709069252, 0.05313081294298172, 0.053813908249139786, 0.04281020164489746, 0.04525506868958473, 0.04509039595723152, 0.03989793360233307, 0.04481573775410652, 0.04692230373620987, 0.04557304456830025, 0.04158657044172287, 0.04515436664223671, 0.04840891808271408, 0.04852980375289917, 0.041235875338315964, 0.04147886857390404, 0.04231308773159981, 0.05005553364753723, 0.045938652008771896, 0.050334177911281586, 0.0433146134018898, 0.04522215574979782, 0.04969223588705063, 0.041395653039216995, 0.04075149446725845, 0.05442717298865318, 0.046400465071201324, 0.04741842299699783, 0.04230959340929985, 0.046864863485097885, 0.050748951733112335, 0.042928632348775864, 0.03927318751811981, 0.05057137459516525, 0.06136777624487877, 0.04760505259037018, 0.05147618055343628, 0.0454288125038147, 0.038804274052381516, 0.039836183190345764, 0.052466753870248795, 0.040721338242292404, 0.05011237412691116, 0.05208011344075203, 0.051372990012168884, 0.043062567710876465, 0.04966994374990463, 0.03872097656130791, 0.04436761140823364, 0.04498972371220589, 0.042924292385578156, 0.04738634452223778, 0.0512813962996006, 0.04568788409233093, 0.045041993260383606, 0.04466201737523079, 0.04429711028933525, 0.04903858155012131, 0.039174068719148636, 0.050019681453704834, 0.04925713688135147, 0.0502607561647892, 0.04902949556708336, 0.1780470758676529, 0.08285856246948242, 0.056477826088666916, 0.05512884259223938, 0.046808432787656784, 0.043242279440164566, 0.045556649565696716, 0.03893100097775459, 0.04110565036535263, 0.042954739183187485, 0.045585233718156815, 0.044833190739154816, 0.04287802055478096, 0.047934580594301224, 0.06233792379498482, 0.0489342138171196, 0.04661519452929497, 0.04316401481628418, 0.04561067745089531, 0.05400777980685234, 0.06168455258011818, 0.046260301023721695, 0.04807606711983681, 0.044411636888980865, 0.04235270619392395, 0.042401231825351715, 0.046475280076265335, 0.04820719733834267, 0.042286135256290436, 0.040404509752988815, 0.04584413766860962, 0.047271255403757095, 0.04228734225034714, 0.04182729497551918, 0.04515692591667175, 0.036901623010635376, 0.046632762998342514, 0.0479087308049202, 0.0442035011947155, 0.04891030117869377, 0.04300124570727348, 0.04315003380179405, 0.04414379969239235, 0.05061313509941101, 0.05115986242890358, 0.05359683185815811, 0.05039019137620926, 0.04400333762168884, 0.04294772073626518, 0.040703825652599335, 0.04357445612549782, 0.03954232856631279, 0.04189413785934448, 0.04350368306040764, 0.0434865728020668, 0.04327530786395073, 0.047185737639665604, 0.13655152916908264, 0.09709665924310684, 0.07972566038370132, 0.06408519297838211, 0.060845278203487396, 0.05795842409133911, 0.048714540898799896, 0.04750506579875946, 0.05194002389907837, 0.043578192591667175, 0.055284615606069565, 0.04816899076104164, 0.051178332418203354, 0.0463225394487381, 0.06553150713443756, 0.052891623228788376, 0.04626937583088875, 0.04653843864798546, 0.04533606395125389, 0.04425506666302681, 0.046292535960674286, 0.04994283989071846, 0.04294576495885849, 0.047895774245262146, 0.04115847125649452, 0.04275423288345337, 0.05141638219356537, 0.04298382252454758, 0.04400452598929405, 0.04962240532040596, 0.042313992977142334, 0.03998013213276863, 0.05453573912382126, 0.0707937628030777, 0.04857064411044121, 0.045327164232730865, 0.04094959795475006, 0.04289999604225159, 0.04189130291342735, 0.04218282178044319, 0.05033068358898163, 0.04567940905690193, 0.038540903478860855, 0.041949741542339325, 0.0436258502304554, 0.04689740389585495, 0.049360256642103195, 0.04301384836435318, 0.04990169033408165, 0.05960877239704132, 0.04768472909927368, 0.0438668392598629, 0.043937668204307556, 0.04286156967282295, 0.04095596820116043, 0.04463031515479088, 0.048839669674634933, 0.048662956804037094, 0.04532716050744057, 0.045367371290922165, 0.04599811136722565, 0.11250096559524536, 0.08177297562360764, 0.06011822819709778, 0.06046091765165329, 0.06073494628071785, 0.049584634602069855, 0.045277152210474014, 0.043928150087594986, 0.049513012170791626, 0.046212341636419296, 0.047655731439590454, 0.04844237491488457, 0.044588882476091385, 0.04576876387000084, 0.0452711284160614, 0.43077191710472107, 0.11491496860980988, 0.06317771971225739, 0.06393658369779587, 0.05488438159227371, 0.0561680868268013, 0.05105527490377426, 0.0485198087990284, 0.05632797256112099, 0.04418741166591644, 0.04946613684296608, 0.04574768990278244, 0.05086476355791092, 0.04430237412452698, 0.04777125269174576, 0.041192732751369476, 0.04900698363780975, 0.04082930088043213, 0.046637941151857376, 0.04154503718018532, 0.040873877704143524, 0.04480594024062157, 0.044001705944538116, 0.0381571389734745, 0.04769061878323555, 0.045687831938266754, 0.041128575801849365, 0.04361491650342941, 0.04221643507480621, 0.04538967087864876, 0.06054331362247467, 0.04718388244509697, 0.04511989280581474, 0.04028411954641342, 0.04123508930206299, 0.048538144677877426, 0.040665071457624435, 0.04423627257347107, 0.044044606387615204, 0.04515712335705757, 0.042618315666913986, 0.04991983622312546, 0.045182421803474426, 0.04363755136728287, 0.045126333832740784, 0.04170280322432518, 0.04556567966938019, 0.04115966707468033, 0.043561819940805435, 0.050393156707286835, 0.04483431205153465, 0.051598984748125076, 0.04038666561245918, 0.044475868344306946, 0.045742619782686234, 0.048647765070199966, 0.0455043762922287, 0.04884013161063194, 0.04407067596912384, 0.039890486747026443, 0.043565310537815094, 0.05027512088418007, 0.03878774866461754, 0.05669822171330452, 0.04431880638003349, 0.04554781690239906, 0.04137641564011574, 0.04116145148873329, 0.046425048261880875, 0.04185367003083229, 0.0461907796561718, 0.049378376454114914, 0.0410982221364975, 0.04227927699685097, 0.047721538692712784, 0.05075204372406006, 0.043517712503671646, 0.043708402663469315, 0.040734220296144485, 0.04741496592760086, 0.04114473611116409, 0.05435910448431969, 0.0660061463713646, 0.042041342705488205, 0.04463658481836319, 0.03938310593366623, 0.046675391495227814, 0.039961639791727066, 0.045228261500597, 0.04209788143634796, 0.18396784365177155, 0.09244043380022049, 0.06470319628715515, 0.05507153272628784, 0.05138591676950455, 0.051438551396131516, 0.046486277133226395, 0.041752394288778305, 0.044772133231163025, 0.043127115815877914, 0.03958534821867943, 0.06530924141407013, 0.06194917485117912, 0.047236718237400055, 0.04616174101829529, 0.0426461324095726, 0.055167630314826965, 0.04181089997291565, 0.03950792923569679, 0.04773309826850891, 0.045836254954338074, 0.043479565531015396, 0.04454214125871658, 0.04867143929004669, 0.037294864654541016, 0.10191691666841507, 0.046140171587467194, 0.04922472685575485, 0.04066288471221924, 0.04625463858246803, 0.042193759232759476, 0.03480872884392738, 0.038089267909526825, 0.039478834718465805, 0.04574583098292351, 0.040474627166986465, 0.04100418463349342, 0.04977567493915558, 0.03942002356052399, 0.04223107174038887, 0.04241947829723358, 0.05269012600183487, 0.047260478138923645, 0.04204579070210457, 0.042819783091545105, 0.042668748646974564, 0.043724868446588516, 0.04020869731903076, 0.04614150896668434, 0.041829563677310944, 0.04656842350959778, 0.04825257882475853, 0.04353195056319237, 0.0446312353014946, 0.0450650192797184, 0.038759615272283554, 0.05100112035870552, 0.048548221588134766, 0.04459284618496895, 0.04123236611485481, 0.045821428298950195, 0.05010709911584854, 0.04052309691905975, 0.04175068065524101, 0.047848187386989594, 0.03854893893003464, 0.042223427444696426, 0.041202276945114136, 0.04186415672302246, 0.03828535974025726, 0.04198460280895233, 0.05932006239891052, 0.03906257078051567, 0.048837073147296906, 0.05136147141456604, 0.0395049974322319, 0.04059099033474922, 0.039715416729450226, 0.039432357996702194, 0.03988455608487129, 0.042388368397951126, 0.04058906435966492, 0.04012272134423256, 0.04051090404391289, 0.04146808385848999, 0.045022912323474884, 0.04374121129512787, 0.04599466547369957, 0.04310537129640579, 0.04390387982130051, 0.04064345732331276, 0.04444775730371475, 0.04140067845582962, 0.05552073195576668, 0.04695547744631767, 0.04712279140949249, 0.04843498393893242, 0.04530520364642143, 0.04530629143118858, 0.04624983295798302, 0.04543403908610344, 0.03896209970116615, 0.042000316083431244, 0.04088635742664337, 0.04235285148024559, 0.0415356308221817, 0.05147585645318031, 0.04468740522861481, 0.04674382135272026, 0.05283009260892868, 0.04310804605484009, 0.04317643120884895, 0.041275981813669205, 0.04258517548441887, 0.043694932013750076, 0.04076395556330681, 0.04125949367880821, 0.06295134127140045, 0.05303068459033966, 0.042427193373441696, 0.05320019647479057, 0.04990842193365097, 0.05316634103655815, 0.042861636728048325, 0.04738682135939598, 0.0386260487139225, 0.03969607129693031, 0.04875609278678894, 0.04370836913585663, 0.042327091097831726, 0.042215559631586075, 0.051056306809186935, 0.03934336081147194, 0.03769909590482712, 0.03986803814768791, 0.03974645212292671, 0.07004368305206299, 0.04487110674381256, 0.044638797640800476, 0.042780619114637375, 0.2581569254398346, 0.07023816555738449, 0.08586931973695755, 0.05459226295351982, 0.05171441659331322, 0.045099832117557526, 0.04255891218781471, 0.046092160046100616, 0.0462353490293026, 0.04596015065908432, 0.0439508892595768, 0.04064461588859558, 0.04070395603775978, 0.049655139446258545, 0.04723367467522621, 0.04448792338371277, 0.03984459862112999, 0.03970490023493767, 0.04251179099082947, 0.037421248853206635, 0.04202861338853836, 0.03968224674463272, 0.04167422279715538, 0.04698055982589722, 0.04738333076238632, 0.04708297550678253, 0.046633023768663406, 0.045000262558460236, 0.04165850579738617, 0.04541477933526039, 0.04359263926744461, 0.04027048870921135, 0.03573235124349594, 0.07930754870176315, 0.06331759691238403, 0.04562043026089668, 0.04330025613307953, 0.04281493276357651, 0.04591190814971924, 0.041735485196113586, 0.041819244623184204, 0.04507586359977722, 0.03937041759490967, 0.04217696189880371, 0.038209181278944016, 0.04423117637634277, 0.036924637854099274, 0.048510052263736725, 0.039872750639915466, 0.03773489594459534, 0.04504811018705368, 0.05006825923919678, 0.05218406021595001, 0.042401861399412155, 0.05023159831762314, 0.04193420335650444, 0.04352397471666336, 0.04179619625210762, 0.04214826226234436, 0.03789388760924339, 0.04420386999845505, 0.04714779183268547, 0.07264784723520279, 0.06959178298711777, 0.04536942392587662, 0.04017482325434685, 0.044850703328847885, 0.04319754242897034, 0.034841444343328476, 0.04197470843791962, 0.04643642157316208, 0.04071907326579094, 0.034346699714660645, 0.03914448618888855, 0.044473253190517426, 0.040737636387348175, 0.04338962584733963, 0.038768064230680466, 0.0419628843665123, 0.04332723841071129, 0.04807879030704498, 0.0777910128235817, 0.04188397154211998, 0.04660726338624954, 0.04690191149711609, 0.03841716796159744, 0.0418148934841156, 0.04117851331830025, 0.04537053778767586, 0.04314235597848892, 0.036868393421173096, 0.044274382293224335, 0.047789283096790314, 0.03910671919584274, 0.03946908935904503, 0.04634270817041397, 0.04780108854174614, 0.03822816163301468, 0.04796301946043968, 0.04455990344285965, 0.037598565220832825, 0.03823166340589523, 0.049328096210956573, 0.04145558550953865, 0.04248415678739548, 0.06610732525587082, 0.03887062892317772, 0.036503084003925323, 0.044196970760822296, 0.03751442953944206, 0.04373485594987869, 0.044083110988140106, 0.04142303392291069, 0.038295574486255646, 0.04620087146759033, 0.03690466284751892, 0.05449170991778374, 0.03780560940504074, 0.03709807246923447, 0.03976618871092796, 0.038717299699783325, 0.04041397571563721, 0.04526730626821518, 0.05107502639293671, 0.04857484623789787, 0.04592759534716606, 0.04291801154613495, 0.041748009622097015, 0.044756293296813965, 0.05151979252696037, 0.06059110537171364, 0.051658373326063156, 0.040829893201589584, 0.03786150738596916, 0.042106326669454575, 0.05839519575238228, 0.040626320987939835, 0.03778771683573723, 0.03749551996588707, 0.04147934541106224, 0.05666782334446907, 0.04223066568374634, 0.04282331094145775, 0.04345797374844551, 0.042173828929662704, 0.04272293671965599, 0.04114966839551926, 0.038032226264476776, 0.04172549396753311, 0.0464714840054512, 0.03588356450200081, 0.04780701920390129, 0.04131564125418663, 0.05354718491435051, 0.04142925515770912, 0.03615500032901764, 0.03845202550292015, 0.039494529366493225, 0.03947243094444275, 0.03978065401315689, 0.042710691690444946, 0.04752421751618385, 0.05275426059961319, 0.03872246295213699, 0.03907531127333641, 0.040931932628154755, 0.043049950152635574, 0.040283750742673874, 0.04185019060969353, 0.039311494678258896, 0.038683999329805374, 0.04052425175905228, 0.047503456473350525, 0.036711305379867554, 0.04524748772382736, 0.045907162129879, 0.035902176052331924, 0.039513856172561646, 0.03879472613334656, 0.040580566972494125, 0.046170979738235474, 0.04608951508998871, 0.03651677072048187, 0.04425503686070442, 0.04187917336821556, 0.03877799212932587, 0.04834987595677376, 0.03897865116596222, 0.042048852890729904, 0.04254046455025673, 0.04200128838419914, 0.043926388025283813, 0.03621183708310127, 0.04194704815745354, 0.041694097220897675, 0.10198215395212173, 0.0514286532998085, 0.044192589819431305, 0.0544145405292511, 0.03800742328166962, 0.03687258064746857, 0.039019353687763214, 0.04780860245227814, 0.04928026348352432, 0.04256531596183777, 0.04113633930683136, 0.04375436156988144, 0.040017664432525635, 0.04530102387070656, 0.050601109862327576, 0.03699571266770363, 0.036996543407440186, 0.034881848841905594, 0.04072996601462364, 0.04531020298600197, 0.040677160024642944, 0.04301604628562927, 0.03881022706627846, 0.04079241678118706, 0.04389864206314087, 0.05644363537430763, 0.04065678268671036, 0.04335728660225868, 0.0402633473277092, 0.05849070847034454, 0.040943894535303116, 0.03943712264299393, 0.03578411042690277, 0.045598000288009644, 0.038461897522211075, 0.047445639967918396, 0.037274155765771866, 0.043446313589811325, 0.042612168937921524, 0.04905223846435547, 0.04405774176120758, 0.043248556554317474, 0.041335329413414, 0.03942675143480301, 0.040177617222070694, 0.043275073170661926, 0.04735846817493439, 0.04976162314414978, 0.041592516005039215, 0.0562591478228569, 0.04445955529808998, 0.042266424745321274, 0.05576903000473976, 0.05194622650742531, 0.03904244303703308, 0.03811698406934738, 0.04258155822753906, 0.061334278434515, 0.0655040368437767, 0.04597892612218857, 0.04528800770640373, 0.038447305560112, 0.04189079627394676, 0.048463743180036545, 0.04416530579328537], "val_accuracy": [0.8708913326263428, 0.8753331303596497, 0.8987267017364502, 0.9194551110267639, 0.941960334777832, 0.9526206851005554, 0.9446253776550293, 0.9546934962272644, 0.9597275853157043, 0.966242253780365, 0.956470251083374, 0.9718685150146484, 0.9692034125328064, 0.9694995284080505, 0.9472904801368713, 0.9668344855308533, 0.961208164691925, 0.9718685150146484, 0.9745336174964905, 0.9632810354232788, 0.9647616147994995, 0.9697957038879395, 0.9529168009757996, 0.9760141968727112, 0.9703879356384277, 0.9671306014060974, 0.9727568626403809, 0.9689072966575623, 0.9742375016212463, 0.9739413857460022, 0.9801598787307739, 0.9739413857460022, 0.9653538465499878, 0.9700918197631836, 0.980752170085907, 0.9718685150146484, 0.9780870676040649, 0.9766064286231995, 0.9745336174964905, 0.982824981212616, 0.9777909517288208, 0.9754219651222229, 0.9706840515136719, 0.9804560542106628, 0.9783831834793091, 0.9780870676040649, 0.9721646308898926, 0.9748297333717346, 0.9780870676040649, 0.9798637628555298, 0.9727568626403809, 0.9760141968727112, 0.9671306014060974, 0.973052978515625, 0.9780870676040649, 0.9825288653373718, 0.9819366335868835, 0.9618003964424133, 0.9801598787307739, 0.9816405177116394, 0.975718080997467, 0.9689072966575623, 0.9694995284080505, 0.9816405177116394, 0.9813444018363953, 0.975718080997467, 0.9819366335868835, 0.9789754152297974, 0.9810482859611511, 0.9742375016212463, 0.9798637628555298, 0.9840095043182373, 0.9792715311050415, 0.9739413857460022, 0.9804560542106628, 0.9825288653373718, 0.9831210970878601, 0.9813444018363953, 0.9618003964424133, 0.9831210970878601, 0.9816405177116394, 0.982824981212616, 0.9677228331565857, 0.9733491539955139, 0.9810482859611511, 0.9801598787307739, 0.9754219651222229, 0.9822327494621277, 0.9813444018363953, 0.9789754152297974, 0.9777909517288208, 0.9798637628555298, 0.9840095043182373, 0.9822327494621277, 0.9834172129631042, 0.980752170085907, 0.9819366335868835, 0.9837133288383484, 0.9780870676040649, 0.9813444018363953, 0.9860823154449463, 0.9668344855308533, 0.9851939678192139, 0.9771987199783325, 0.9819366335868835, 0.9846017360687256, 0.9834172129631042, 0.9834172129631042, 0.9745336174964905, 0.9831210970878601, 0.9686111807823181, 0.9724607467651367, 0.9795676469802856, 0.9777909517288208, 0.9822327494621277, 0.9671306014060974, 0.9801598787307739, 0.9834172129631042, 0.9798637628555298, 0.982824981212616, 0.9754219651222229, 0.9739413857460022, 0.9783831834793091, 0.9825288653373718, 0.9804560542106628, 0.9751258492469788, 0.980752170085907, 0.9804560542106628, 0.9851939678192139, 0.9804560542106628, 0.9831210970878601, 0.9825288653373718, 0.9819366335868835, 0.9742375016212463, 0.9834172129631042, 0.9816405177116394, 0.9834172129631042, 0.9816405177116394, 0.9819366335868835, 0.9857861995697021, 0.9813444018363953, 0.9795676469802856, 0.9819366335868835, 0.9822327494621277, 0.9748297333717346, 0.9798637628555298, 0.982824981212616, 0.980752170085907, 0.9804560542106628, 0.9689072966575623, 0.9816405177116394, 0.9816405177116394, 0.9840095043182373, 0.9736452698707581, 0.9834172129631042, 0.9801598787307739, 0.9763103127479553, 0.9825288653373718, 0.9677228331565857, 0.9822327494621277, 0.9848978519439697, 0.9825288653373718, 0.9822327494621277, 0.9798637628555298, 0.9804560542106628, 0.9846017360687256, 0.9801598787307739, 0.980752170085907, 0.9677228331565857, 0.9813444018363953, 0.9848978519439697, 0.9825288653373718, 0.9733491539955139, 0.9840095043182373, 0.9786792993545532, 0.9804560542106628, 0.9825288653373718, 0.9863784313201904, 0.982824981212616, 0.9831210970878601, 0.9816405177116394, 0.9751258492469788, 0.9763103127479553, 0.9857861995697021, 0.9857861995697021, 0.980752170085907, 0.9866745471954346, 0.9665383696556091, 0.982824981212616, 0.9816405177116394, 0.9786792993545532, 0.9846017360687256, 0.9831210970878601, 0.9786792993545532, 0.9866745471954346, 0.9825288653373718, 0.9801598787307739, 0.9834172129631042, 0.9840095043182373, 0.9786792993545532, 0.9843056201934814, 0.9843056201934814, 0.968315064907074, 0.9771987199783325, 0.9804560542106628, 0.9819366335868835, 0.9848978519439697, 0.9834172129631042, 0.9816405177116394, 0.9810482859611511, 0.9860823154449463, 0.9857861995697021, 0.9804560542106628, 0.9813444018363953, 0.9843056201934814, 0.9822327494621277, 0.9819366335868835, 0.975718080997467, 0.9840095043182373, 0.9742375016212463, 0.9819366335868835, 0.9866745471954346, 0.9834172129631042, 0.985490083694458, 0.9846017360687256, 0.9840095043182373, 0.975718080997467, 0.9857861995697021, 0.9810482859611511, 0.9822327494621277, 0.9857861995697021, 0.9813444018363953, 0.9851939678192139, 0.9843056201934814, 0.985490083694458, 0.9834172129631042, 0.9751258492469788, 0.982824981212616, 0.980752170085907, 0.9825288653373718, 0.9846017360687256, 0.9840095043182373, 0.9813444018363953, 0.9857861995697021, 0.9786792993545532, 0.9848978519439697, 0.9789754152297974, 0.9846017360687256, 0.9813444018363953, 0.9822327494621277, 0.9801598787307739, 0.9851939678192139, 0.9875629544258118, 0.9843056201934814, 0.9801598787307739, 0.9840095043182373, 0.9804560542106628, 0.9792715311050415, 0.9834172129631042, 0.9857861995697021, 0.9801598787307739, 0.9837133288383484, 0.9860823154449463, 0.9831210970878601, 0.9869706630706787, 0.9819366335868835, 0.9846017360687256, 0.9819366335868835, 0.9813444018363953, 0.9872667789459229, 0.9851939678192139, 0.9848978519439697, 0.9848978519439697, 0.9843056201934814, 0.9851939678192139, 0.9866745471954346, 0.9869706630706787, 0.9795676469802856, 0.9810482859611511, 0.9837133288383484, 0.9831210970878601, 0.9857861995697021, 0.9846017360687256, 0.9825288653373718, 0.9848978519439697, 0.9866745471954346, 0.9769026041030884, 0.9819366335868835, 0.9789754152297974, 0.9857861995697021, 0.9822327494621277, 0.9840095043182373, 0.9810482859611511, 0.985490083694458, 0.9837133288383484, 0.9825288653373718, 0.9857861995697021, 0.9816405177116394, 0.9727568626403809, 0.9786792993545532, 0.9780870676040649, 0.9804560542106628, 0.9869706630706787, 0.980752170085907, 0.9843056201934814, 0.9846017360687256, 0.975718080997467, 0.9851939678192139, 0.982824981212616, 0.9831210970878601, 0.9819366335868835, 0.9834172129631042, 0.980752170085907, 0.9860823154449463, 0.9846017360687256, 0.9869706630706787, 0.9834172129631042, 0.9843056201934814, 0.9777909517288208, 0.9851939678192139, 0.9831210970878601, 0.9819366335868835, 0.9851939678192139, 0.9801598787307739, 0.9848978519439697, 0.9857861995697021, 0.9831210970878601, 0.9783831834793091, 0.9843056201934814, 0.9860823154449463, 0.9846017360687256, 0.9881551861763, 0.985490083694458, 0.9837133288383484, 0.985490083694458, 0.9863784313201904, 0.985490083694458, 0.9863784313201904, 0.9766064286231995, 0.9840095043182373, 0.9834172129631042, 0.980752170085907, 0.9831210970878601, 0.9848978519439697, 0.9863784313201904, 0.9813444018363953, 0.9851939678192139, 0.9848978519439697, 0.9843056201934814, 0.9843056201934814, 0.9848978519439697, 0.9834172129631042, 0.9840095043182373, 0.9792715311050415, 0.9857861995697021, 0.9857861995697021, 0.9831210970878601, 0.985490083694458, 0.9804560542106628, 0.9846017360687256, 0.9878590703010559, 0.975718080997467, 0.9860823154449463, 0.9863784313201904, 0.9872667789459229, 0.9848978519439697, 0.9875629544258118, 0.9810482859611511, 0.9834172129631042, 0.9837133288383484, 0.9878590703010559, 0.9846017360687256, 0.9819366335868835, 0.9866745471954346, 0.9831210970878601, 0.9866745471954346, 0.9840095043182373, 0.9816405177116394, 0.970980167388916, 0.9840095043182373, 0.9780870676040649, 0.9834172129631042, 0.9840095043182373, 0.982824981212616, 0.9863784313201904, 0.9600237011909485, 0.9846017360687256, 0.9816405177116394, 0.9825288653373718, 0.9834172129631042, 0.9801598787307739, 0.9840095043182373, 0.9831210970878601, 0.982824981212616, 0.9831210970878601, 0.982824981212616, 0.982824981212616, 0.9789754152297974, 0.9840095043182373, 0.9766064286231995, 0.9825288653373718, 0.9810482859611511, 0.9843056201934814, 0.9843056201934814, 0.9810482859611511, 0.9831210970878601, 0.9866745471954346, 0.9804560542106628, 0.9857861995697021, 0.982824981212616, 0.9840095043182373, 0.985490083694458, 0.9869706630706787, 0.9831210970878601, 0.9834172129631042, 0.9795676469802856, 0.9798637628555298, 0.9804560542106628, 0.9848978519439697, 0.9792715311050415, 0.9866745471954346, 0.9848978519439697, 0.9878590703010559, 0.985490083694458, 0.9834172129631042, 0.9721646308898926, 0.9840095043182373, 0.982824981212616, 0.980752170085907, 0.9840095043182373, 0.9848978519439697, 0.9816405177116394, 0.9863784313201904, 0.9846017360687256, 0.9771987199783325, 0.9837133288383484, 0.9831210970878601, 0.9834172129631042, 0.9819366335868835, 0.9851939678192139, 0.9760141968727112, 0.9837133288383484, 0.9801598787307739, 0.9851939678192139, 0.9840095043182373, 0.9798637628555298, 0.9831210970878601, 0.9769026041030884, 0.980752170085907, 0.9881551861763, 0.9875629544258118, 0.9881551861763, 0.9760141968727112, 0.9831210970878601, 0.9837133288383484, 0.9869706630706787, 0.9825288653373718, 0.9831210970878601, 0.985490083694458, 0.975718080997467, 0.985490083694458, 0.9831210970878601, 0.9866745471954346, 0.9822327494621277, 0.9848978519439697, 0.9843056201934814, 0.985490083694458, 0.9875629544258118, 0.9798637628555298, 0.9754219651222229, 0.9724607467651367, 0.9872667789459229, 0.9825288653373718, 0.9848978519439697, 0.9780870676040649, 0.9795676469802856, 0.9863784313201904, 0.9792715311050415, 0.9860823154449463, 0.9771987199783325, 0.9857861995697021, 0.9843056201934814, 0.9837133288383484, 0.9718685150146484, 0.9748297333717346, 0.9846017360687256, 0.9742375016212463, 0.9792715311050415, 0.9872667789459229, 0.9848978519439697, 0.9869706630706787, 0.975718080997467, 0.9825288653373718, 0.9851939678192139, 0.985490083694458, 0.9840095043182373, 0.9875629544258118, 0.9831210970878601, 0.9780870676040649, 0.9810482859611511, 0.9843056201934814, 0.9857861995697021, 0.985490083694458, 0.9748297333717346, 0.9851939678192139, 0.9813444018363953, 0.9860823154449463, 0.9840095043182373, 0.9846017360687256, 0.980752170085907, 0.9840095043182373, 0.9771987199783325, 0.9831210970878601, 0.9860823154449463, 0.985490083694458, 0.9843056201934814, 0.9846017360687256, 0.9745336174964905, 0.9863784313201904, 0.9860823154449463, 0.9804560542106628, 0.9813444018363953, 0.9848978519439697, 0.985490083694458, 0.9848978519439697, 0.9846017360687256, 0.9834172129631042, 0.9851939678192139, 0.9792715311050415, 0.9834172129631042, 0.982824981212616, 0.9863784313201904, 0.9810482859611511, 0.9840095043182373, 0.9810482859611511, 0.9857861995697021, 0.9869706630706787, 0.975718080997467, 0.9857861995697021, 0.9857861995697021, 0.9588391780853271, 0.982824981212616, 0.9686111807823181, 0.9831210970878601, 0.9786792993545532, 0.980752170085907, 0.9766064286231995, 0.9804560542106628, 0.9834172129631042, 0.9834172129631042, 0.9819366335868835, 0.9837133288383484, 0.982824981212616, 0.9875629544258118, 0.9848978519439697, 0.9846017360687256, 0.9846017360687256, 0.9819366335868835, 0.9831210970878601, 0.9769026041030884, 0.9766064286231995, 0.985490083694458, 0.9825288653373718, 0.9822327494621277, 0.9792715311050415, 0.9810482859611511, 0.9712762832641602, 0.9851939678192139, 0.9837133288383484, 0.9843056201934814, 0.9848978519439697, 0.9745336174964905, 0.9860823154449463, 0.9851939678192139, 0.9834172129631042, 0.9819366335868835, 0.9872667789459229, 0.9766064286231995, 0.9798637628555298, 0.985490083694458, 0.9834172129631042, 0.9866745471954346, 0.9783831834793091, 0.9875629544258118, 0.9848978519439697, 0.9777909517288208, 0.9843056201934814, 0.9816405177116394, 0.9819366335868835, 0.9825288653373718, 0.9846017360687256, 0.9822327494621277, 0.9786792993545532, 0.9851939678192139, 0.9890435338020325, 0.9810482859611511, 0.9851939678192139, 0.9771987199783325, 0.985490083694458, 0.985490083694458, 0.982824981212616, 0.9851939678192139, 0.9860823154449463, 0.9851939678192139, 0.9851939678192139, 0.9848978519439697, 0.9780870676040649, 0.9869706630706787, 0.9810482859611511, 0.9875629544258118, 0.9769026041030884, 0.9810482859611511, 0.9846017360687256, 0.9840095043182373, 0.9798637628555298, 0.9834172129631042, 0.9804560542106628, 0.9840095043182373, 0.985490083694458, 0.9780870676040649, 0.970980167388916, 0.9846017360687256, 0.9837133288383484, 0.9860823154449463, 0.9783831834793091, 0.9834172129631042, 0.980752170085907, 0.9831210970878601, 0.9831210970878601, 0.9774948358535767, 0.9777909517288208, 0.9834172129631042, 0.9846017360687256, 0.9789754152297974, 0.8101865649223328, 0.9810482859611511, 0.9795676469802856, 0.9798637628555298, 0.9834172129631042, 0.9863784313201904, 0.9840095043182373, 0.9813444018363953, 0.985490083694458, 0.9834172129631042, 0.9837133288383484, 0.9884513020515442, 0.9857861995697021, 0.9840095043182373, 0.9736452698707581, 0.9875629544258118, 0.9819366335868835, 0.9851939678192139, 0.9792715311050415, 0.982824981212616, 0.9848978519439697, 0.9846017360687256, 0.9843056201934814, 0.9777909517288208, 0.985490083694458, 0.9857861995697021, 0.9866745471954346, 0.9857861995697021, 0.9860823154449463, 0.9848978519439697, 0.9810482859611511, 0.9863784313201904, 0.9813444018363953, 0.9851939678192139, 0.9860823154449463, 0.9786792993545532, 0.9843056201934814, 0.9851939678192139, 0.9884513020515442, 0.9786792993545532, 0.9831210970878601, 0.9786792993545532, 0.9863784313201904, 0.9866745471954346, 0.9801598787307739, 0.9869706630706787, 0.9893396496772766, 0.9840095043182373, 0.985490083694458, 0.9825288653373718, 0.9872667789459229, 0.9857861995697021, 0.9798637628555298, 0.9825288653373718, 0.9843056201934814, 0.982824981212616, 0.982824981212616, 0.9813444018363953, 0.9718685150146484, 0.985490083694458, 0.9801598787307739, 0.9697957038879395, 0.9783831834793091, 0.9819366335868835, 0.9804560542106628, 0.9825288653373718, 0.9825288653373718, 0.9831210970878601, 0.9819366335868835, 0.9763103127479553, 0.982824981212616, 0.9795676469802856, 0.9810482859611511, 0.9846017360687256, 0.9703879356384277, 0.9801598787307739, 0.9860823154449463, 0.9780870676040649, 0.9810482859611511, 0.9816405177116394, 0.9789754152297974, 0.9857861995697021, 0.9848978519439697, 0.9846017360687256, 0.980752170085907, 0.9825288653373718, 0.9863784313201904, 0.9848978519439697, 0.9860823154449463, 0.9819366335868835, 0.9819366335868835, 0.9774948358535767, 0.9780870676040649, 0.9851939678192139, 0.9742375016212463, 0.9860823154449463, 0.985490083694458, 0.9769026041030884, 0.9848978519439697, 0.9851939678192139, 0.9851939678192139, 0.9857861995697021, 0.9810482859611511, 0.9822327494621277, 0.9786792993545532, 0.9774948358535767, 0.985490083694458, 0.9798637628555298, 0.9816405177116394, 0.9843056201934814, 0.9810482859611511, 0.9795676469802856, 0.9777909517288208, 0.985490083694458, 0.9863784313201904, 0.9777909517288208, 0.9798637628555298, 0.9766064286231995, 0.9834172129631042, 0.982824981212616, 0.9825288653373718, 0.9795676469802856, 0.9819366335868835, 0.9792715311050415, 0.9760141968727112, 0.9851939678192139, 0.9748297333717346, 0.9848978519439697, 0.982824981212616, 0.9848978519439697, 0.9780870676040649, 0.9653538465499878, 0.9783831834793091, 0.9813444018363953, 0.9783831834793091, 0.9822327494621277, 0.9834172129631042, 0.9840095043182373, 0.9846017360687256, 0.9819366335868835, 0.9825288653373718, 0.9786792993545532, 0.9837133288383484, 0.9834172129631042, 0.9795676469802856, 0.9822327494621277, 0.9825288653373718, 0.9834172129631042, 0.9857861995697021, 0.9786792993545532, 0.9813444018363953, 0.985490083694458, 0.9846017360687256, 0.9872667789459229, 0.9810482859611511, 0.9840095043182373, 0.9727568626403809, 0.9843056201934814, 0.9769026041030884, 0.9851939678192139, 0.9848978519439697, 0.9804560542106628, 0.9843056201934814, 0.9751258492469788, 0.9819366335868835, 0.9819366335868835, 0.9786792993545532, 0.9795676469802856, 0.9813444018363953, 0.985490083694458, 0.9848978519439697, 0.9733491539955139, 0.9774948358535767, 0.9813444018363953, 0.9801598787307739, 0.961208164691925, 0.9846017360687256, 0.9748297333717346, 0.9754219651222229, 0.9840095043182373, 0.9819366335868835, 0.9840095043182373, 0.9766064286231995, 0.9813444018363953, 0.9804560542106628, 0.9822327494621277, 0.9875629544258118, 0.980752170085907, 0.9848978519439697, 0.9840095043182373, 0.9872667789459229, 0.9857861995697021, 0.982824981212616, 0.9834172129631042, 0.9789754152297974, 0.9863784313201904, 0.9846017360687256, 0.9843056201934814, 0.980752170085907, 0.9798637628555298, 0.9766064286231995, 0.9857861995697021, 0.9878590703010559, 0.9857861995697021, 0.9869706630706787, 0.982824981212616, 0.9813444018363953, 0.9697957038879395, 0.9872667789459229, 0.9875629544258118, 0.9863784313201904, 0.982824981212616, 0.9857861995697021, 0.9851939678192139, 0.9831210970878601, 0.9866745471954346, 0.9780870676040649, 0.982824981212616, 0.9792715311050415, 0.9831210970878601, 0.9851939678192139, 0.9813444018363953, 0.9786792993545532, 0.9783831834793091, 0.9822327494621277, 0.9831210970878601, 0.9863784313201904, 0.9875629544258118, 0.9869706630706787, 0.9837133288383484, 0.9786792993545532, 0.9774948358535767, 0.9822327494621277, 0.982824981212616, 0.9760141968727112, 0.9866745471954346, 0.985490083694458, 0.9801598787307739, 0.9825288653373718, 0.9837133288383484, 0.982824981212616, 0.9771987199783325, 0.980752170085907, 0.9804560542106628, 0.9813444018363953, 0.980752170085907, 0.9857861995697021, 0.9760141968727112, 0.9777909517288208, 0.982824981212616, 0.9745336174964905, 0.9751258492469788, 0.9884513020515442, 0.9846017360687256, 0.9825288653373718, 0.9896357655525208, 0.9843056201934814, 0.9813444018363953, 0.9783831834793091, 0.9763103127479553, 0.9792715311050415, 0.9804560542106628, 0.9857861995697021, 0.9872667789459229, 0.9857861995697021, 0.9825288653373718, 0.9804560542106628, 0.9801598787307739, 0.9810482859611511, 0.980752170085907, 0.985490083694458, 0.9837133288383484, 0.9851939678192139, 0.9860823154449463, 0.9848978519439697, 0.9783831834793091, 0.9816405177116394, 0.9760141968727112, 0.9848978519439697, 0.9837133288383484, 0.9860823154449463, 0.9816405177116394, 0.9846017360687256, 0.9745336174964905, 0.9751258492469788, 0.980752170085907, 0.9846017360687256, 0.9789754152297974, 0.9831210970878601, 0.9851939678192139, 0.9813444018363953, 0.9857861995697021, 0.9840095043182373, 0.9816405177116394, 0.9837133288383484, 0.9863784313201904, 0.9843056201934814, 0.9863784313201904, 0.9825288653373718, 0.9798637628555298, 0.9866745471954346, 0.9860823154449463, 0.975718080997467, 0.9846017360687256, 0.9822327494621277, 0.9843056201934814, 0.9816405177116394, 0.9831210970878601, 0.9837133288383484, 0.9846017360687256, 0.9848978519439697, 0.9822327494621277, 0.9816405177116394, 0.9766064286231995, 0.9819366335868835, 0.9804560542106628, 0.9860823154449463, 0.9840095043182373, 0.9837133288383484, 0.9834172129631042, 0.9822327494621277, 0.9843056201934814, 0.9813444018363953, 0.9777909517288208, 0.9834172129631042, 0.980752170085907, 0.982824981212616, 0.9848978519439697, 0.9819366335868835, 0.9795676469802856, 0.9813444018363953, 0.9846017360687256, 0.9816405177116394, 0.9863784313201904, 0.9831210970878601, 0.985490083694458, 0.9840095043182373, 0.9881551861763, 0.9840095043182373, 0.958543062210083, 0.9819366335868835, 0.985490083694458, 0.9846017360687256, 0.9819366335868835, 0.9837133288383484, 0.9769026041030884, 0.9831210970878601, 0.9816405177116394, 0.9848978519439697, 0.9801598787307739, 0.9851939678192139, 0.9857861995697021, 0.9837133288383484, 0.982824981212616, 0.9834172129631042, 0.9860823154449463, 0.9813444018363953, 0.9825288653373718, 0.9771987199783325, 0.985490083694458, 0.9804560542106628, 0.9665383696556091, 0.9798637628555298, 0.9795676469802856, 0.9869706630706787, 0.9872667789459229, 0.982824981212616, 0.975718080997467, 0.9650577306747437, 0.9851939678192139, 0.9843056201934814, 0.9795676469802856, 0.9834172129631042, 0.9843056201934814, 0.9857861995697021, 0.9816405177116394, 0.9831210970878601, 0.9798637628555298, 0.9819366335868835, 0.9733491539955139, 0.9774948358535767, 0.9872667789459229, 0.9739413857460022, 0.9798637628555298, 0.9774948358535767, 0.9819366335868835, 0.9822327494621277, 0.9763103127479553, 0.9816405177116394, 0.9834172129631042, 0.9748297333717346, 0.9843056201934814, 0.9825288653373718, 0.9742375016212463, 0.9857861995697021, 0.9834172129631042, 0.9810482859611511, 0.9834172129631042, 0.9825288653373718, 0.985490083694458, 0.9837133288383484, 0.973052978515625, 0.9816405177116394, 0.985490083694458, 0.9851939678192139, 0.9816405177116394, 0.9822327494621277, 0.9831210970878601, 0.980752170085907, 0.9857861995697021, 0.9801598787307739, 0.9703879356384277, 0.9822327494621277, 0.9810482859611511, 0.9831210970878601, 0.9831210970878601, 0.9822327494621277, 0.9760141968727112, 0.9837133288383484, 0.9860823154449463, 0.9860823154449463, 0.9848978519439697, 0.9822327494621277, 0.9863784313201904, 0.980752170085907, 0.9834172129631042, 0.9863784313201904, 0.9816405177116394, 0.9831210970878601, 0.9754219651222229, 0.9748297333717346, 0.9869706630706787, 0.9837133288383484, 0.9857861995697021, 0.9866745471954346, 0.9712762832641602, 0.975718080997467, 0.9822327494621277, 0.9857861995697021, 0.982824981212616, 0.9846017360687256, 0.9766064286231995, 0.9846017360687256, 0.9875629544258118, 0.9795676469802856, 0.9736452698707581, 0.9851939678192139, 0.9810482859611511, 0.9780870676040649, 0.9837133288383484, 0.9703879356384277, 0.9801598787307739, 0.9834172129631042, 0.9860823154449463, 0.9742375016212463, 0.9837133288383484, 0.9846017360687256, 0.9769026041030884, 0.9831210970878601, 0.9837133288383484, 0.9813444018363953, 0.9846017360687256, 0.9837133288383484, 0.9825288653373718, 0.9813444018363953, 0.9848978519439697, 0.9754219651222229, 0.9816405177116394, 0.9792715311050415, 0.9792715311050415, 0.9810482859611511, 0.9840095043182373, 0.9860823154449463, 0.9878590703010559, 0.9831210970878601, 0.9843056201934814, 0.9819366335868835, 0.9846017360687256, 0.9822327494621277, 0.9780870676040649, 0.9766064286231995, 0.9792715311050415, 0.9857861995697021, 0.9848978519439697, 0.9834172129631042, 0.9848978519439697, 0.9834172129631042, 0.9795676469802856, 0.9718685150146484, 0.9831210970878601, 0.9840095043182373, 0.980752170085907, 0.9846017360687256, 0.9851939678192139, 0.9840095043182373, 0.9851939678192139, 0.9804560542106628, 0.9837133288383484, 0.9857861995697021, 0.9837133288383484, 0.9863784313201904, 0.9774948358535767, 0.9792715311050415, 0.9712762832641602, 0.9843056201934814, 0.9804560542106628, 0.9843056201934814, 0.9857861995697021, 0.9517322778701782, 0.9840095043182373, 0.9837133288383484, 0.9834172129631042, 0.9813444018363953, 0.9834172129631042, 0.9834172129631042, 0.9789754152297974, 0.9857861995697021, 0.9789754152297974, 0.9831210970878601, 0.9837133288383484, 0.9837133288383484, 0.9798637628555298, 0.9866745471954346, 0.9843056201934814, 0.985490083694458, 0.9851939678192139, 0.985490083694458, 0.9813444018363953, 0.9804560542106628, 0.9795676469802856, 0.980752170085907, 0.9813444018363953, 0.9825288653373718, 0.9748297333717346, 0.9804560542106628, 0.9724607467651367, 0.9822327494621277, 0.9846017360687256, 0.9697957038879395, 0.9813444018363953, 0.980752170085907, 0.985490083694458, 0.9813444018363953, 0.9813444018363953, 0.9822327494621277, 0.9848978519439697, 0.9857861995697021, 0.9748297333717346, 0.9816405177116394, 0.9825288653373718, 0.9804560542106628, 0.9848978519439697, 0.9816405177116394, 0.980752170085907, 0.9875629544258118, 0.982824981212616, 0.9863784313201904, 0.9860823154449463, 0.9840095043182373, 0.9834172129631042, 0.9857861995697021, 0.9804560542106628, 0.985490083694458, 0.9831210970878601, 0.973052978515625, 0.9860823154449463], "val_loss": [0.3360294699668884, 0.30143702030181885, 0.2507210969924927, 0.20316214859485626, 0.15500620007514954, 0.13706150650978088, 0.1493590772151947, 0.13819918036460876, 0.11190754175186157, 0.10981399565935135, 0.12222206592559814, 0.09091121703386307, 0.0965871512889862, 0.09090393781661987, 0.15088991820812225, 0.10175733268260956, 0.11509943753480911, 0.08498474955558777, 0.08370083570480347, 0.1081005334854126, 0.10462011396884918, 0.09668254107236862, 0.1325875073671341, 0.08244666457176208, 0.10037180781364441, 0.10231591761112213, 0.08197618275880814, 0.09902432560920715, 0.09378166496753693, 0.08125898987054825, 0.07110045850276947, 0.07881543040275574, 0.09983016550540924, 0.0930393636226654, 0.0661640539765358, 0.08222195506095886, 0.07219211757183075, 0.08179017156362534, 0.07723385095596313, 0.06463079154491425, 0.07282830029726028, 0.07574902474880219, 0.08981332182884216, 0.07238343358039856, 0.06675338745117188, 0.0742444172501564, 0.08498520404100418, 0.07739746570587158, 0.06630558520555496, 0.07008948922157288, 0.07673735916614532, 0.08400475233793259, 0.10402966290712357, 0.07709161937236786, 0.07559940963983536, 0.06771943718194962, 0.06965799629688263, 0.11429663747549057, 0.06911255419254303, 0.068929523229599, 0.07641082257032394, 0.10824327170848846, 0.09188725054264069, 0.0705539733171463, 0.06206659600138664, 0.07219254225492477, 0.06744080036878586, 0.0658668503165245, 0.08036264777183533, 0.08343718200922012, 0.07055340707302094, 0.05807850882411003, 0.06358224153518677, 0.08310031145811081, 0.06678756326436996, 0.06689921766519547, 0.06708547472953796, 0.06543523073196411, 0.1231975182890892, 0.06355211138725281, 0.06217120960354805, 0.061955224722623825, 0.10229557007551193, 0.09540174156427383, 0.06397173553705215, 0.06584983319044113, 0.0839364156126976, 0.06530987471342087, 0.06744614243507385, 0.07056278735399246, 0.07541830092668533, 0.0746234804391861, 0.06183689087629318, 0.0685148760676384, 0.06242867931723595, 0.0721246600151062, 0.0667622908949852, 0.06129729375243187, 0.07924599200487137, 0.05875043943524361, 0.05267850309610367, 0.1005866527557373, 0.058156631886959076, 0.07244771718978882, 0.06670565903186798, 0.058707837015390396, 0.06759264320135117, 0.06525424867868423, 0.0860774964094162, 0.061015140265226364, 0.10171368718147278, 0.07955228537321091, 0.06651179492473602, 0.07683197408914566, 0.065455362200737, 0.09197536110877991, 0.06770046055316925, 0.06103475019335747, 0.06727265566587448, 0.062269121408462524, 0.07575833052396774, 0.07432468235492706, 0.07770268619060516, 0.07134167850017548, 0.06549319624900818, 0.0758972018957138, 0.060553520917892456, 0.06300459802150726, 0.06523462384939194, 0.0703369528055191, 0.06262753903865814, 0.06400424987077713, 0.0651269257068634, 0.09672464430332184, 0.06356348842382431, 0.06142744421958923, 0.056910440325737, 0.05852401629090309, 0.05876244977116585, 0.05630002170801163, 0.06587788462638855, 0.06273350119590759, 0.06046903133392334, 0.05768457427620888, 0.0790817141532898, 0.06519381701946259, 0.07466859370470047, 0.06656987965106964, 0.06206385791301727, 0.08569271117448807, 0.06589825451374054, 0.07063895463943481, 0.053633663803339005, 0.08805430680513382, 0.061611756682395935, 0.06706580519676208, 0.07471022754907608, 0.06604280322790146, 0.110108382999897, 0.05654633045196533, 0.05370466038584709, 0.06450699269771576, 0.061301425099372864, 0.06332844495773315, 0.07216199487447739, 0.05574434623122215, 0.058740608394145966, 0.06641290336847305, 0.0980156734585762, 0.05921873822808266, 0.05392790958285332, 0.06457611918449402, 0.08122559636831284, 0.05932178348302841, 0.06665454804897308, 0.06403133273124695, 0.06536253541707993, 0.05896934121847153, 0.06223437562584877, 0.05494315177202225, 0.05849682539701462, 0.07655803114175797, 0.08205024898052216, 0.051006171852350235, 0.07021180540323257, 0.07180216908454895, 0.06464189291000366, 0.10515657067298889, 0.05672644451260567, 0.06892761588096619, 0.06301312148571014, 0.05293302237987518, 0.061261340975761414, 0.07193700224161148, 0.050268273800611496, 0.06294635683298111, 0.06554006040096283, 0.05771308392286301, 0.062162306159734726, 0.0635845884680748, 0.0587528795003891, 0.057254571467638016, 0.09437461942434311, 0.07168585807085037, 0.07253138720989227, 0.05847373604774475, 0.0583442747592926, 0.06319303065538406, 0.06326358765363693, 0.061075083911418915, 0.05449659004807472, 0.052644919604063034, 0.06223808974027634, 0.06279177963733673, 0.05519145727157593, 0.07145409286022186, 0.062266573309898376, 0.08634397387504578, 0.05243946611881256, 0.08294111490249634, 0.06139570102095604, 0.052133411169052124, 0.062152739614248276, 0.05294816195964813, 0.05882195010781288, 0.05452410876750946, 0.08685693889856339, 0.05645705386996269, 0.06469135731458664, 0.05819759890437126, 0.04901367798447609, 0.08387372642755508, 0.061200667172670364, 0.059077177196741104, 0.05925643816590309, 0.06428109109401703, 0.07682354003190994, 0.06478525698184967, 0.07058635354042053, 0.06281004101037979, 0.061093371361494064, 0.05842495337128639, 0.06866154074668884, 0.05476810038089752, 0.06748339533805847, 0.053994495421648026, 0.06770813465118408, 0.051706328988075256, 0.06367617100477219, 0.058383163064718246, 0.057260122150182724, 0.05743885785341263, 0.05307783931493759, 0.055116165429353714, 0.0692516341805458, 0.061065733432769775, 0.057718392461538315, 0.06717391312122345, 0.055069465190172195, 0.06248057633638382, 0.06429019570350647, 0.06207508593797684, 0.05445293337106705, 0.055806417018175125, 0.05809789150953293, 0.06382756680250168, 0.05045975744724274, 0.06437643617391586, 0.07067734748125076, 0.05610627681016922, 0.05798320844769478, 0.057375550270080566, 0.051877185702323914, 0.06581742316484451, 0.05643276125192642, 0.05448708310723305, 0.053583137691020966, 0.06797734647989273, 0.06155167147517204, 0.06393555551767349, 0.07019241154193878, 0.06647003442049026, 0.0656740665435791, 0.06454283744096756, 0.06137227639555931, 0.05189034342765808, 0.09305302798748016, 0.07618001103401184, 0.07746843248605728, 0.05468100681900978, 0.06900347769260406, 0.05733216553926468, 0.0711364671587944, 0.05543030798435211, 0.05906200408935547, 0.06315246224403381, 0.060738977044820786, 0.05895528942346573, 0.07457644492387772, 0.07623268663883209, 0.07085203379392624, 0.06978259980678558, 0.058758512139320374, 0.06666386127471924, 0.05509822070598602, 0.06100601702928543, 0.08404264599084854, 0.06284170597791672, 0.059433531016111374, 0.060824502259492874, 0.06026645749807358, 0.05869089066982269, 0.08151818066835403, 0.055264685302972794, 0.057016029953956604, 0.05692800134420395, 0.056653402745723724, 0.06073556840419769, 0.06515040248632431, 0.054417844861745834, 0.054165735840797424, 0.06571061164140701, 0.0632784441113472, 0.06753367185592651, 0.05960169807076454, 0.05110037699341774, 0.06046857312321663, 0.07684241235256195, 0.05833486467599869, 0.05003180727362633, 0.06089457869529724, 0.05137195810675621, 0.05507310479879379, 0.05835866928100586, 0.05373968556523323, 0.05521576479077339, 0.057005442678928375, 0.055085889995098114, 0.0665440633893013, 0.06002837046980858, 0.055997513234615326, 0.06153975427150726, 0.06587120145559311, 0.05626456066966057, 0.05169845372438431, 0.06506671756505966, 0.05206646770238876, 0.06047722324728966, 0.05610847473144531, 0.0686836913228035, 0.06722171604633331, 0.06696875393390656, 0.0639425739645958, 0.07240599393844604, 0.05296723172068596, 0.057737138122320175, 0.06042526662349701, 0.05630427971482277, 0.06810294091701508, 0.06470449268817902, 0.05413452535867691, 0.09714089334011078, 0.06285866349935532, 0.05483728274703026, 0.051898594945669174, 0.050960469990968704, 0.04511864855885506, 0.05866868048906326, 0.05768036097288132, 0.05926571041345596, 0.05195307731628418, 0.06273692101240158, 0.06394527107477188, 0.055339545011520386, 0.061770740896463394, 0.05065848305821419, 0.0680755227804184, 0.06157088652253151, 0.08058109134435654, 0.05277290940284729, 0.07614662498235703, 0.06140619143843651, 0.06009227782487869, 0.051426440477371216, 0.05162338539958, 0.14376221597194672, 0.05242617055773735, 0.06238625571131706, 0.07069358974695206, 0.05575482174754143, 0.05930287018418312, 0.0552532821893692, 0.05599884316325188, 0.06506488472223282, 0.05698127672076225, 0.06162727251648903, 0.055711351335048676, 0.07436031103134155, 0.054948896169662476, 0.0852532610297203, 0.06371892988681793, 0.057331640273332596, 0.05586583539843559, 0.059134338051080704, 0.06113734841346741, 0.07846281677484512, 0.05934234336018562, 0.05554560199379921, 0.06086089462041855, 0.05484757944941521, 0.05043991655111313, 0.052331432700157166, 0.06441247463226318, 0.05185895040631294, 0.05502406880259514, 0.07154268026351929, 0.07283151894807816, 0.06424044072628021, 0.05410398915410042, 0.06692183762788773, 0.0517246387898922, 0.05280761420726776, 0.05292627215385437, 0.05702821537852287, 0.056543730199337006, 0.08895593136548996, 0.05946999043226242, 0.06412261724472046, 0.06375715881586075, 0.058525554835796356, 0.04913032427430153, 0.05955210700631142, 0.05228273198008537, 0.0596625953912735, 0.07376104593276978, 0.06096784397959709, 0.05817871540784836, 0.06078634038567543, 0.07337737828493118, 0.05814727023243904, 0.08099156618118286, 0.0575748048722744, 0.07321242243051529, 0.05043920874595642, 0.056410785764455795, 0.0640699714422226, 0.05814088508486748, 0.07025320082902908, 0.06993896514177322, 0.04984874650835991, 0.05634508281946182, 0.05271397903561592, 0.07148504257202148, 0.05962865427136421, 0.05153956264257431, 0.055866729468107224, 0.05411025136709213, 0.06329904496669769, 0.057461369782686234, 0.07129254937171936, 0.06545974314212799, 0.06966540217399597, 0.05394184961915016, 0.05451343208551407, 0.05287187919020653, 0.05429389327764511, 0.04932853952050209, 0.05654513090848923, 0.06611141562461853, 0.08406234532594681, 0.0810166597366333, 0.055999528616666794, 0.06744460016489029, 0.0637500211596489, 0.06963677704334259, 0.07276597619056702, 0.060577575117349625, 0.07396858930587769, 0.061125144362449646, 0.08384011685848236, 0.05878521874547005, 0.061676837503910065, 0.06447162479162216, 0.10193750262260437, 0.07977909594774246, 0.07364340126514435, 0.09780921041965485, 0.0746283009648323, 0.055258363485336304, 0.07807759940624237, 0.06239002197980881, 0.10680842399597168, 0.06180442497134209, 0.06036091968417168, 0.05222896486520767, 0.06401810795068741, 0.06749466806650162, 0.06833480298519135, 0.06063149496912956, 0.06544383615255356, 0.04991922900080681, 0.05405771732330322, 0.06153254956007004, 0.07351218163967133, 0.05467341095209122, 0.05740980803966522, 0.05495668202638626, 0.06369107961654663, 0.0550491139292717, 0.06971827894449234, 0.0702800452709198, 0.0753779262304306, 0.053637728095054626, 0.05785146728157997, 0.06413447856903076, 0.060704305768013, 0.055481038987636566, 0.08344733715057373, 0.05349292606115341, 0.051830779761075974, 0.06760987639427185, 0.05947042256593704, 0.06291332840919495, 0.10397092252969742, 0.13933992385864258, 0.07620622962713242, 0.05646267160773277, 0.06119677796959877, 0.06514007598161697, 0.05895460024476051, 0.060829389840364456, 0.06674008071422577, 0.07956019043922424, 0.06463686376810074, 0.06802334636449814, 0.052773505449295044, 0.057675886899232864, 0.08991827070713043, 0.07455150783061981, 0.053854379802942276, 0.12310493737459183, 0.06213846057653427, 0.09200415760278702, 0.06489571183919907, 0.06636757403612137, 0.07252734154462814, 0.10803576558828354, 0.07770191878080368, 0.05822230502963066, 0.06703855097293854, 0.06532606482505798, 0.0699656531214714, 0.07220985740423203, 0.07636921107769012, 0.07646328210830688, 0.07247310876846313, 0.04961271584033966, 0.0582054927945137, 0.06052607670426369, 0.0796896442770958, 0.06532808393239975, 0.062144845724105835, 0.05414866283535957, 0.05363225191831589, 0.057811129838228226, 0.07249945402145386, 0.08086155354976654, 0.054517559707164764, 0.05514540523290634, 0.08072390407323837, 0.06847605109214783, 0.07312311977148056, 0.049525707960128784, 0.06071307137608528, 0.05620720982551575, 0.06888324022293091, 0.054699067026376724, 0.0861135944724083, 0.07729640603065491, 0.05805175378918648, 0.056992534548044205, 0.06149975210428238, 0.07546589523553848, 0.06504496932029724, 0.07302774488925934, 0.10576270520687103, 0.05403778329491615, 0.09477392584085464, 0.0656949132680893, 0.06624652445316315, 0.09589141607284546, 0.0631597563624382, 0.06741722673177719, 0.06090385839343071, 0.05314671993255615, 0.08119869232177734, 0.06004080921411514, 0.07317811250686646, 0.06343401968479156, 0.051674582064151764, 0.06248018145561218, 0.06186877191066742, 0.05209966376423836, 0.05981410667300224, 0.051473844796419144, 0.04606648162007332, 0.07668428122997284, 0.05629190057516098, 0.05663486570119858, 0.052339404821395874, 0.08193571120500565, 0.06489332765340805, 0.06815052032470703, 0.06757897883653641, 0.07056251168251038, 0.06225898116827011, 0.06515056639909744, 0.058107055723667145, 0.055757761001586914, 0.06524553149938583, 0.11381892114877701, 0.05101240053772926, 0.058254364877939224, 0.051446568220853806, 0.119695745408535, 0.06333162635564804, 0.053930118680000305, 0.057670239359140396, 0.0669187679886818, 0.0771113932132721, 0.06462083756923676, 0.050576984882354736, 0.058600831776857376, 0.07483555376529694, 0.3934214115142822, 0.06952151656150818, 0.06638649851083755, 0.06917327642440796, 0.05089620500802994, 0.051604412496089935, 0.050979360938072205, 0.061403680592775345, 0.04795299842953682, 0.05519089847803116, 0.05283322557806969, 0.05170156806707382, 0.04738527163863182, 0.05780657008290291, 0.07691443711519241, 0.05304761976003647, 0.05758996307849884, 0.05105162784457207, 0.07239507138729095, 0.05436532944440842, 0.04678264632821083, 0.059284456074237823, 0.05527319014072418, 0.05986671894788742, 0.05588475614786148, 0.05117443576455116, 0.04870668426156044, 0.04693788290023804, 0.056752078235149384, 0.05879402160644531, 0.06404798477888107, 0.04756351560354233, 0.06334643065929413, 0.05138111859560013, 0.049151379615068436, 0.06596162915229797, 0.05412393808364868, 0.05768710747361183, 0.05521402508020401, 0.0773409828543663, 0.0539679229259491, 0.07206109166145325, 0.058370910584926605, 0.0524570569396019, 0.05806589499115944, 0.05655474588274956, 0.04716942086815834, 0.053272541612386703, 0.049191124737262726, 0.059830840677022934, 0.05525997653603554, 0.0530993714928627, 0.07276572287082672, 0.06324934214353561, 0.05874614045023918, 0.054901476949453354, 0.055388834327459335, 0.06495144218206406, 0.07196266949176788, 0.0488358736038208, 0.06598606705665588, 0.08765558153390884, 0.06477680057287216, 0.06599999219179153, 0.06662581115961075, 0.05843055620789528, 0.054495759308338165, 0.05625917389988899, 0.05944283679127693, 0.06647849828004837, 0.06089804321527481, 0.08479472249746323, 0.07203294336795807, 0.07397521287202835, 0.11300119757652283, 0.05753168836236, 0.0808679461479187, 0.06633834540843964, 0.05594571679830551, 0.05231918394565582, 0.06703897565603256, 0.05005049705505371, 0.053837016224861145, 0.06294149160385132, 0.06155254691839218, 0.06550256907939911, 0.05599323660135269, 0.05813465267419815, 0.05131883919239044, 0.054341550916433334, 0.06228683888912201, 0.069693922996521, 0.059589628130197525, 0.053565457463264465, 0.07958287000656128, 0.06634669750928879, 0.04898427426815033, 0.06966594606637955, 0.06288988888263702, 0.054819103330373764, 0.0561012402176857, 0.052683230489492416, 0.05430327728390694, 0.0634215697646141, 0.05861658975481987, 0.0768309086561203, 0.05274492874741554, 0.060782041400671005, 0.05322761833667755, 0.048198867589235306, 0.05896012857556343, 0.057620707899332047, 0.06608376652002335, 0.05945859104394913, 0.04849930852651596, 0.06034762039780617, 0.06015129014849663, 0.059711866080760956, 0.05523821339011192, 0.060267265886068344, 0.0552230067551136, 0.061615776270627975, 0.05614572763442993, 0.05789411813020706, 0.06412926316261292, 0.050885070115327835, 0.08422354608774185, 0.05267506465315819, 0.049884676933288574, 0.048789750784635544, 0.0616229884326458, 0.09004496783018112, 0.06366129964590073, 0.06077501177787781, 0.06285271048545837, 0.05350863188505173, 0.05220722034573555, 0.051018472760915756, 0.054711032658815384, 0.05419234186410904, 0.06093532219529152, 0.06112397462129593, 0.05372786894440651, 0.05300884321331978, 0.0665813758969307, 0.07298542559146881, 0.0546315535902977, 0.053076326847076416, 0.05453718453645706, 0.16396048665046692, 0.05466333404183388, 0.049251675605773926, 0.0531756617128849, 0.05020792782306671, 0.0629657730460167, 0.05571984872221947, 0.06979299336671829, 0.04896954819560051, 0.0640692263841629, 0.05131083354353905, 0.05851340666413307, 0.05541650578379631, 0.05556429550051689, 0.07802607119083405, 0.054024603217840195, 0.06341119855642319, 0.0671645998954773, 0.0664832592010498, 0.06426674127578735, 0.050914376974105835, 0.055144984275102615, 0.08476293087005615, 0.07266663759946823, 0.055794794112443924, 0.0571291483938694, 0.1081688404083252, 0.04592760279774666, 0.06412392109632492, 0.0720556229352951, 0.05358876660466194, 0.05314973369240761, 0.05222216993570328, 0.06555552780628204, 0.05364105477929115, 0.06065952032804489, 0.04990178346633911, 0.04600805416703224, 0.0663350448012352, 0.04886051267385483, 0.05163825303316116, 0.053110599517822266, 0.05261557176709175, 0.05232398211956024, 0.05422356724739075, 0.06297556310892105, 0.04983508586883545, 0.04668720066547394, 0.052944619208574295, 0.06752263009548187, 0.061734337359666824, 0.06858431547880173, 0.050247810781002045, 0.054407794028520584, 0.04948906600475311, 0.05608857050538063, 0.05172714963555336, 0.05232313275337219, 0.08210615068674088, 0.05006054416298866, 0.04539424180984497, 0.05122607573866844, 0.05420903116464615, 0.05788940563797951, 0.04787910357117653, 0.050320614129304886, 0.047861892729997635, 0.06371107697486877, 0.05245894938707352, 0.0953807532787323, 0.06140279397368431, 0.04834570363163948, 0.07921821624040604, 0.09191694855690002, 0.06540986150503159, 0.06127932295203209, 0.047794193029403687, 0.048648588359355927, 0.04925309494137764, 0.05230972170829773, 0.06081226468086243, 0.05743151903152466, 0.06495611369609833, 0.06148545444011688, 0.052449729293584824, 0.06546042859554291, 0.04315942898392677, 0.0485091358423233, 0.09644747525453568, 0.05399995669722557, 0.056148432195186615, 0.05297720804810524, 0.0701155960559845, 0.05368854105472565, 0.055135346949100494, 0.06323376297950745, 0.061130329966545105, 0.043321605771780014, 0.06382684409618378, 0.07900446653366089, 0.05627309903502464, 0.087007537484169, 0.06756111979484558, 0.04885687306523323, 0.057843927294015884, 0.05130951851606369, 0.04837413132190704, 0.046832747757434845, 0.051072947680950165, 0.058741457760334015, 0.06648726761341095, 0.0737992525100708, 0.05978306382894516, 0.04485262557864189, 0.05195106193423271, 0.04709073156118393, 0.045133061707019806, 0.05669769272208214, 0.05650928616523743, 0.0671585276722908, 0.06256864964962006, 0.05755709484219551, 0.05380348116159439, 0.05593716725707054, 0.04864887520670891, 0.04731748625636101, 0.06752660870552063, 0.062078990042209625, 0.07235166430473328, 0.05306193232536316, 0.05792888626456261, 0.04655276983976364, 0.052326224744319916, 0.05569588765501976, 0.06792331486940384, 0.07508751004934311, 0.05452723056077957, 0.05337265878915787, 0.06698770821094513, 0.05867233872413635, 0.05445924028754234, 0.062058959156274796, 0.047302063554525375, 0.05742866173386574, 0.05448005720973015, 0.05255511775612831, 0.051908377557992935, 0.05782166123390198, 0.049871642142534256, 0.06011342629790306, 0.057286158204078674, 0.055939290672540665, 0.044953323900699615, 0.08193150162696838, 0.049436695873737335, 0.052649591118097305, 0.04787002131342888, 0.05908142402768135, 0.05318441614508629, 0.05545014888048172, 0.053224124014377594, 0.05054173618555069, 0.05565134808421135, 0.05436638370156288, 0.06282500922679901, 0.057964544743299484, 0.08109395951032639, 0.0762316957116127, 0.0628882348537445, 0.052880093455314636, 0.057303328067064285, 0.06580663472414017, 0.05042128637433052, 0.05518839508295059, 0.06410244107246399, 0.06320271641016006, 0.06471675634384155, 0.06231418624520302, 0.04869724437594414, 0.06188621371984482, 0.07944807410240173, 0.0610860213637352, 0.04975229129195213, 0.05878986045718193, 0.056191012263298035, 0.06563685834407806, 0.06201647222042084, 0.05652301385998726, 0.058035094290971756, 0.052136145532131195, 0.09457360953092575, 0.05636081099510193, 0.05001211538910866, 0.0564400777220726, 0.07276323437690735, 0.056747592985630035, 0.07871320098638535, 0.07169752568006516, 0.055041585117578506, 0.05366498604416847, 0.06647816300392151, 0.04681782424449921, 0.052059002220630646, 0.05114530026912689, 0.06174243614077568, 0.053091637790203094, 0.053887005895376205, 0.06835989654064178, 0.06241895258426666, 0.06395331770181656, 0.06727916747331619, 0.06247914582490921, 0.11928156763315201, 0.05894880369305611, 0.07508794218301773, 0.056672077625989914, 0.049941062927246094, 0.06949422508478165, 0.07745780050754547, 0.09979383647441864, 0.05070113018155098, 0.056601304560899734, 0.054581157863140106, 0.05044623464345932, 0.0491095595061779, 0.04532916471362114, 0.06352031230926514, 0.05184046924114227, 0.05219918489456177, 0.06996537744998932, 0.0951046422123909, 0.07447005063295364, 0.0449800007045269, 0.08331618458032608, 0.06094104424118996, 0.07360159605741501, 0.06351833045482635, 0.05167365074157715, 0.06855910271406174, 0.15653717517852783, 0.05276952311396599, 0.075570248067379, 0.09345562011003494, 0.04981999471783638, 0.06064608693122864, 0.05325230583548546, 0.12220881134271622, 0.12586236000061035, 0.0785791277885437, 0.14846019446849823, 0.06819728761911392, 0.048697687685489655, 0.08365186303853989, 0.0497908852994442, 0.05118430033326149, 0.05046214908361435, 0.09245726466178894, 0.05445382744073868, 0.05162813141942024, 0.05844780057668686, 0.044235583394765854, 0.060922447592020035, 0.08209346979856491, 0.0591762512922287, 0.055589865893125534, 0.05270576849579811, 0.05660287290811539, 0.054367173463106155, 0.05605699494481087, 0.05298493057489395, 0.05057237297296524, 0.05449060723185539, 0.056142695248126984, 0.06346815079450607, 0.05469134449958801, 0.06964752823114395, 0.04876663163304329, 0.04515567794442177, 0.06452904641628265, 0.05496639758348465, 0.06026856601238251, 0.07299578934907913, 0.04820280522108078, 0.05766793340444565, 0.05280672758817673, 0.05144161731004715, 0.07226472347974777, 0.06635559350252151, 0.05649645999073982, 0.05274079740047455, 0.05538029596209526, 0.051119934767484665, 0.06867408007383347, 0.049833279103040695, 0.05460159853100777, 0.05506940186023712, 0.06220032647252083, 0.05039531737565994, 0.06236948445439339, 0.07769914716482162, 0.050102587789297104, 0.08083454519510269, 0.056192729622125626, 0.04630095511674881, 0.050604015588760376, 0.10687728226184845, 0.04846338555216789, 0.04690916836261749, 0.06609068810939789, 0.053868964314460754, 0.055723004043102264, 0.05992007628083229, 0.056432757526636124, 0.055468328297138214, 0.057867102324962616, 0.05492938309907913, 0.050021279603242874, 0.09857890009880066, 0.06334417313337326, 0.10832387953996658, 0.13513623178005219, 0.04966355487704277, 0.05204744637012482, 0.05418884754180908, 0.05203646048903465, 0.0700455978512764, 0.04697719216346741, 0.06995585560798645, 0.04831838235259056, 0.05006653442978859, 0.05931718647480011, 0.06630447506904602, 0.06961395591497421, 0.04910828545689583, 0.04995796084403992, 0.04894391819834709, 0.059344470500946045, 0.05495629459619522, 0.06661935895681381, 0.06861067563295364, 0.05574294924736023, 0.04571567848324776, 0.06141464412212372, 0.05129009485244751, 0.04303691163659096, 0.04319922998547554, 0.05084441229701042, 0.06370044499635696, 0.05057579651474953, 0.052797846496105194, 0.04736054316163063, 0.047691162675619125, 0.0716397687792778, 0.061179906129837036, 0.10101131349802017, 0.04587258771061897, 0.06648538261651993, 0.050581954419612885, 0.04484561085700989, 0.17447920143604279, 0.047589920461177826, 0.04926024377346039, 0.046940602362155914, 0.05116809532046318, 0.053171306848526, 0.050196707248687744, 0.062183063477277756, 0.045572053641080856, 0.07447487860918045, 0.049882832914590836, 0.04926563799381256, 0.04885084554553032, 0.0651305541396141, 0.04459948465228081, 0.049128953367471695, 0.05014892667531967, 0.09584880620241165, 0.05061059445142746, 0.0711861103773117, 0.05825580283999443, 0.06306442618370056, 0.05307545140385628, 0.05037528648972511, 0.04933992773294449, 0.08342853933572769, 0.05398903042078018, 0.10386800765991211, 0.06369901448488235, 0.05712512135505676, 0.07454650104045868, 0.07040926069021225, 0.06534402072429657, 0.05145225673913956, 0.0593348927795887, 0.056478288024663925, 0.05680786073207855, 0.050007566809654236, 0.04518629610538483, 0.09006432443857193, 0.0540340431034565, 0.06056709960103035, 0.06962442398071289, 0.06545456498861313, 0.08653555065393448, 0.057755690068006516, 0.04953083395957947, 0.04915165901184082, 0.05052618682384491, 0.05346853286027908, 0.05503079667687416, 0.049108829349279404, 0.059521716088056564, 0.055091846734285355, 0.04726220294833183, 0.05220060795545578, 0.06751639395952225, 0.05288587883114815]}