Tinsae/Finetuning
1
0
Fork 0
Code Issues Pull Requests Actions Packages Projects Releases Wiki Activity

reports from optimised linear filtration

Browse Source
This commit is contained in:
Tinsae
2026-07-04 10:34:51 +02:00
parent 61da187012
commit 7f848b0485
16 changed files with 3014 additions and 1227 deletions
Download Patch File Download Diff File Expand all files Collapse all files

21
Tune_new.py
View File

@@ -133,7 +133,7 @@ def run_finetuning_or_baseline_eval(env_dict, run_training=False, lr_rate=0.0001
# Evaluate original base checkpoint performance # Evaluate original base checkpoint performance
current_mode = "Finetuned" current_mode = "Finetuned"
# Check if weights exist or model was trained before evaluating # evaluate finetuned model
try: try:
accuracy, report_dict = model.evaluate(loader=test_loader, mode=current_mode) accuracy, report_dict = model.evaluate(loader=test_loader, mode=current_mode)
Util._log_to_csv( Util._log_to_csv(
@@ -178,6 +178,8 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu
print("fine tunned model loaded into evaluation sandbox") print("fine tunned model loaded into evaluation sandbox")
# Execute strategic parameter unlearning step # Execute strategic parameter unlearning step
# we are using only training data to unlearn.
# Test data is never touched here.
unlearned = strategy.apply(reloaded.model, train_data) unlearned = strategy.apply(reloaded.model, train_data)
strategy_in_use = strategy.__class__.__name__ strategy_in_use = strategy.__class__.__name__
@@ -200,7 +202,7 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu
print(domain["label"]) print(domain["label"])
accuracy, report_dict = reloaded.evaluate(loader=domain["loader"], mode=domain["mode"]) accuracy, report_dict = reloaded.evaluate(loader=domain["loader"], mode=domain["mode"])
Util._log_to_csv( Util._log_to_csv(
arch=ARCH.name,#reloaded.__class__.__name__, arch=ARCH.name,
mode=domain["mode"], mode=domain["mode"],
accuracy=accuracy, accuracy=accuracy,
report_dict=report_dict, report_dict=report_dict,
@@ -211,7 +213,7 @@ def run_unlearning_and_strategy_eval(env_dict, forget_class_idx, strategy, evalu
# entry # entry
if __name__ == "__main__": if __name__ == "__main__":
outer_loop = 10 outer_loop = 11
inner_loop = CLASS_SIZE inner_loop = CLASS_SIZE
for k in range(outer_loop): for k in range(outer_loop):
@@ -221,15 +223,17 @@ if __name__ == "__main__":
runtime_environment = prepare_data_and_model_environment() runtime_environment = prepare_data_and_model_environment()
# Baseline Evaluation # Baseline Evaluation
# switch finetuning for tests on strategies only,
# to avoid finetunning every time we test a strategy
finetuning = True finetuning = True
# switch finetuning for tests on strategies only
run_finetuning_or_baseline_eval(runtime_environment, run_training = finetuning) run_finetuning_or_baseline_eval(runtime_environment, run_training = finetuning)
# scale 16400.0 for ResNet # scale 16400.0 for ResNet
scale = 20200 scale = 20300
# batch 8 for resNet, # batch 8 for resNet,
unlearning_batches = 16 unlearning_batches = 16
# regularis # regularis
# strategies # strategies
# implementation of Certified Removal for DNNs
certified_unlearning = CertifiedUnlearning( certified_unlearning = CertifiedUnlearning(
target_class_index=0, #arch ResNet18 GoogLeNet Inception target_class_index=0, #arch ResNet18 GoogLeNet Inception
l2_reg=0.000002 , # 0.000002 0.00001 0.0 l2_reg=0.000002 , # 0.000002 0.00001 0.0
@@ -241,12 +245,13 @@ if __name__ == "__main__":
unlearn_bs=unlearning_batches # 8 32 8 unlearn_bs=unlearning_batches # 8 32 8
) )
# works perfectly # Normalisation Filtration
linear_filtration = LinearFiltration( linear_filtration = LinearFiltration(
target_class_index=0 target_class_index=0,
num_classes=CLASS_SIZE
) )
# WF-Net
weight_filtration = WeightFiltration( weight_filtration = WeightFiltration(
target_class_index=0, #arch ResNet18 GoogLeNet/Inception target_class_index=0, #arch ResNet18 GoogLeNet/Inception
epochs=6, # epochs=6, #

1
Util.py
View File

@@ -1,6 +1,5 @@
from pathlib import Path from pathlib import Path
import time
import os import os
def _log_to_csv(arch, mode, accuracy, report_dict, strategy): def _log_to_csv(arch, mode, accuracy, report_dict, strategy):

17
architectures/Model.py
View File

@@ -43,12 +43,12 @@ class Model(ABC):
scheduler = CosineAnnealingLR(optimizer, T_max=epochs, eta_min=1e-6) scheduler = CosineAnnealingLR(optimizer, T_max=epochs, eta_min=1e-6)
# to save reports # to save reports
file_path = Path(f"{mode}/{self.__class__.__name__.lower()}/time_metrics.txt") # file_path = Path(f"{mode}/{self.__class__.__name__.lower()}/time_metrics.txt")
Util._initialize_log_file(file_path) # Util._initialize_log_file(file_path)
print(f"Starting training on {self.device}...") print(f"Starting training on {self.device}...")
start_time = time.time() # start_time = time.time()
# training phase # training phase
self.model.train() self.model.train()
@@ -69,11 +69,11 @@ class Model(ABC):
scheduler.step() scheduler.step()
print(f"Epoch {epoch+1}/{epochs} | Loss: {total_loss / len(loader):.4f}") print(f"Epoch {epoch+1}/{epochs} | Loss: {total_loss / len(loader):.4f}")
end_time = time.time() #end_time = time.time()
execution_time = end_time - start_time #execution_time = end_time - start_time
Util.log_metric(log_file=file_path, execution_time=execution_time) #Util.log_metric(log_file=file_path, execution_time=execution_time)
if self.device.type == 'cuda': torch.cuda.synchronize() if self.device.type == 'cuda': torch.cuda.synchronize()
print(f"Training completed in: {time.time() - start_time:.2f}s") print(f"Training complete.")
def save(self, filename=None): def save(self, filename=None):
@@ -108,7 +108,7 @@ class Model(ABC):
self.model.to(self.device) self.model.to(self.device)
print(f'Model loaded from {file_path}') print(f'Model loaded from {file_path}')
'''
def unlearn(self, strategy: 'Strategy', forget_loader, retain_loader): def unlearn(self, strategy: 'Strategy', forget_loader, retain_loader):
""" Executes a targeted unlearning strategy and profiles efficiency """ """ Executes a targeted unlearning strategy and profiles efficiency """
print(f"Executing: {strategy.__class__.__name__}...") print(f"Executing: {strategy.__class__.__name__}...")
@@ -122,6 +122,7 @@ class Model(ABC):
print(f"{strategy.__class__.__name__} completed in {elapsed_time:.4f} seconds.") print(f"{strategy.__class__.__name__} completed in {elapsed_time:.4f} seconds.")
return elapsed_time return elapsed_time
'''
def evaluate(self, loader, mode="eval"): def evaluate(self, loader, mode="eval"):
""" """

90
reports/LinearFiltration/RESNET34/forget.csv
View File

@@ -399,93 +399,3 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

90
reports/LinearFiltration/RESNET34/forget_train.csv
View File

@@ -399,93 +399,3 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000 0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

531
reports/LinearFiltration/RESNET34/full-set/forget.csv Normal file
View File

@@ -0,0 +1,531 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
36 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
48 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
71 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
72 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
73 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
74 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
75 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
76 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
77 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
78 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
79 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
80 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
81 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
82 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
83 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
84 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
85 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
86 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
87 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
88 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
89 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
90 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
91 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
92 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
93 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
94 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
95 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
96 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
97 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
98 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
99 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
100 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
101 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
102 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
103 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
104 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
105 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
106 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
107 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
108 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
109 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
110 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
111 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
112 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
113 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
114 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
115 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
116 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
117 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
118 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
119 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
120 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
121 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
122 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
123 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
124 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
125 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
126 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
127 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
128 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
129 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
130 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
131 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
132 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
133 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
134 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
135 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
136 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
137 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
138 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
139 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
140 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
141 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
142 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
143 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
144 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
145 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
146 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
147 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
148 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
149 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
150 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
151 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
152 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
153 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
154 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
155 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
156 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
157 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
158 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
159 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
160 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
161 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
162 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
163 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
164 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
165 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
166 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
167 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
168 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
170 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
171 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
172 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
173 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
174 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
175 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
176 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
177 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
178 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
179 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
189 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
192 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
195 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
199 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
206 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
232 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
254 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
285 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
286 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
291 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
292 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
299 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
300 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
301 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
302 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
303 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
304 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
305 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
306 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
307 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
308 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
309 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
310 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
311 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
312 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
313 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
314 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
315 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
316 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
317 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
318 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
319 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
320 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
321 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
322 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
323 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
324 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
325 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
326 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
327 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
328 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
329 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
330 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
331 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
332 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
333 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
334 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
335 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
336 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
337 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
338 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
339 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
340 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
341 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
342 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
343 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
344 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
345 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
346 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
347 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
348 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
349 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
350 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
351 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
352 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
353 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
354 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
355 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
356 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
357 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
358 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
359 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
360 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
361 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
362 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
363 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
364 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
365 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
366 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
367 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
368 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
369 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
370 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
371 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
372 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
373 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
374 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
375 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
376 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
377 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
378 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
379 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
380 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
381 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
382 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
383 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
384 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
385 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
386 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
387 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
388 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
389 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
390 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
391 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
392 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
393 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
394 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
395 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
396 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
397 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
398 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
402 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
403 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
404 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
405 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
406 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
407 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
408 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
409 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
410 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
411 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
412 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
413 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
414 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
415 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
416 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
417 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
418 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
419 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
420 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
421 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
422 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
423 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
424 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
425 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
426 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
427 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
428 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
429 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
430 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
431 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
432 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
433 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
434 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
435 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
436 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
437 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
438 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
439 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
440 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
441 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
442 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
443 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
444 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
445 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
446 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
447 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
448 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
449 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
450 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
451 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
452 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
453 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
454 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
455 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
456 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
457 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
458 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
459 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
460 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
461 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
462 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
463 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
464 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
465 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
466 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
467 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
468 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
469 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
470 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
471 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
472 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
473 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
474 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
475 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
476 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
477 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
478 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
479 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
480 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
481 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
482 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
483 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
484 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
485 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
486 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
487 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
488 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
489 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
490 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
491 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
492 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
493 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
494 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
495 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
496 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
497 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
498 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
499 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
500 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
501 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
502 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
503 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
504 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
505 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
506 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
507 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
508 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
509 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
510 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
511 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
512 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
513 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
514 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
515 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
516 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
517 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
518 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
519 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
520 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
521 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
522 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
523 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
524 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
525 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
526 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
527 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
528 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
529 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
530 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
531 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

531
reports/LinearFiltration/RESNET34/full-set/forget_train.csv Normal file
View File

@@ -0,0 +1,531 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0031,1.0000,0.0031,0.0062,1.0000,0.0031,0.0062
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
0.0000,0.0000,0.0000,0.0000,0.0000,0.0000,0.0000
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
3 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
4 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
5 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
6 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
7 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
8 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
9 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
10 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
11 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
12 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
13 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
14 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
15 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
16 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
17 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
18 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
19 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
20 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
21 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
22 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
23 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
24 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
25 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
26 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
27 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
28 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
29 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
30 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
31 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
32 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
33 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
34 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
35 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
36 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
37 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
38 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
39 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
40 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
41 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
42 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
43 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
44 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
45 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
46 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
47 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
48 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
49 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
50 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
51 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
52 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
53 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
54 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
55 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
56 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
57 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
58 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
59 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
60 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
61 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
62 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
63 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
64 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
65 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
66 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
67 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
68 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
69 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
70 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
71 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
72 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
73 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
74 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
75 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
76 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
77 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
78 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
79 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
80 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
81 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
82 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
83 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
84 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
85 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
86 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
87 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
88 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
89 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
90 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
91 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
92 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
93 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
94 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
95 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
96 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
97 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
98 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
99 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
100 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
101 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
102 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
103 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
104 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
105 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
106 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
107 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
108 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
109 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
110 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
111 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
112 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
113 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
114 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
115 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
116 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
117 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
118 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
119 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
120 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
121 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
122 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
123 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
124 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
125 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
126 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
127 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
128 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
129 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
130 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
131 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
132 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
133 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
134 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
135 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
136 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
137 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
138 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
139 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
140 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
141 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
142 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
143 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
144 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
145 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
146 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
147 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
148 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
149 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
150 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
151 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
152 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
153 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
154 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
155 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
156 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
157 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
158 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
159 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
160 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
161 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
162 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
163 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
164 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
165 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
166 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
167 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
168 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
169 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
170 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
171 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
172 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
173 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
174 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
175 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
176 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
177 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
178 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
179 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
180 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
181 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
182 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
183 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
184 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
185 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
186 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
187 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
188 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
189 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
190 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
191 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
192 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
193 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
194 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
195 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
196 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
197 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
198 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
199 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
200 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
201 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
202 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
203 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
204 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
205 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
206 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
207 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
208 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
209 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
210 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
211 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
212 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
213 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
214 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
215 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
216 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
217 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
218 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
219 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
220 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
221 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
222 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
223 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
224 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
225 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
226 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
227 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
228 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
229 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
230 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
231 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
232 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
233 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
234 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
235 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
236 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
237 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
238 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
239 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
240 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
241 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
242 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
243 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
244 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
245 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
246 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
247 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
248 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
249 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
250 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
251 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
252 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
253 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
254 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
255 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
256 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
257 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
258 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
259 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
260 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
261 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
262 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
263 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
264 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
265 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
266 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
267 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
268 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
269 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
270 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
271 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
272 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
273 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
274 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
275 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
276 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
277 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
278 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
279 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
280 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
281 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
282 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
283 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
284 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
285 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
286 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
287 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
288 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
289 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
290 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
291 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
292 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
293 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
294 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
295 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
296 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
297 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
298 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
299 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
300 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
301 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
302 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
303 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
304 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
305 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
306 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
307 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
308 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
309 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
310 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
311 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
312 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
313 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
314 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
315 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
316 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
317 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
318 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
319 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
320 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
321 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
322 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
323 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
324 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
325 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
326 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
327 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
328 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
329 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
330 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
331 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
332 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
333 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
334 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
335 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
336 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
337 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
338 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
339 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
340 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
341 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
342 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
343 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
344 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
345 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
346 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
347 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
348 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
349 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
350 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
351 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
352 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
353 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
354 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
355 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
356 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
357 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
358 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
359 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
360 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
361 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
362 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
363 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
364 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
365 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
366 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
367 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
368 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
369 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
370 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
371 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
372 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
373 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
374 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
375 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
376 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
377 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
378 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
379 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
380 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
381 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
382 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
383 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
384 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
385 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
386 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
387 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
388 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
389 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
390 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
391 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
392 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
393 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
394 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
395 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
396 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
397 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
398 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
399 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
400 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
401 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
402 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
403 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
404 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
405 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
406 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
407 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
408 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
409 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
410 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
411 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
412 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
413 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
414 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
415 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
416 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
417 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
418 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
419 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
420 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
421 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
422 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
423 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
424 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
425 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
426 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
427 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
428 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
429 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
430 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
431 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
432 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
433 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
434 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
435 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
436 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
437 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
438 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
439 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
440 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
441 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
442 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
443 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
444 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
445 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
446 0.0031 1.0000 0.0031 0.0062 1.0000 0.0031 0.0062
447 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
448 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
449 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
450 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
451 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
452 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
453 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
454 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
455 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
456 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
457 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
458 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
459 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
460 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
461 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
462 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
463 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
464 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
465 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
466 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
467 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
468 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
469 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
470 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
471 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
472 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
473 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
474 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
475 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
476 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
477 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
478 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
479 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
480 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
481 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
482 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
483 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
484 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
485 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
486 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
487 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
488 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
489 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
490 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
491 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
492 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
493 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
494 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
495 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
496 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
497 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
498 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
499 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
500 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
501 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
502 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
503 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
504 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
505 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
506 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
507 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
508 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
509 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
510 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
511 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
512 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
513 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
514 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
515 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
516 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
517 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
518 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
519 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
520 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
521 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
522 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
523 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
524 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
525 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
526 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
527 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
528 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
529 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
530 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000
531 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000 0.0000

531
reports/LinearFiltration/RESNET34/full-set/retain.csv Normal file
View File

@@ -0,0 +1,531 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9592,0.9598,0.9592,0.9592,0.9598,0.9592,0.9592
0.9586,0.9591,0.9586,0.9585,0.9591,0.9586,0.9585
0.9599,0.9604,0.9599,0.9599,0.9604,0.9599,0.9599
0.9592,0.9599,0.9592,0.9592,0.9599,0.9592,0.9592
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9566,0.9572,0.9566,0.9566,0.9572,0.9566,0.9566
0.9592,0.9599,0.9592,0.9593,0.9599,0.9592,0.9593
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586
0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9618,0.9624,0.9618,0.9619,0.9624,0.9618,0.9619
0.9586,0.9591,0.9586,0.9586,0.9591,0.9586,0.9586
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9612,0.9616,0.9612,0.9612,0.9616,0.9612,0.9612
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9572,0.9581,0.9572,0.9574,0.9581,0.9572,0.9574
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9615,0.9605,0.9607,0.9615,0.9605,0.9607
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9586,0.9598,0.9586,0.9587,0.9598,0.9586,0.9587
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9566,0.9579,0.9566,0.9568,0.9579,0.9566,0.9568
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9559,0.9571,0.9559,0.9561,0.9571,0.9559,0.9561
0.9566,0.9578,0.9566,0.9568,0.9578,0.9566,0.9568
0.9559,0.9572,0.9559,0.9561,0.9572,0.9559,0.9561
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9539,0.9548,0.9539,0.9541,0.9548,0.9539,0.9541
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9562,0.9553,0.9554,0.9562,0.9553,0.9554
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9553,0.9562,0.9553,0.9555,0.9562,0.9553,0.9555
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9579,0.9589,0.9579,0.9581,0.9589,0.9579,0.9581
0.9539,0.9551,0.9539,0.9542,0.9551,0.9539,0.9542
0.9546,0.9554,0.9546,0.9548,0.9554,0.9546,0.9548
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9563,0.9553,0.9555,0.9563,0.9553,0.9555
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9549,0.9539,0.9541,0.9549,0.9539,0.9541
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9546,0.9555,0.9546,0.9548,0.9555,0.9546,0.9548
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9546,0.9557,0.9546,0.9548,0.9557,0.9546,0.9548
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9559,0.9577,0.9559,0.9562,0.9577,0.9559,0.9562
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9559,0.9576,0.9559,0.9562,0.9576,0.9559,0.9562
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9586,0.9602,0.9586,0.9588,0.9602,0.9586,0.9588
0.9579,0.9594,0.9579,0.9582,0.9594,0.9579,0.9582
0.9533,0.9552,0.9533,0.9536,0.9552,0.9533,0.9536
0.9533,0.9549,0.9533,0.9536,0.9549,0.9533,0.9536
0.9553,0.9577,0.9553,0.9557,0.9577,0.9553,0.9557
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9539,0.9557,0.9539,0.9543,0.9557,0.9539,0.9543
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9539,0.9557,0.9539,0.9542,0.9557,0.9539,0.9542
0.9572,0.9590,0.9572,0.9576,0.9590,0.9572,0.9576
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9526,0.9546,0.9526,0.9530,0.9546,0.9526,0.9530
0.9520,0.9540,0.9520,0.9523,0.9540,0.9520,0.9523
0.9559,0.9574,0.9559,0.9562,0.9574,0.9559,0.9562
0.9546,0.9565,0.9546,0.9550,0.9565,0.9546,0.9550
0.9553,0.9561,0.9553,0.9554,0.9561,0.9553,0.9554
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9565,0.9559,0.9560,0.9565,0.9559,0.9560
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9566,0.9575,0.9566,0.9567,0.9575,0.9566,0.9567
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9566,0.9576,0.9566,0.9567,0.9576,0.9566,0.9567
0.9572,0.9580,0.9572,0.9572,0.9580,0.9572,0.9572
0.9592,0.9597,0.9592,0.9592,0.9597,0.9592,0.9592
0.9612,0.9617,0.9612,0.9611,0.9617,0.9612,0.9611
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619
0.9618,0.9626,0.9618,0.9619,0.9626,0.9618,0.9619
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9592,0.9601,0.9592,0.9592,0.9601,0.9592,0.9592
0.9592,0.9600,0.9592,0.9592,0.9600,0.9592,0.9592
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599
0.9632,0.9638,0.9632,0.9632,0.9638,0.9632,0.9632
0.9586,0.9593,0.9586,0.9585,0.9593,0.9586,0.9585
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9605,0.9614,0.9605,0.9605,0.9614,0.9605,0.9605
0.9605,0.9611,0.9605,0.9605,0.9611,0.9605,0.9605
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9579,0.9592,0.9579,0.9581,0.9592,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9617,0.9605,0.9607,0.9617,0.9605,0.9607
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619
0.9638,0.9647,0.9638,0.9639,0.9647,0.9638,0.9639
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9616,0.9605,0.9607,0.9616,0.9605,0.9607
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9599,0.9608,0.9599,0.9600,0.9608,0.9599,0.9600
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9612,0.9621,0.9612,0.9613,0.9621,0.9612,0.9613
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9592,0.9604,0.9592,0.9594,0.9604,0.9592,0.9594
0.9605,0.9613,0.9605,0.9606,0.9613,0.9605,0.9606
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9539,0.9549,0.9539,0.9540,0.9549,0.9539,0.9540
0.9559,0.9565,0.9559,0.9559,0.9565,0.9559,0.9559
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9539,0.9550,0.9539,0.9541,0.9550,0.9539,0.9541
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9553,0.9546,0.9547,0.9553,0.9546,0.9547
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9546,0.9559,0.9546,0.9548,0.9559,0.9546,0.9548
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9572,0.9584,0.9572,0.9574,0.9584,0.9572,0.9574
0.9546,0.9558,0.9546,0.9548,0.9558,0.9546,0.9548
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9572,0.9583,0.9572,0.9574,0.9583,0.9572,0.9574
0.9546,0.9560,0.9546,0.9548,0.9560,0.9546,0.9548
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9539,0.9554,0.9539,0.9542,0.9554,0.9539,0.9542
0.9539,0.9552,0.9539,0.9541,0.9552,0.9539,0.9541
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9553,0.9566,0.9553,0.9555,0.9566,0.9553,0.9555
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9526,0.9536,0.9526,0.9526,0.9536,0.9526,0.9526
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9526,0.9536,0.9526,0.9526,0.9536,0.9526,0.9526
0.9520,0.9531,0.9520,0.9520,0.9531,0.9520,0.9520
0.9520,0.9529,0.9520,0.9518,0.9529,0.9520,0.9518
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9507,0.9516,0.9507,0.9506,0.9516,0.9507,0.9506
0.9526,0.9536,0.9526,0.9525,0.9536,0.9526,0.9525
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9526,0.9536,0.9526,0.9526,0.9536,0.9526,0.9526
0.9520,0.9531,0.9520,0.9520,0.9531,0.9520,0.9520
0.9520,0.9529,0.9520,0.9518,0.9529,0.9520,0.9518
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9526,0.9536,0.9526,0.9526,0.9536,0.9526,0.9526
0.9520,0.9531,0.9520,0.9520,0.9531,0.9520,0.9520
0.9520,0.9529,0.9520,0.9518,0.9529,0.9520,0.9518
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9526,0.9536,0.9526,0.9526,0.9536,0.9526,0.9526
0.9520,0.9531,0.9520,0.9520,0.9531,0.9520,0.9520
0.9520,0.9529,0.9520,0.9518,0.9529,0.9520,0.9518
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9507,0.9516,0.9507,0.9506,0.9516,0.9507,0.9506
0.9526,0.9536,0.9526,0.9525,0.9536,0.9526,0.9525
0.9520,0.9528,0.9520,0.9518,0.9528,0.9520,0.9518
0.9539,0.9551,0.9539,0.9539,0.9551,0.9539,0.9539
0.9513,0.9523,0.9513,0.9512,0.9523,0.9513,0.9512
0.9520,0.9529,0.9520,0.9519,0.9529,0.9520,0.9519
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
3 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
4 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
5 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
6 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
7 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
8 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
9 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
10 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
11 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
12 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
13 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
14 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
15 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
16 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
17 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
18 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
19 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
20 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
21 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
22 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
23 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
24 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
25 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
26 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
27 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
28 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
29 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
30 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
31 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
32 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
33 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
34 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
35 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
36 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
37 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
38 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
39 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
40 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
41 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
42 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
43 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
44 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
45 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
46 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
47 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
48 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
49 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
50 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
51 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
52 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
53 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
54 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
55 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
56 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
57 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
58 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
59 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
60 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
61 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
62 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
63 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
64 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
65 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
66 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
67 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
68 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
69 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
70 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
71 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
72 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
73 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
74 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
75 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
76 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
77 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
78 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
79 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
80 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
81 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
82 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
83 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
84 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
85 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
86 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
87 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
88 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
89 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
90 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
91 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
92 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
93 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
94 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
95 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
96 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
97 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
98 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
99 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
100 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
101 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
102 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
103 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
104 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
105 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
106 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
107 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
108 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
109 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
110 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
111 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
112 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
113 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
114 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
115 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
116 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
117 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
118 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
119 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
120 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
121 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
122 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
123 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
124 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
125 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
126 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
127 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
128 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
129 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
130 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
131 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
132 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
133 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
134 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
135 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
136 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
137 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
138 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
139 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
140 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
141 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
142 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
143 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
144 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
145 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
146 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
147 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
148 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
149 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
150 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
151 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
152 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
153 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
154 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
155 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
156 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
157 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
158 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
159 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
160 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
161 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
162 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
163 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
164 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
165 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
166 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
167 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
168 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
169 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
170 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
171 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
172 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
173 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
174 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
175 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
176 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
177 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
178 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
179 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
180 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
181 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
182 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
183 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
184 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
185 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
186 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
187 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
188 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
189 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
190 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
191 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
192 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
193 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
194 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
195 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
196 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
197 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
198 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
199 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
200 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
201 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
202 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
203 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
204 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
205 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
206 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
207 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
208 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
209 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
210 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
211 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
212 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
213 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
214 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
215 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
216 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
217 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
218 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
219 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
220 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
221 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
222 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
223 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
224 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
225 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
226 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
227 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
228 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
229 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
230 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
231 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
232 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
233 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
234 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
235 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
236 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
237 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
238 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
239 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
240 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
241 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
242 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
243 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
244 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
245 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
246 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
247 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
248 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
249 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
250 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
251 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
252 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
253 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
254 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
255 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
256 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
257 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
258 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
259 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
260 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
261 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
262 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
263 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
264 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
265 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
266 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
267 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
268 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
269 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
270 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
271 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
272 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
273 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
274 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
275 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
276 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
277 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
278 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
279 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
280 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
281 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
282 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
283 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
284 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
285 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
286 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
287 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
288 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
289 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
290 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
291 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
292 0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
293 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
294 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
295 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
296 0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
297 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
298 0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
299 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
300 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
301 0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
302 0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
303 0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
304 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
305 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
306 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
307 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
308 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
309 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
310 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
311 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
312 0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
313 0.9586 0.9592 0.9586 0.9586 0.9592 0.9586 0.9586
314 0.9572 0.9578 0.9572 0.9573 0.9578 0.9572 0.9573
315 0.9592 0.9598 0.9592 0.9592 0.9598 0.9592 0.9592
316 0.9586 0.9591 0.9586 0.9585 0.9591 0.9586 0.9585
317 0.9599 0.9604 0.9599 0.9599 0.9604 0.9599 0.9599
318 0.9592 0.9599 0.9592 0.9592 0.9599 0.9592 0.9592
319 0.9572 0.9579 0.9572 0.9572 0.9579 0.9572 0.9572
320 0.9572 0.9579 0.9572 0.9572 0.9579 0.9572 0.9572
321 0.9566 0.9572 0.9566 0.9566 0.9572 0.9566 0.9566
322 0.9592 0.9599 0.9592 0.9593 0.9599 0.9592 0.9593
323 0.9579 0.9585 0.9579 0.9579 0.9585 0.9579 0.9579
324 0.9586 0.9592 0.9586 0.9586 0.9592 0.9586 0.9586
325 0.9572 0.9578 0.9572 0.9572 0.9578 0.9572 0.9572
326 0.9618 0.9624 0.9618 0.9619 0.9624 0.9618 0.9619
327 0.9586 0.9591 0.9586 0.9586 0.9591 0.9586 0.9586
328 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
329 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
330 0.9612 0.9616 0.9612 0.9612 0.9616 0.9612 0.9612
331 0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
332 0.9579 0.9587 0.9579 0.9580 0.9587 0.9579 0.9580
333 0.9572 0.9581 0.9572 0.9574 0.9581 0.9572 0.9574
334 0.9579 0.9590 0.9579 0.9581 0.9590 0.9579 0.9581
335 0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
336 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
337 0.9605 0.9615 0.9605 0.9607 0.9615 0.9605 0.9607
338 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
339 0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
340 0.9586 0.9598 0.9586 0.9587 0.9598 0.9586 0.9587
341 0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
342 0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
343 0.9566 0.9579 0.9566 0.9568 0.9579 0.9566 0.9568
344 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
345 0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
346 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
347 0.9559 0.9571 0.9559 0.9561 0.9571 0.9559 0.9561
348 0.9566 0.9578 0.9566 0.9568 0.9578 0.9566 0.9568
349 0.9559 0.9572 0.9559 0.9561 0.9572 0.9559 0.9561
350 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
351 0.9572 0.9585 0.9572 0.9574 0.9585 0.9572 0.9574
352 0.9539 0.9548 0.9539 0.9541 0.9548 0.9539 0.9541
353 0.9546 0.9556 0.9546 0.9548 0.9556 0.9546 0.9548
354 0.9553 0.9562 0.9553 0.9554 0.9562 0.9553 0.9554
355 0.9533 0.9543 0.9533 0.9535 0.9543 0.9533 0.9535
356 0.9553 0.9562 0.9553 0.9555 0.9562 0.9553 0.9555
357 0.9579 0.9590 0.9579 0.9581 0.9590 0.9579 0.9581
358 0.9579 0.9589 0.9579 0.9581 0.9589 0.9579 0.9581
359 0.9539 0.9551 0.9539 0.9542 0.9551 0.9539 0.9542
360 0.9546 0.9554 0.9546 0.9548 0.9554 0.9546 0.9548
361 0.9546 0.9556 0.9546 0.9548 0.9556 0.9546 0.9548
362 0.9553 0.9563 0.9553 0.9555 0.9563 0.9553 0.9555
363 0.9533 0.9543 0.9533 0.9535 0.9543 0.9533 0.9535
364 0.9533 0.9545 0.9533 0.9535 0.9545 0.9533 0.9535
365 0.9539 0.9549 0.9539 0.9541 0.9549 0.9539 0.9541
366 0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
367 0.9546 0.9555 0.9546 0.9548 0.9555 0.9546 0.9548
368 0.9533 0.9545 0.9533 0.9535 0.9545 0.9533 0.9535
369 0.9539 0.9550 0.9539 0.9542 0.9550 0.9539 0.9542
370 0.9546 0.9557 0.9546 0.9548 0.9557 0.9546 0.9548
371 0.9539 0.9550 0.9539 0.9542 0.9550 0.9539 0.9542
372 0.9559 0.9577 0.9559 0.9562 0.9577 0.9559 0.9562
373 0.9553 0.9571 0.9553 0.9556 0.9571 0.9553 0.9556
374 0.9559 0.9576 0.9559 0.9562 0.9576 0.9559 0.9562
375 0.9546 0.9563 0.9546 0.9549 0.9563 0.9546 0.9549
376 0.9553 0.9571 0.9553 0.9556 0.9571 0.9553 0.9556
377 0.9586 0.9602 0.9586 0.9588 0.9602 0.9586 0.9588
378 0.9579 0.9594 0.9579 0.9582 0.9594 0.9579 0.9582
379 0.9533 0.9552 0.9533 0.9536 0.9552 0.9533 0.9536
380 0.9533 0.9549 0.9533 0.9536 0.9549 0.9533 0.9536
381 0.9553 0.9577 0.9553 0.9557 0.9577 0.9553 0.9557
382 0.9546 0.9563 0.9546 0.9549 0.9563 0.9546 0.9549
383 0.9539 0.9557 0.9539 0.9543 0.9557 0.9539 0.9543
384 0.9526 0.9545 0.9526 0.9530 0.9545 0.9526 0.9530
385 0.9539 0.9557 0.9539 0.9542 0.9557 0.9539 0.9542
386 0.9572 0.9590 0.9572 0.9576 0.9590 0.9572 0.9576
387 0.9526 0.9545 0.9526 0.9530 0.9545 0.9526 0.9530
388 0.9526 0.9546 0.9526 0.9530 0.9546 0.9526 0.9530
389 0.9520 0.9540 0.9520 0.9523 0.9540 0.9520 0.9523
390 0.9559 0.9574 0.9559 0.9562 0.9574 0.9559 0.9562
391 0.9546 0.9565 0.9546 0.9550 0.9565 0.9546 0.9550
392 0.9553 0.9561 0.9553 0.9554 0.9561 0.9553 0.9554
393 0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
394 0.9559 0.9565 0.9559 0.9560 0.9565 0.9559 0.9560
395 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
396 0.9579 0.9586 0.9579 0.9580 0.9586 0.9579 0.9580
397 0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
398 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
399 0.9566 0.9575 0.9566 0.9567 0.9575 0.9566 0.9567
400 0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
401 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
402 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
403 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
404 0.9546 0.9555 0.9546 0.9547 0.9555 0.9546 0.9547
405 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
406 0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
407 0.9546 0.9554 0.9546 0.9547 0.9554 0.9546 0.9547
408 0.9553 0.9563 0.9553 0.9554 0.9563 0.9553 0.9554
409 0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
410 0.9579 0.9586 0.9579 0.9580 0.9586 0.9579 0.9580
411 0.9566 0.9576 0.9566 0.9567 0.9576 0.9566 0.9567
412 0.9572 0.9580 0.9572 0.9572 0.9580 0.9572 0.9572
413 0.9592 0.9597 0.9592 0.9592 0.9597 0.9592 0.9592
414 0.9612 0.9617 0.9612 0.9611 0.9617 0.9612 0.9611
415 0.9579 0.9585 0.9579 0.9579 0.9585 0.9579 0.9579
416 0.9599 0.9607 0.9599 0.9599 0.9607 0.9599 0.9599
417 0.9618 0.9627 0.9618 0.9619 0.9627 0.9618 0.9619
418 0.9618 0.9626 0.9618 0.9619 0.9626 0.9618 0.9619
419 0.9586 0.9592 0.9586 0.9585 0.9592 0.9586 0.9585
420 0.9599 0.9606 0.9599 0.9599 0.9606 0.9599 0.9599
421 0.9586 0.9592 0.9586 0.9585 0.9592 0.9586 0.9585
422 0.9592 0.9601 0.9592 0.9592 0.9601 0.9592 0.9592
423 0.9592 0.9600 0.9592 0.9592 0.9600 0.9592 0.9592
424 0.9586 0.9592 0.9586 0.9585 0.9592 0.9586 0.9585
425 0.9599 0.9607 0.9599 0.9599 0.9607 0.9599 0.9599
426 0.9632 0.9638 0.9632 0.9632 0.9638 0.9632 0.9632
427 0.9586 0.9593 0.9586 0.9585 0.9593 0.9586 0.9585
428 0.9566 0.9573 0.9566 0.9566 0.9573 0.9566 0.9566
429 0.9605 0.9614 0.9605 0.9605 0.9614 0.9605 0.9605
430 0.9605 0.9611 0.9605 0.9605 0.9611 0.9605 0.9605
431 0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
432 0.9579 0.9592 0.9579 0.9581 0.9592 0.9579 0.9581
433 0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
434 0.9605 0.9617 0.9605 0.9607 0.9617 0.9605 0.9607
435 0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
436 0.9605 0.9615 0.9605 0.9606 0.9615 0.9605 0.9606
437 0.9618 0.9627 0.9618 0.9619 0.9627 0.9618 0.9619
438 0.9638 0.9647 0.9638 0.9639 0.9647 0.9638 0.9639
439 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
440 0.9605 0.9616 0.9605 0.9607 0.9616 0.9605 0.9607
441 0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
442 0.9599 0.9608 0.9599 0.9600 0.9608 0.9599 0.9600
443 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
444 0.9572 0.9585 0.9572 0.9574 0.9585 0.9572 0.9574
445 0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
446 0.9612 0.9621 0.9612 0.9613 0.9621 0.9612 0.9613
447 0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
448 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
449 0.9592 0.9604 0.9592 0.9594 0.9604 0.9592 0.9594
450 0.9605 0.9613 0.9605 0.9606 0.9613 0.9605 0.9606
451 0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
452 0.9546 0.9555 0.9546 0.9547 0.9555 0.9546 0.9547
453 0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
454 0.9553 0.9563 0.9553 0.9554 0.9563 0.9553 0.9554
455 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
456 0.9572 0.9578 0.9572 0.9573 0.9578 0.9572 0.9573
457 0.9599 0.9606 0.9599 0.9599 0.9606 0.9599 0.9599
458 0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
459 0.9539 0.9549 0.9539 0.9540 0.9549 0.9539 0.9540
460 0.9559 0.9565 0.9559 0.9559 0.9565 0.9559 0.9559
461 0.9572 0.9578 0.9572 0.9573 0.9578 0.9572 0.9573
462 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
463 0.9553 0.9561 0.9553 0.9553 0.9561 0.9553 0.9553
464 0.9546 0.9554 0.9546 0.9547 0.9554 0.9546 0.9547
465 0.9539 0.9550 0.9539 0.9541 0.9550 0.9539 0.9541
466 0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
467 0.9553 0.9563 0.9553 0.9554 0.9563 0.9553 0.9554
468 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
469 0.9586 0.9593 0.9586 0.9586 0.9593 0.9586 0.9586
470 0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
471 0.9546 0.9553 0.9546 0.9547 0.9553 0.9546 0.9547
472 0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
473 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
474 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
475 0.9546 0.9559 0.9546 0.9548 0.9559 0.9546 0.9548
476 0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
477 0.9605 0.9615 0.9605 0.9606 0.9615 0.9605 0.9606
478 0.9572 0.9584 0.9572 0.9574 0.9584 0.9572 0.9574
479 0.9546 0.9558 0.9546 0.9548 0.9558 0.9546 0.9548
480 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
481 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
482 0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
483 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
484 0.9572 0.9583 0.9572 0.9574 0.9583 0.9572 0.9574
485 0.9546 0.9560 0.9546 0.9548 0.9560 0.9546 0.9548
486 0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
487 0.9539 0.9554 0.9539 0.9542 0.9554 0.9539 0.9542
488 0.9539 0.9552 0.9539 0.9541 0.9552 0.9539 0.9541
489 0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
490 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
491 0.9553 0.9566 0.9553 0.9555 0.9566 0.9553 0.9555
492 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
493 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
494 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
495 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
496 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
497 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
498 0.9520 0.9531 0.9520 0.9520 0.9531 0.9520 0.9520
499 0.9520 0.9529 0.9520 0.9518 0.9529 0.9520 0.9518
500 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
501 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
502 0.9507 0.9516 0.9507 0.9506 0.9516 0.9507 0.9506
503 0.9526 0.9536 0.9526 0.9525 0.9536 0.9526 0.9525
504 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
505 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
506 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
507 0.9520 0.9531 0.9520 0.9520 0.9531 0.9520 0.9520
508 0.9520 0.9529 0.9520 0.9518 0.9529 0.9520 0.9518
509 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
510 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
511 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
512 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
513 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
514 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
515 0.9520 0.9531 0.9520 0.9520 0.9531 0.9520 0.9520
516 0.9520 0.9529 0.9520 0.9518 0.9529 0.9520 0.9518
517 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
518 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
519 0.9520 0.9531 0.9520 0.9519 0.9531 0.9520 0.9519
520 0.9520 0.9530 0.9520 0.9519 0.9530 0.9520 0.9519
521 0.9526 0.9536 0.9526 0.9526 0.9536 0.9526 0.9526
522 0.9520 0.9531 0.9520 0.9520 0.9531 0.9520 0.9520
523 0.9520 0.9529 0.9520 0.9518 0.9529 0.9520 0.9518
524 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
525 0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
526 0.9507 0.9516 0.9507 0.9506 0.9516 0.9507 0.9506
527 0.9526 0.9536 0.9526 0.9525 0.9536 0.9526 0.9525
528 0.9520 0.9528 0.9520 0.9518 0.9528 0.9520 0.9518
529 0.9539 0.9551 0.9539 0.9539 0.9551 0.9539 0.9539
530 0.9513 0.9523 0.9513 0.9512 0.9523 0.9513 0.9512
531 0.9520 0.9529 0.9520 0.9519 0.9529 0.9520 0.9519

868
reports/LinearFiltration/RESNET34/retain.csv
View File

@@ -1,491 +1,401 @@
accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1 accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recall,weighted_f1
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526 0.9520,0.9531,0.9520,0.9519,0.9531,0.9520,0.9519
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533 0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533 0.9520,0.9530,0.9520,0.9519,0.9530,0.9520,0.9519
0.9513,0.9527,0.9513,0.9514,0.9527,0.9513,0.9514
0.9546,0.9553,0.9546,0.9545,0.9553,0.9546,0.9545
0.9507,0.9517,0.9507,0.9507,0.9517,0.9507,0.9507
0.9513,0.9527,0.9513,0.9513,0.9527,0.9513,0.9513
0.9559,0.9573,0.9559,0.9560,0.9573,0.9559,0.9560
0.9526,0.9538,0.9526,0.9527,0.9538,0.9526,0.9527
0.9493,0.9507,0.9493,0.9494,0.9507,0.9493,0.9494
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533 0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532 0.9513,0.9526,0.9513,0.9513,0.9526,0.9513,0.9513
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572 0.9533,0.9546,0.9533,0.9534,0.9546,0.9533,0.9534
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559 0.9500,0.9513,0.9500,0.9500,0.9513,0.9500,0.9500
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533 0.9487,0.9498,0.9487,0.9487,0.9498,0.9487,0.9487
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546 0.9507,0.9518,0.9507,0.9506,0.9518,0.9507,0.9506
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553 0.9566,0.9579,0.9566,0.9566,0.9579,0.9566,0.9566
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546 0.9507,0.9519,0.9507,0.9507,0.9519,0.9507,0.9507
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540 0.9500,0.9515,0.9500,0.9501,0.9515,0.9500,0.9501
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520 0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547 0.9546,0.9558,0.9546,0.9547,0.9558,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546 0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9558,0.9546,0.9546,0.9558,0.9546,0.9546
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9559,0.9571,0.9559,0.9559,0.9571,0.9559,0.9559
0.9520,0.9532,0.9520,0.9520,0.9532,0.9520,0.9520
0.9546,0.9556,0.9546,0.9547,0.9556,0.9546,0.9547
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9533,0.9542,0.9533,0.9533,0.9542,0.9533,0.9533
0.9526,0.9538,0.9526,0.9526,0.9538,0.9526,0.9526
0.9533,0.9545,0.9533,0.9533,0.9545,0.9533,0.9533
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9542,0.9533,0.9532,0.9542,0.9533,0.9532
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9592,0.9598,0.9592,0.9592,0.9598,0.9592,0.9592
0.9586,0.9591,0.9586,0.9585,0.9591,0.9586,0.9585
0.9599,0.9604,0.9599,0.9599,0.9604,0.9599,0.9599
0.9592,0.9599,0.9592,0.9592,0.9599,0.9592,0.9592
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572 0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572 0.9559,0.9570,0.9559,0.9560,0.9570,0.9559,0.9560
0.9566,0.9572,0.9566,0.9566,0.9572,0.9566,0.9566 0.9586,0.9594,0.9586,0.9586,0.9594,0.9586,0.9586
0.9592,0.9599,0.9592,0.9593,0.9599,0.9592,0.9593 0.9592,0.9606,0.9592,0.9594,0.9606,0.9592,0.9594
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9579,0.9587,0.9579,0.9579,0.9587,0.9579,0.9579
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9579,0.9591,0.9579,0.9580,0.9591,0.9579,0.9580
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9572,0.9583,0.9572,0.9573,0.9583,0.9572,0.9573
0.9599,0.9609,0.9599,0.9600,0.9609,0.9599,0.9600
0.9566,0.9576,0.9566,0.9566,0.9576,0.9566,0.9566
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9539,0.9550,0.9539,0.9541,0.9550,0.9539,0.9541
0.9559,0.9563,0.9559,0.9558,0.9563,0.9559,0.9558
0.9579,0.9583,0.9579,0.9578,0.9583,0.9579,0.9578
0.9572,0.9575,0.9572,0.9571,0.9575,0.9572,0.9571
0.9546,0.9550,0.9546,0.9545,0.9550,0.9546,0.9545
0.9559,0.9564,0.9559,0.9558,0.9564,0.9559,0.9558
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579 0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9539,0.9546,0.9539,0.9539,0.9546,0.9539,0.9539
0.9559,0.9564,0.9559,0.9558,0.9564,0.9559,0.9558
0.9566,0.9569,0.9566,0.9565,0.9569,0.9566,0.9565
0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9546,0.9550,0.9546,0.9545,0.9550,0.9546,0.9545
0.9553,0.9558,0.9553,0.9552,0.9558,0.9553,0.9552
0.9539,0.9545,0.9539,0.9539,0.9545,0.9539,0.9539
0.9612,0.9616,0.9612,0.9611,0.9616,0.9612,0.9611
0.9553,0.9558,0.9553,0.9552,0.9558,0.9553,0.9552
0.9539,0.9544,0.9539,0.9539,0.9544,0.9539,0.9539
0.9553,0.9557,0.9553,0.9552,0.9557,0.9553,0.9552
0.9586,0.9590,0.9586,0.9584,0.9590,0.9586,0.9584
0.9546,0.9552,0.9546,0.9545,0.9552,0.9546,0.9545
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9579,0.9591,0.9579,0.9580,0.9591,0.9579,0.9580
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9553,0.9563,0.9553,0.9553,0.9563,0.9553,0.9553
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9566,0.9576,0.9566,0.9567,0.9576,0.9566,0.9567
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9599,0.9611,0.9599,0.9600,0.9611,0.9599,0.9600
0.9566,0.9578,0.9566,0.9567,0.9578,0.9566,0.9567
0.9539,0.9551,0.9539,0.9541,0.9551,0.9539,0.9541
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9579,0.9587,0.9579,0.9579,0.9587,0.9579,0.9579
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9539,0.9546,0.9539,0.9539,0.9546,0.9539,0.9539
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9579,0.9582,0.9579,0.9578,0.9582,0.9579,0.9578
0.9546,0.9553,0.9546,0.9546,0.9553,0.9546,0.9546
0.9546,0.9553,0.9546,0.9546,0.9553,0.9546,0.9546
0.9599,0.9608,0.9599,0.9599,0.9608,0.9599,0.9599
0.9553,0.9558,0.9553,0.9553,0.9558,0.9553,0.9553
0.9539,0.9548,0.9539,0.9540,0.9548,0.9539,0.9540
0.9559,0.9567,0.9559,0.9559,0.9567,0.9559,0.9559
0.9566,0.9571,0.9566,0.9566,0.9571,0.9566,0.9566
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9539,0.9546,0.9539,0.9539,0.9546,0.9539,0.9539
0.9526,0.9533,0.9526,0.9526,0.9533,0.9526,0.9526
0.9546,0.9552,0.9546,0.9546,0.9552,0.9546,0.9546
0.9592,0.9599,0.9592,0.9593,0.9599,0.9592,0.9593
0.9546,0.9553,0.9546,0.9546,0.9553,0.9546,0.9546
0.9526,0.9534,0.9526,0.9527,0.9534,0.9526,0.9527
0.9553,0.9560,0.9553,0.9553,0.9560,0.9553,0.9553
0.9566,0.9572,0.9566,0.9566,0.9572,0.9566,0.9566
0.9533,0.9542,0.9533,0.9534,0.9542,0.9533,0.9534
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9579,0.9587,0.9579,0.9579,0.9587,0.9579,0.9579
0.9566,0.9571,0.9566,0.9566,0.9571,0.9566,0.9566
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9605,0.9613,0.9605,0.9606,0.9613,0.9605,0.9606
0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586 0.9586,0.9592,0.9586,0.9586,0.9592,0.9586,0.9586
0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572 0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9618,0.9624,0.9618,0.9619,0.9624,0.9618,0.9619
0.9586,0.9591,0.9586,0.9586,0.9591,0.9586,0.9586
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9612,0.9616,0.9612,0.9612,0.9616,0.9612,0.9612
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9572,0.9581,0.9572,0.9574,0.9581,0.9572,0.9574
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9615,0.9605,0.9607,0.9615,0.9605,0.9607
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9586,0.9598,0.9586,0.9587,0.9598,0.9586,0.9587
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9566,0.9579,0.9566,0.9568,0.9579,0.9566,0.9568
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9559,0.9571,0.9559,0.9561,0.9571,0.9559,0.9561
0.9566,0.9578,0.9566,0.9568,0.9578,0.9566,0.9568
0.9559,0.9572,0.9559,0.9561,0.9572,0.9559,0.9561
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9539,0.9548,0.9539,0.9541,0.9548,0.9539,0.9541
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9562,0.9553,0.9554,0.9562,0.9553,0.9554
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9553,0.9562,0.9553,0.9555,0.9562,0.9553,0.9555
0.9579,0.9590,0.9579,0.9581,0.9590,0.9579,0.9581
0.9579,0.9589,0.9579,0.9581,0.9589,0.9579,0.9581
0.9539,0.9551,0.9539,0.9542,0.9551,0.9539,0.9542
0.9546,0.9554,0.9546,0.9548,0.9554,0.9546,0.9548
0.9546,0.9556,0.9546,0.9548,0.9556,0.9546,0.9548
0.9553,0.9563,0.9553,0.9555,0.9563,0.9553,0.9555
0.9533,0.9543,0.9533,0.9535,0.9543,0.9533,0.9535
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9549,0.9539,0.9541,0.9549,0.9539,0.9541
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9546,0.9555,0.9546,0.9548,0.9555,0.9546,0.9548
0.9533,0.9545,0.9533,0.9535,0.9545,0.9533,0.9535
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9546,0.9557,0.9546,0.9548,0.9557,0.9546,0.9548
0.9539,0.9550,0.9539,0.9542,0.9550,0.9539,0.9542
0.9559,0.9577,0.9559,0.9562,0.9577,0.9559,0.9562
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9559,0.9576,0.9559,0.9562,0.9576,0.9559,0.9562
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9553,0.9571,0.9553,0.9556,0.9571,0.9553,0.9556
0.9586,0.9602,0.9586,0.9588,0.9602,0.9586,0.9588
0.9579,0.9594,0.9579,0.9582,0.9594,0.9579,0.9582
0.9533,0.9552,0.9533,0.9536,0.9552,0.9533,0.9536
0.9533,0.9549,0.9533,0.9536,0.9549,0.9533,0.9536
0.9553,0.9577,0.9553,0.9557,0.9577,0.9553,0.9557
0.9546,0.9563,0.9546,0.9549,0.9563,0.9546,0.9549
0.9539,0.9557,0.9539,0.9543,0.9557,0.9539,0.9543
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9539,0.9557,0.9539,0.9542,0.9557,0.9539,0.9542
0.9572,0.9590,0.9572,0.9576,0.9590,0.9572,0.9576
0.9526,0.9545,0.9526,0.9530,0.9545,0.9526,0.9530
0.9526,0.9546,0.9526,0.9530,0.9546,0.9526,0.9530
0.9520,0.9540,0.9520,0.9523,0.9540,0.9520,0.9523
0.9559,0.9574,0.9559,0.9562,0.9574,0.9559,0.9562
0.9546,0.9565,0.9546,0.9550,0.9565,0.9546,0.9550
0.9553,0.9561,0.9553,0.9554,0.9561,0.9553,0.9554
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9565,0.9559,0.9560,0.9565,0.9559,0.9560
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9566,0.9575,0.9566,0.9567,0.9575,0.9566,0.9567
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9579,0.9586,0.9579,0.9580,0.9586,0.9579,0.9580
0.9566,0.9576,0.9566,0.9567,0.9576,0.9566,0.9567
0.9572,0.9580,0.9572,0.9572,0.9580,0.9572,0.9572
0.9592,0.9597,0.9592,0.9592,0.9597,0.9592,0.9592 0.9592,0.9597,0.9592,0.9592,0.9597,0.9592,0.9592
0.9612,0.9617,0.9612,0.9611,0.9617,0.9612,0.9611 0.9566,0.9571,0.9566,0.9566,0.9571,0.9566,0.9566
0.9579,0.9585,0.9579,0.9579,0.9585,0.9579,0.9579 0.9566,0.9574,0.9566,0.9566,0.9574,0.9566,0.9566
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599 0.9566,0.9572,0.9566,0.9566,0.9572,0.9566,0.9566
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619 0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9618,0.9626,0.9618,0.9619,0.9626,0.9618,0.9619 0.9572,0.9578,0.9572,0.9572,0.9578,0.9572,0.9572
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585 0.9592,0.9599,0.9592,0.9592,0.9599,0.9592,0.9592
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9592,0.9601,0.9592,0.9592,0.9601,0.9592,0.9592
0.9592,0.9600,0.9592,0.9592,0.9600,0.9592,0.9592
0.9586,0.9592,0.9586,0.9585,0.9592,0.9586,0.9585
0.9599,0.9607,0.9599,0.9599,0.9607,0.9599,0.9599
0.9632,0.9638,0.9632,0.9632,0.9638,0.9632,0.9632
0.9586,0.9593,0.9586,0.9585,0.9593,0.9586,0.9585
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9605,0.9614,0.9605,0.9605,0.9614,0.9605,0.9605
0.9605,0.9611,0.9605,0.9605,0.9611,0.9605,0.9605
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9579,0.9592,0.9579,0.9581,0.9592,0.9579,0.9581
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9617,0.9605,0.9607,0.9617,0.9605,0.9607
0.9586,0.9595,0.9586,0.9587,0.9595,0.9586,0.9587
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9618,0.9627,0.9618,0.9619,0.9627,0.9618,0.9619
0.9638,0.9647,0.9638,0.9639,0.9647,0.9638,0.9639
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9605,0.9616,0.9605,0.9607,0.9616,0.9605,0.9607
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9599,0.9608,0.9599,0.9600,0.9608,0.9599,0.9600
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9572,0.9585,0.9572,0.9574,0.9585,0.9572,0.9574
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9612,0.9621,0.9612,0.9613,0.9621,0.9612,0.9613
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9586,0.9596,0.9586,0.9587,0.9596,0.9586,0.9587
0.9592,0.9604,0.9592,0.9594,0.9604,0.9592,0.9594
0.9605,0.9613,0.9605,0.9606,0.9613,0.9605,0.9606
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9555,0.9546,0.9547,0.9555,0.9546,0.9547
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579 0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554 0.9559,0.9567,0.9559,0.9560,0.9567,0.9559,0.9560
0.9559,0.9566,0.9559,0.9559,0.9566,0.9559,0.9559
0.9612,0.9618,0.9612,0.9612,0.9618,0.9612,0.9612
0.9566,0.9574,0.9566,0.9567,0.9574,0.9566,0.9567
0.9632,0.9636,0.9632,0.9632,0.9636,0.9632,0.9632
0.9612,0.9617,0.9612,0.9612,0.9617,0.9612,0.9612
0.9638,0.9642,0.9638,0.9638,0.9642,0.9638,0.9638
0.9612,0.9618,0.9612,0.9613,0.9618,0.9612,0.9613
0.9618,0.9623,0.9618,0.9619,0.9623,0.9618,0.9619
0.9632,0.9637,0.9632,0.9632,0.9637,0.9632,0.9632
0.9625,0.9632,0.9625,0.9626,0.9632,0.9625,0.9626
0.9599,0.9605,0.9599,0.9599,0.9605,0.9599,0.9599
0.9625,0.9631,0.9625,0.9625,0.9631,0.9625,0.9625
0.9632,0.9637,0.9632,0.9632,0.9637,0.9632,0.9632
0.9612,0.9619,0.9612,0.9613,0.9619,0.9612,0.9613
0.9618,0.9624,0.9618,0.9619,0.9624,0.9618,0.9619
0.9605,0.9611,0.9605,0.9606,0.9611,0.9605,0.9606
0.9625,0.9630,0.9625,0.9625,0.9630,0.9625,0.9625
0.9651,0.9657,0.9651,0.9652,0.9657,0.9651,0.9652
0.9612,0.9618,0.9612,0.9612,0.9618,0.9612,0.9612
0.9599,0.9605,0.9599,0.9600,0.9605,0.9599,0.9600
0.9612,0.9618,0.9612,0.9613,0.9618,0.9612,0.9613
0.9618,0.9624,0.9618,0.9619,0.9624,0.9618,0.9619
0.9605,0.9612,0.9605,0.9606,0.9612,0.9605,0.9606
0.9559,0.9571,0.9559,0.9560,0.9571,0.9559,0.9560
0.9559,0.9568,0.9559,0.9559,0.9568,0.9559,0.9559
0.9553,0.9559,0.9553,0.9553,0.9559,0.9553,0.9553
0.9546,0.9559,0.9546,0.9547,0.9559,0.9546,0.9547
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560 0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573 0.9599,0.9609,0.9599,0.9600,0.9609,0.9599,0.9600
0.9599,0.9606,0.9599,0.9599,0.9606,0.9599,0.9599
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9539,0.9549,0.9539,0.9540,0.9549,0.9539,0.9540
0.9559,0.9565,0.9559,0.9559,0.9565,0.9559,0.9559
0.9572,0.9578,0.9572,0.9573,0.9578,0.9572,0.9573
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9546,0.9554,0.9546,0.9547,0.9554,0.9546,0.9547
0.9539,0.9550,0.9539,0.9541,0.9550,0.9539,0.9541
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9553,0.9563,0.9553,0.9554,0.9563,0.9553,0.9554
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9546,0.9553,0.9546,0.9547,0.9553,0.9546,0.9547
0.9559,0.9570,0.9559,0.9561,0.9570,0.9559,0.9561
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9546,0.9559,0.9546,0.9548,0.9559,0.9546,0.9548
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9572,0.9584,0.9572,0.9574,0.9584,0.9572,0.9574
0.9546,0.9558,0.9546,0.9548,0.9558,0.9546,0.9548
0.9559,0.9568,0.9559,0.9560,0.9568,0.9559,0.9560
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9572,0.9582,0.9572,0.9574,0.9582,0.9572,0.9574
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9572,0.9583,0.9572,0.9574,0.9583,0.9572,0.9574
0.9546,0.9560,0.9546,0.9548,0.9560,0.9546,0.9548
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
0.9539,0.9554,0.9539,0.9542,0.9554,0.9539,0.9542
0.9539,0.9552,0.9539,0.9541,0.9552,0.9539,0.9541
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560 0.9559,0.9569,0.9559,0.9560,0.9569,0.9559,0.9560
0.9546,0.9557,0.9546,0.9547,0.9557,0.9546,0.9547
0.9572,0.9583,0.9572,0.9573,0.9583,0.9572,0.9573
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9553,0.9563,0.9553,0.9553,0.9563,0.9553,0.9553
0.9572,0.9584,0.9572,0.9573,0.9584,0.9572,0.9573
0.9526,0.9538,0.9526,0.9528,0.9538,0.9526,0.9528
0.9553,0.9564,0.9553,0.9554,0.9564,0.9553,0.9554
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9546,0.9558,0.9546,0.9547,0.9558,0.9546,0.9547
0.9546,0.9559,0.9546,0.9548,0.9559,0.9546,0.9548
0.9553,0.9566,0.9553,0.9554,0.9566,0.9553,0.9554
0.9553,0.9562,0.9553,0.9553,0.9562,0.9553,0.9553
0.9539,0.9551,0.9539,0.9541,0.9551,0.9539,0.9541
0.9572,0.9595,0.9572,0.9577,0.9595,0.9572,0.9577
0.9605,0.9629,0.9605,0.9610,0.9629,0.9605,0.9610
0.9586,0.9603,0.9586,0.9589,0.9603,0.9586,0.9589
0.9605,0.9626,0.9605,0.9610,0.9626,0.9605,0.9610
0.9592,0.9615,0.9592,0.9597,0.9615,0.9592,0.9597
0.9605,0.9623,0.9605,0.9608,0.9623,0.9605,0.9608
0.9586,0.9607,0.9586,0.9590,0.9607,0.9586,0.9590
0.9579,0.9605,0.9579,0.9584,0.9605,0.9579,0.9584
0.9599,0.9620,0.9599,0.9603,0.9620,0.9599,0.9603
0.9579,0.9600,0.9579,0.9583,0.9600,0.9579,0.9583
0.9579,0.9603,0.9579,0.9584,0.9603,0.9579,0.9584
0.9572,0.9597,0.9572,0.9577,0.9597,0.9572,0.9577
0.9566,0.9591,0.9566,0.9571,0.9591,0.9566,0.9571
0.9572,0.9595,0.9572,0.9577,0.9595,0.9572,0.9577
0.9586,0.9606,0.9586,0.9590,0.9606,0.9586,0.9590
0.9579,0.9604,0.9579,0.9584,0.9604,0.9579,0.9584
0.9572,0.9597,0.9572,0.9577,0.9597,0.9572,0.9577
0.9579,0.9600,0.9579,0.9583,0.9600,0.9579,0.9583
0.9586,0.9606,0.9586,0.9590,0.9606,0.9586,0.9590
0.9553,0.9582,0.9553,0.9559,0.9582,0.9553,0.9559
0.9599,0.9603,0.9599,0.9598,0.9603,0.9599,0.9598
0.9605,0.9612,0.9605,0.9606,0.9612,0.9605,0.9606
0.9592,0.9596,0.9592,0.9592,0.9596,0.9592,0.9592
0.9599,0.9604,0.9599,0.9599,0.9604,0.9599,0.9599
0.9605,0.9610,0.9605,0.9605,0.9610,0.9605,0.9605
0.9645,0.9650,0.9645,0.9645,0.9650,0.9645,0.9645
0.9632,0.9637,0.9632,0.9632,0.9637,0.9632,0.9632
0.9599,0.9604,0.9599,0.9599,0.9604,0.9599,0.9599
0.9612,0.9616,0.9612,0.9611,0.9616,0.9612,0.9611
0.9599,0.9605,0.9599,0.9599,0.9605,0.9599,0.9599
0.9599,0.9604,0.9599,0.9598,0.9604,0.9599,0.9598
0.9599,0.9603,0.9599,0.9598,0.9603,0.9599,0.9598
0.9592,0.9597,0.9592,0.9592,0.9597,0.9592,0.9592
0.9599,0.9605,0.9599,0.9599,0.9605,0.9599,0.9599
0.9632,0.9636,0.9632,0.9631,0.9636,0.9632,0.9631
0.9592,0.9598,0.9592,0.9592,0.9598,0.9592,0.9592
0.9599,0.9604,0.9599,0.9599,0.9604,0.9599,0.9599
0.9605,0.9610,0.9605,0.9605,0.9610,0.9605,0.9605
0.9625,0.9630,0.9625,0.9625,0.9630,0.9625,0.9625
0.9592,0.9599,0.9592,0.9593,0.9599,0.9592,0.9593
0.9572,0.9580,0.9572,0.9573,0.9580,0.9572,0.9573
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9586,0.9597,0.9586,0.9587,0.9597,0.9586,0.9587
0.9605,0.9611,0.9605,0.9605,0.9611,0.9605,0.9605
0.9612,0.9619,0.9612,0.9612,0.9619,0.9612,0.9612
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9572,0.9583,0.9572,0.9574,0.9583,0.9572,0.9574
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9559,0.9570,0.9559,0.9560,0.9570,0.9559,0.9560
0.9586,0.9589,0.9586,0.9585,0.9589,0.9586,0.9585
0.9612,0.9617,0.9612,0.9612,0.9617,0.9612,0.9612
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9579,0.9587,0.9579,0.9580,0.9587,0.9579,0.9580
0.9592,0.9600,0.9592,0.9593,0.9600,0.9592,0.9593
0.9572,0.9581,0.9572,0.9573,0.9581,0.9572,0.9573
0.9559,0.9570,0.9559,0.9560,0.9570,0.9559,0.9560
0.9553,0.9563,0.9553,0.9553,0.9563,0.9553,0.9553
0.9566,0.9573,0.9566,0.9566,0.9573,0.9566,0.9566
0.9572,0.9582,0.9572,0.9573,0.9582,0.9572,0.9573
0.9553,0.9561,0.9553,0.9553,0.9561,0.9553,0.9553
0.9579,0.9587,0.9579,0.9579,0.9587,0.9579,0.9579
0.9579,0.9586,0.9579,0.9579,0.9586,0.9579,0.9579
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9586,0.9593,0.9586,0.9586,0.9593,0.9586,0.9586
0.9546,0.9555,0.9546,0.9546,0.9555,0.9546,0.9546
0.9559,0.9568,0.9559,0.9559,0.9568,0.9559,0.9559
0.9559,0.9568,0.9559,0.9559,0.9568,0.9559,0.9559
0.9546,0.9554,0.9546,0.9546,0.9554,0.9546,0.9546
0.9539,0.9549,0.9539,0.9540,0.9549,0.9539,0.9540
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9553,0.9563,0.9553,0.9553,0.9563,0.9553,0.9553
0.9533,0.9543,0.9533,0.9534,0.9543,0.9533,0.9534
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9553,0.9562,0.9553,0.9554,0.9562,0.9553,0.9554
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9566,0.9575,0.9566,0.9566,0.9575,0.9566,0.9566
0.9553,0.9565,0.9553,0.9553,0.9565,0.9553,0.9553
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9572,0.9584,0.9572,0.9573,0.9584,0.9572,0.9573
0.9592,0.9603,0.9592,0.9592,0.9603,0.9592,0.9592
0.9599,0.9610,0.9599,0.9599,0.9610,0.9599,0.9599
0.9539,0.9550,0.9539,0.9539,0.9550,0.9539,0.9539
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9572,0.9581,0.9572,0.9572,0.9581,0.9572,0.9572
0.9572,0.9579,0.9572,0.9572,0.9579,0.9572,0.9572
0.9559,0.9572,0.9559,0.9560,0.9572,0.9559,0.9560
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9533,0.9544,0.9533,0.9533,0.9544,0.9533,0.9533
0.9592,0.9602,0.9592,0.9593,0.9602,0.9592,0.9593
0.9559,0.9569,0.9559,0.9559,0.9569,0.9559,0.9559
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9553,0.9563,0.9553,0.9553,0.9563,0.9553,0.9553
0.9572,0.9580,0.9572,0.9572,0.9580,0.9572,0.9572
0.9546,0.9555,0.9546,0.9546,0.9555,0.9546,0.9546
0.9500,0.9516,0.9500,0.9502,0.9516,0.9500,0.9502
0.9507,0.9525,0.9507,0.9509,0.9525,0.9507,0.9509
0.9513,0.9529,0.9513,0.9515,0.9529,0.9513,0.9515
0.9520,0.9534,0.9520,0.9521,0.9534,0.9520,0.9521
0.9526,0.9541,0.9526,0.9528,0.9541,0.9526,0.9528
0.9566,0.9581,0.9566,0.9568,0.9581,0.9566,0.9568
0.9513,0.9530,0.9513,0.9515,0.9530,0.9513,0.9515
0.9500,0.9517,0.9500,0.9502,0.9517,0.9500,0.9502
0.9513,0.9529,0.9513,0.9515,0.9529,0.9513,0.9515
0.9520,0.9532,0.9520,0.9521,0.9532,0.9520,0.9521
0.9513,0.9529,0.9513,0.9515,0.9529,0.9513,0.9515
0.9507,0.9524,0.9507,0.9509,0.9524,0.9507,0.9509
0.9507,0.9525,0.9507,0.9509,0.9525,0.9507,0.9509
0.9520,0.9535,0.9520,0.9522,0.9535,0.9520,0.9522
0.9539,0.9556,0.9539,0.9541,0.9556,0.9539,0.9541
0.9513,0.9530,0.9513,0.9515,0.9530,0.9513,0.9515
0.9500,0.9520,0.9500,0.9503,0.9520,0.9500,0.9503
0.9520,0.9539,0.9520,0.9522,0.9539,0.9520,0.9522
0.9513,0.9529,0.9513,0.9515,0.9529,0.9513,0.9515
0.9513,0.9530,0.9513,0.9516,0.9530,0.9513,0.9516
0.9526,0.9538,0.9526,0.9527,0.9538,0.9526,0.9527
0.9513,0.9526,0.9513,0.9514,0.9526,0.9513,0.9514
0.9526,0.9543,0.9526,0.9528,0.9543,0.9526,0.9528
0.9520,0.9532,0.9520,0.9521,0.9532,0.9520,0.9521
0.9533,0.9548,0.9533,0.9535,0.9548,0.9533,0.9535
0.9553,0.9570,0.9553,0.9555,0.9570,0.9553,0.9555
0.9533,0.9551,0.9533,0.9535,0.9551,0.9533,0.9535
0.9500,0.9517,0.9500,0.9502,0.9517,0.9500,0.9502
0.9513,0.9529,0.9513,0.9515,0.9529,0.9513,0.9515
0.9526,0.9542,0.9526,0.9528,0.9542,0.9526,0.9528
0.9533,0.9546,0.9533,0.9534,0.9546,0.9533,0.9534
0.9526,0.9543,0.9526,0.9528,0.9543,0.9526,0.9528
0.9520,0.9533,0.9520,0.9521,0.9533,0.9520,0.9521
0.9513,0.9530,0.9513,0.9515,0.9530,0.9513,0.9515
0.9546,0.9560,0.9546,0.9547,0.9560,0.9546,0.9547
0.9526,0.9543,0.9526,0.9528,0.9543,0.9526,0.9528
0.9507,0.9523,0.9507,0.9508,0.9523,0.9507,0.9508
0.9520,0.9534,0.9520,0.9521,0.9534,0.9520,0.9521
0.9520,0.9533,0.9520,0.9521,0.9533,0.9520,0.9521
0.9520,0.9535,0.9520,0.9522,0.9535,0.9520,0.9522
0.9553,0.9562,0.9553,0.9552,0.9562,0.9553,0.9552
0.9539,0.9551,0.9539,0.9540,0.9551,0.9539,0.9540
0.9553,0.9565,0.9553,0.9553,0.9565,0.9553,0.9553
0.9546,0.9557,0.9546,0.9546,0.9557,0.9546,0.9546
0.9553,0.9563,0.9553,0.9552,0.9563,0.9553,0.9552
0.9586,0.9599,0.9586,0.9586,0.9599,0.9586,0.9586
0.9566,0.9575,0.9566,0.9565,0.9575,0.9566,0.9565
0.9553,0.9566,0.9553,0.9553,0.9566,0.9553,0.9553
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9546,0.9556,0.9546,0.9546,0.9556,0.9546,0.9546
0.9553,0.9563,0.9553,0.9552,0.9563,0.9553,0.9552
0.9546,0.9554,0.9546,0.9545,0.9554,0.9546,0.9545
0.9526,0.9538,0.9526,0.9527,0.9538,0.9526,0.9527
0.9553,0.9564,0.9553,0.9553,0.9564,0.9553,0.9553
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9553,0.9565,0.9553,0.9553,0.9565,0.9553,0.9553
0.9526,0.9540,0.9526,0.9527,0.9540,0.9526,0.9527
0.9533,0.9546,0.9533,0.9533,0.9546,0.9533,0.9533
0.9546,0.9555,0.9546,0.9546,0.9555,0.9546,0.9546
0.9546,0.9554,0.9546,0.9546,0.9554,0.9546,0.9546
0.9500,0.9513,0.9500,0.9501,0.9513,0.9500,0.9501
0.9526,0.9537,0.9526,0.9527,0.9537,0.9526,0.9527
0.9500,0.9510,0.9500,0.9501,0.9510,0.9500,0.9501
0.9507,0.9519,0.9507,0.9507,0.9519,0.9507,0.9507
0.9500,0.9513,0.9500,0.9501,0.9513,0.9500,0.9501
0.9566,0.9580,0.9566,0.9567,0.9580,0.9566,0.9567
0.9526,0.9539,0.9526,0.9527,0.9539,0.9526,0.9527
0.9507,0.9521,0.9507,0.9508,0.9521,0.9507,0.9508
0.9513,0.9525,0.9513,0.9513,0.9525,0.9513,0.9513
0.9507,0.9518,0.9507,0.9507,0.9518,0.9507,0.9507
0.9520,0.9533,0.9520,0.9521,0.9533,0.9520,0.9521
0.9526,0.9542,0.9526,0.9528,0.9542,0.9526,0.9528
0.9500,0.9513,0.9500,0.9501,0.9513,0.9500,0.9501
0.9513,0.9527,0.9513,0.9514,0.9527,0.9513,0.9514
0.9539,0.9550,0.9539,0.9540,0.9550,0.9539,0.9540
0.9513,0.9526,0.9513,0.9514,0.9526,0.9513,0.9514
0.9500,0.9513,0.9500,0.9501,0.9513,0.9500,0.9501
0.9526,0.9538,0.9526,0.9527,0.9538,0.9526,0.9527
0.9526,0.9535,0.9526,0.9526,0.9535,0.9526,0.9526
0.9520,0.9531,0.9520,0.9521,0.9531,0.9520,0.9521
0.9572,0.9584,0.9572,0.9573,0.9584,0.9572,0.9573
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9586,0.9598,0.9586,0.9587,0.9598,0.9586,0.9587
0.9566,0.9580,0.9566,0.9568,0.9580,0.9566,0.9568
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9618,0.9630,0.9618,0.9620,0.9630,0.9618,0.9620
0.9605,0.9615,0.9605,0.9606,0.9615,0.9605,0.9606
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9579,0.9589,0.9579,0.9580,0.9589,0.9579,0.9580
0.9586,0.9595,0.9586,0.9586,0.9595,0.9586,0.9586
0.9592,0.9605,0.9592,0.9594,0.9605,0.9592,0.9594
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9579,0.9590,0.9579,0.9580,0.9590,0.9579,0.9580
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9586,0.9597,0.9586,0.9587,0.9597,0.9586,0.9587
0.9559,0.9571,0.9559,0.9561,0.9571,0.9559,0.9561
0.9572,0.9586,0.9572,0.9574,0.9586,0.9572,0.9574
0.9592,0.9601,0.9592,0.9593,0.9601,0.9592,0.9593
0.9599,0.9606,0.9599,0.9600,0.9606,0.9599,0.9600
0.9533,0.9549,0.9533,0.9535,0.9549,0.9533,0.9535
0.9533,0.9550,0.9533,0.9535,0.9550,0.9533,0.9535
0.9539,0.9556,0.9539,0.9542,0.9556,0.9539,0.9542
0.9533,0.9549,0.9533,0.9535,0.9549,0.9533,0.9535
0.9553,0.9571,0.9553,0.9555,0.9571,0.9553,0.9555
0.9586,0.9601,0.9586,0.9587,0.9601,0.9586,0.9587
0.9539,0.9556,0.9539,0.9542,0.9556,0.9539,0.9542
0.9520,0.9538,0.9520,0.9522,0.9538,0.9520,0.9522
0.9533,0.9551,0.9533,0.9536,0.9551,0.9533,0.9536
0.9553,0.9566,0.9553,0.9555,0.9566,0.9553,0.9555 0.9553,0.9566,0.9553,0.9555,0.9566,0.9553,0.9555
0.9533,0.9548,0.9533,0.9535,0.9548,0.9533,0.9535
0.9546,0.9565,0.9546,0.9549,0.9565,0.9546,0.9549
0.9553,0.9570,0.9553,0.9555,0.9570,0.9553,0.9555
0.9533,0.9552,0.9533,0.9536,0.9552,0.9533,0.9536
0.9546,0.9561,0.9546,0.9548,0.9561,0.9546,0.9548
0.9539,0.9557,0.9539,0.9542,0.9557,0.9539,0.9542
0.9520,0.9537,0.9520,0.9522,0.9537,0.9520,0.9522
0.9533,0.9551,0.9533,0.9535,0.9551,0.9533,0.9535
0.9553,0.9565,0.9553,0.9554,0.9565,0.9553,0.9554
0.9533,0.9552,0.9533,0.9536,0.9552,0.9533,0.9536
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9579,0.9592,0.9579,0.9580,0.9592,0.9579,0.9580
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9586,0.9598,0.9586,0.9586,0.9598,0.9586,0.9586
0.9586,0.9597,0.9586,0.9586,0.9597,0.9586,0.9586
0.9625,0.9633,0.9625,0.9626,0.9633,0.9625,0.9626
0.9586,0.9596,0.9586,0.9586,0.9596,0.9586,0.9586
0.9572,0.9585,0.9572,0.9573,0.9585,0.9572,0.9573
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9579,0.9590,0.9579,0.9579,0.9590,0.9579,0.9579
0.9579,0.9588,0.9579,0.9579,0.9588,0.9579,0.9579
0.9572,0.9583,0.9572,0.9573,0.9583,0.9572,0.9573
0.9559,0.9570,0.9559,0.9560,0.9570,0.9559,0.9560
0.9572,0.9582,0.9572,0.9573,0.9582,0.9572,0.9573
0.9599,0.9609,0.9599,0.9599,0.9609,0.9599,0.9599
0.9592,0.9603,0.9592,0.9593,0.9603,0.9592,0.9593
0.9566,0.9577,0.9566,0.9567,0.9577,0.9566,0.9567
0.9572,0.9582,0.9572,0.9573,0.9582,0.9572,0.9573
0.9599,0.9609,0.9599,0.9599,0.9609,0.9599,0.9599
0.9579,0.9588,0.9579,0.9580,0.9588,0.9579,0.9580
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
2 0.9526 0.9520 0.9538 0.9531 0.9526 0.9520 0.9526 0.9519 0.9538 0.9531 0.9526 0.9520 0.9526 0.9519
3 0.9533 0.9520 0.9545 0.9530 0.9533 0.9520 0.9533 0.9519 0.9545 0.9530 0.9533 0.9520 0.9533 0.9519
4 0.9533 0.9520 0.9546 0.9530 0.9533 0.9520 0.9533 0.9519 0.9546 0.9530 0.9533 0.9520 0.9533 0.9519
5 0.9513 0.9527 0.9513 0.9514 0.9527 0.9513 0.9514
6 0.9546 0.9553 0.9546 0.9545 0.9553 0.9546 0.9545
7 0.9507 0.9517 0.9507 0.9507 0.9517 0.9507 0.9507
8 0.9513 0.9527 0.9513 0.9513 0.9527 0.9513 0.9513
9 0.9559 0.9573 0.9559 0.9560 0.9573 0.9559 0.9560
10 0.9526 0.9538 0.9526 0.9527 0.9538 0.9526 0.9527
11 0.9493 0.9507 0.9493 0.9494 0.9507 0.9493 0.9494
12 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
13 0.9533 0.9513 0.9542 0.9526 0.9533 0.9513 0.9532 0.9513 0.9542 0.9526 0.9533 0.9513 0.9532 0.9513
14 0.9572 0.9533 0.9581 0.9546 0.9572 0.9533 0.9572 0.9534 0.9581 0.9546 0.9572 0.9533 0.9572 0.9534
15 0.9559 0.9500 0.9569 0.9513 0.9559 0.9500 0.9559 0.9500 0.9569 0.9513 0.9559 0.9500 0.9559 0.9500
16 0.9533 0.9487 0.9544 0.9498 0.9533 0.9487 0.9533 0.9487 0.9544 0.9498 0.9533 0.9487 0.9533 0.9487
17 0.9546 0.9507 0.9556 0.9518 0.9546 0.9507 0.9546 0.9506 0.9556 0.9518 0.9546 0.9507 0.9546 0.9506
18 0.9553 0.9566 0.9564 0.9579 0.9553 0.9566 0.9553 0.9566 0.9564 0.9579 0.9553 0.9566 0.9553 0.9566
19 0.9546 0.9507 0.9558 0.9519 0.9546 0.9507 0.9546 0.9507 0.9558 0.9519 0.9546 0.9507 0.9546 0.9507
20 0.9539 0.9500 0.9551 0.9515 0.9539 0.9500 0.9540 0.9501 0.9551 0.9515 0.9539 0.9500 0.9540 0.9501
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
21 0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
22 0.9546 0.9556 0.9558 0.9546 0.9547 0.9556 0.9558 0.9546 0.9547
23 0.9546 0.9586 0.9556 0.9596 0.9546 0.9586 0.9546 0.9587 0.9556 0.9596 0.9546 0.9586 0.9546 0.9587
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9546 0.9558 0.9546 0.9546 0.9558 0.9546 0.9546
0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
0.9559 0.9571 0.9559 0.9559 0.9571 0.9559 0.9559
0.9520 0.9532 0.9520 0.9520 0.9532 0.9520 0.9520
0.9546 0.9556 0.9546 0.9547 0.9556 0.9546 0.9547
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9533 0.9542 0.9533 0.9533 0.9542 0.9533 0.9533
0.9526 0.9538 0.9526 0.9526 0.9538 0.9526 0.9526
0.9533 0.9545 0.9533 0.9533 0.9545 0.9533 0.9533
0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9533 0.9542 0.9533 0.9532 0.9542 0.9533 0.9532
0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
0.9586 0.9592 0.9586 0.9586 0.9592 0.9586 0.9586
0.9572 0.9578 0.9572 0.9573 0.9578 0.9572 0.9573
0.9592 0.9598 0.9592 0.9592 0.9598 0.9592 0.9592
0.9586 0.9591 0.9586 0.9585 0.9591 0.9586 0.9585
0.9599 0.9604 0.9599 0.9599 0.9604 0.9599 0.9599
0.9592 0.9599 0.9592 0.9592 0.9599 0.9592 0.9592
24 0.9572 0.9579 0.9572 0.9572 0.9579 0.9572 0.9572
25 0.9572 0.9559 0.9579 0.9570 0.9572 0.9559 0.9572 0.9560 0.9579 0.9570 0.9572 0.9559 0.9572 0.9560
26 0.9566 0.9586 0.9572 0.9594 0.9566 0.9586 0.9566 0.9586 0.9572 0.9594 0.9566 0.9586 0.9566 0.9586
27 0.9592 0.9599 0.9606 0.9592 0.9593 0.9594 0.9599 0.9606 0.9592 0.9593 0.9594
28 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
29 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
30 0.9579 0.9587 0.9579 0.9579 0.9587 0.9579 0.9579
31 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
32 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
33 0.9579 0.9591 0.9579 0.9580 0.9591 0.9579 0.9580
34 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
35 0.9572 0.9583 0.9572 0.9573 0.9583 0.9572 0.9573
36 0.9599 0.9609 0.9599 0.9600 0.9609 0.9599 0.9600
37 0.9566 0.9576 0.9566 0.9566 0.9576 0.9566 0.9566
38 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
39 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
40 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
41 0.9539 0.9550 0.9539 0.9541 0.9550 0.9539 0.9541
42 0.9559 0.9563 0.9559 0.9558 0.9563 0.9559 0.9558
43 0.9579 0.9583 0.9579 0.9578 0.9583 0.9579 0.9578
44 0.9572 0.9575 0.9572 0.9571 0.9575 0.9572 0.9571
45 0.9546 0.9550 0.9546 0.9545 0.9550 0.9546 0.9545
46 0.9559 0.9564 0.9559 0.9558 0.9564 0.9559 0.9558
47 0.9579 0.9585 0.9579 0.9579 0.9585 0.9579 0.9579
48 0.9572 0.9579 0.9572 0.9572 0.9579 0.9572 0.9572
49 0.9539 0.9546 0.9539 0.9539 0.9546 0.9539 0.9539
50 0.9559 0.9564 0.9559 0.9558 0.9564 0.9559 0.9558
51 0.9566 0.9569 0.9566 0.9565 0.9569 0.9566 0.9565
52 0.9572 0.9578 0.9572 0.9572 0.9578 0.9572 0.9572
53 0.9546 0.9550 0.9546 0.9545 0.9550 0.9546 0.9545
54 0.9553 0.9558 0.9553 0.9552 0.9558 0.9553 0.9552
55 0.9539 0.9545 0.9539 0.9539 0.9545 0.9539 0.9539
56 0.9612 0.9616 0.9612 0.9611 0.9616 0.9612 0.9611
57 0.9553 0.9558 0.9553 0.9552 0.9558 0.9553 0.9552
58 0.9539 0.9544 0.9539 0.9539 0.9544 0.9539 0.9539
59 0.9553 0.9557 0.9553 0.9552 0.9557 0.9553 0.9552
60 0.9586 0.9590 0.9586 0.9584 0.9590 0.9586 0.9584
61 0.9546 0.9552 0.9546 0.9545 0.9552 0.9546 0.9545
62 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
63 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
64 0.9599 0.9606 0.9599 0.9599 0.9606 0.9599 0.9599
65 0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
66 0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
67 0.9579 0.9591 0.9579 0.9580 0.9591 0.9579 0.9580
68 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
69 0.9553 0.9563 0.9553 0.9553 0.9563 0.9553 0.9553
70 0.9586 0.9593 0.9586 0.9586 0.9593 0.9586 0.9586
71 0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
72 0.9566 0.9576 0.9566 0.9567 0.9576 0.9566 0.9567
73 0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
74 0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
75 0.9566 0.9577 0.9566 0.9567 0.9577 0.9566 0.9567
76 0.9599 0.9611 0.9599 0.9600 0.9611 0.9599 0.9600
77 0.9566 0.9578 0.9566 0.9567 0.9578 0.9566 0.9567
78 0.9539 0.9551 0.9539 0.9541 0.9551 0.9539 0.9541
79 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
80 0.9579 0.9587 0.9579 0.9579 0.9587 0.9579 0.9579
81 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
82 0.9539 0.9546 0.9539 0.9539 0.9546 0.9539 0.9539
83 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
84 0.9579 0.9582 0.9579 0.9578 0.9582 0.9579 0.9578
85 0.9546 0.9553 0.9546 0.9546 0.9553 0.9546 0.9546
86 0.9546 0.9553 0.9546 0.9546 0.9553 0.9546 0.9546
87 0.9599 0.9608 0.9599 0.9599 0.9608 0.9599 0.9599
88 0.9553 0.9558 0.9553 0.9553 0.9558 0.9553 0.9553
89 0.9539 0.9548 0.9539 0.9540 0.9548 0.9539 0.9540
90 0.9559 0.9567 0.9559 0.9559 0.9567 0.9559 0.9559
91 0.9566 0.9571 0.9566 0.9566 0.9571 0.9566 0.9566
92 0.9566 0.9573 0.9566 0.9566 0.9573 0.9566 0.9566
93 0.9539 0.9546 0.9539 0.9539 0.9546 0.9539 0.9539
94 0.9526 0.9533 0.9526 0.9526 0.9533 0.9526 0.9526
95 0.9546 0.9552 0.9546 0.9546 0.9552 0.9546 0.9546
96 0.9592 0.9599 0.9592 0.9593 0.9599 0.9592 0.9593
97 0.9546 0.9553 0.9546 0.9546 0.9553 0.9546 0.9546
98 0.9526 0.9534 0.9526 0.9527 0.9534 0.9526 0.9527
99 0.9553 0.9560 0.9553 0.9553 0.9560 0.9553 0.9553
100 0.9566 0.9572 0.9566 0.9566 0.9572 0.9566 0.9566
101 0.9533 0.9542 0.9533 0.9534 0.9542 0.9533 0.9534
102 0.9566 0.9573 0.9566 0.9566 0.9573 0.9566 0.9566
103 0.9579 0.9587 0.9579 0.9579 0.9587 0.9579 0.9579
104 0.9566 0.9571 0.9566 0.9566 0.9571 0.9566 0.9566
105 0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
106 0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
107 0.9605 0.9613 0.9605 0.9606 0.9613 0.9605 0.9606
108 0.9586 0.9592 0.9586 0.9586 0.9592 0.9586 0.9586
109 0.9572 0.9578 0.9572 0.9572 0.9578 0.9572 0.9572
0.9618 0.9624 0.9618 0.9619 0.9624 0.9618 0.9619
0.9586 0.9591 0.9586 0.9586 0.9591 0.9586 0.9586
0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
0.9612 0.9616 0.9612 0.9612 0.9616 0.9612 0.9612
0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
0.9579 0.9587 0.9579 0.9580 0.9587 0.9579 0.9580
0.9572 0.9581 0.9572 0.9574 0.9581 0.9572 0.9574
0.9579 0.9590 0.9579 0.9581 0.9590 0.9579 0.9581
0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9605 0.9615 0.9605 0.9607 0.9615 0.9605 0.9607
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
0.9586 0.9598 0.9586 0.9587 0.9598 0.9586 0.9587
0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
0.9566 0.9579 0.9566 0.9568 0.9579 0.9566 0.9568
0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
0.9559 0.9571 0.9559 0.9561 0.9571 0.9559 0.9561
0.9566 0.9578 0.9566 0.9568 0.9578 0.9566 0.9568
0.9559 0.9572 0.9559 0.9561 0.9572 0.9559 0.9561
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9572 0.9585 0.9572 0.9574 0.9585 0.9572 0.9574
0.9539 0.9548 0.9539 0.9541 0.9548 0.9539 0.9541
0.9546 0.9556 0.9546 0.9548 0.9556 0.9546 0.9548
0.9553 0.9562 0.9553 0.9554 0.9562 0.9553 0.9554
0.9533 0.9543 0.9533 0.9535 0.9543 0.9533 0.9535
0.9553 0.9562 0.9553 0.9555 0.9562 0.9553 0.9555
0.9579 0.9590 0.9579 0.9581 0.9590 0.9579 0.9581
0.9579 0.9589 0.9579 0.9581 0.9589 0.9579 0.9581
0.9539 0.9551 0.9539 0.9542 0.9551 0.9539 0.9542
0.9546 0.9554 0.9546 0.9548 0.9554 0.9546 0.9548
0.9546 0.9556 0.9546 0.9548 0.9556 0.9546 0.9548
0.9553 0.9563 0.9553 0.9555 0.9563 0.9553 0.9555
0.9533 0.9543 0.9533 0.9535 0.9543 0.9533 0.9535
0.9533 0.9545 0.9533 0.9535 0.9545 0.9533 0.9535
0.9539 0.9549 0.9539 0.9541 0.9549 0.9539 0.9541
0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
0.9546 0.9555 0.9546 0.9548 0.9555 0.9546 0.9548
0.9533 0.9545 0.9533 0.9535 0.9545 0.9533 0.9535
0.9539 0.9550 0.9539 0.9542 0.9550 0.9539 0.9542
0.9546 0.9557 0.9546 0.9548 0.9557 0.9546 0.9548
0.9539 0.9550 0.9539 0.9542 0.9550 0.9539 0.9542
0.9559 0.9577 0.9559 0.9562 0.9577 0.9559 0.9562
0.9553 0.9571 0.9553 0.9556 0.9571 0.9553 0.9556
0.9559 0.9576 0.9559 0.9562 0.9576 0.9559 0.9562
0.9546 0.9563 0.9546 0.9549 0.9563 0.9546 0.9549
0.9553 0.9571 0.9553 0.9556 0.9571 0.9553 0.9556
0.9586 0.9602 0.9586 0.9588 0.9602 0.9586 0.9588
0.9579 0.9594 0.9579 0.9582 0.9594 0.9579 0.9582
0.9533 0.9552 0.9533 0.9536 0.9552 0.9533 0.9536
0.9533 0.9549 0.9533 0.9536 0.9549 0.9533 0.9536
0.9553 0.9577 0.9553 0.9557 0.9577 0.9553 0.9557
0.9546 0.9563 0.9546 0.9549 0.9563 0.9546 0.9549
0.9539 0.9557 0.9539 0.9543 0.9557 0.9539 0.9543
0.9526 0.9545 0.9526 0.9530 0.9545 0.9526 0.9530
0.9539 0.9557 0.9539 0.9542 0.9557 0.9539 0.9542
0.9572 0.9590 0.9572 0.9576 0.9590 0.9572 0.9576
0.9526 0.9545 0.9526 0.9530 0.9545 0.9526 0.9530
0.9526 0.9546 0.9526 0.9530 0.9546 0.9526 0.9530
0.9520 0.9540 0.9520 0.9523 0.9540 0.9520 0.9523
0.9559 0.9574 0.9559 0.9562 0.9574 0.9559 0.9562
0.9546 0.9565 0.9546 0.9550 0.9565 0.9546 0.9550
0.9553 0.9561 0.9553 0.9554 0.9561 0.9553 0.9554
0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
0.9559 0.9565 0.9559 0.9560 0.9565 0.9559 0.9560
0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
0.9579 0.9586 0.9579 0.9580 0.9586 0.9579 0.9580
0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
0.9566 0.9575 0.9566 0.9567 0.9575 0.9566 0.9567
0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
0.9546 0.9555 0.9546 0.9547 0.9555 0.9546 0.9547
0.9559 0.9567 0.9559 0.9560 0.9567 0.9559 0.9560
0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
0.9546 0.9554 0.9546 0.9547 0.9554 0.9546 0.9547
0.9553 0.9563 0.9553 0.9554 0.9563 0.9553 0.9554
0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
0.9579 0.9586 0.9579 0.9580 0.9586 0.9579 0.9580
0.9566 0.9576 0.9566 0.9567 0.9576 0.9566 0.9567
0.9572 0.9580 0.9572 0.9572 0.9580 0.9572 0.9572
110 0.9592 0.9597 0.9592 0.9592 0.9597 0.9592 0.9592
111 0.9612 0.9566 0.9617 0.9571 0.9612 0.9566 0.9611 0.9566 0.9617 0.9571 0.9612 0.9566 0.9611 0.9566
112 0.9579 0.9566 0.9585 0.9574 0.9579 0.9566 0.9579 0.9566 0.9585 0.9574 0.9579 0.9566 0.9579 0.9566
113 0.9599 0.9566 0.9607 0.9572 0.9599 0.9566 0.9599 0.9566 0.9607 0.9572 0.9599 0.9566 0.9599 0.9566
114 0.9618 0.9572 0.9627 0.9578 0.9618 0.9572 0.9619 0.9572 0.9627 0.9578 0.9618 0.9572 0.9619 0.9572
115 0.9618 0.9572 0.9626 0.9578 0.9618 0.9572 0.9619 0.9572 0.9626 0.9578 0.9618 0.9572 0.9619 0.9572
116 0.9586 0.9592 0.9592 0.9599 0.9586 0.9592 0.9585 0.9592 0.9592 0.9599 0.9586 0.9592 0.9585 0.9592
0.9599 0.9606 0.9599 0.9599 0.9606 0.9599 0.9599
0.9586 0.9592 0.9586 0.9585 0.9592 0.9586 0.9585
0.9592 0.9601 0.9592 0.9592 0.9601 0.9592 0.9592
0.9592 0.9600 0.9592 0.9592 0.9600 0.9592 0.9592
0.9586 0.9592 0.9586 0.9585 0.9592 0.9586 0.9585
0.9599 0.9607 0.9599 0.9599 0.9607 0.9599 0.9599
0.9632 0.9638 0.9632 0.9632 0.9638 0.9632 0.9632
0.9586 0.9593 0.9586 0.9585 0.9593 0.9586 0.9585
0.9566 0.9573 0.9566 0.9566 0.9573 0.9566 0.9566
0.9605 0.9614 0.9605 0.9605 0.9614 0.9605 0.9605
0.9605 0.9611 0.9605 0.9605 0.9611 0.9605 0.9605
0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
0.9579 0.9592 0.9579 0.9581 0.9592 0.9579 0.9581
0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
0.9605 0.9617 0.9605 0.9607 0.9617 0.9605 0.9607
0.9586 0.9595 0.9586 0.9587 0.9595 0.9586 0.9587
0.9605 0.9615 0.9605 0.9606 0.9615 0.9605 0.9606
0.9618 0.9627 0.9618 0.9619 0.9627 0.9618 0.9619
0.9638 0.9647 0.9638 0.9639 0.9647 0.9638 0.9639
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9605 0.9616 0.9605 0.9607 0.9616 0.9605 0.9607
0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
0.9599 0.9608 0.9599 0.9600 0.9608 0.9599 0.9600
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9572 0.9585 0.9572 0.9574 0.9585 0.9572 0.9574
0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
0.9612 0.9621 0.9612 0.9613 0.9621 0.9612 0.9613
0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
0.9586 0.9596 0.9586 0.9587 0.9596 0.9586 0.9587
0.9592 0.9604 0.9592 0.9594 0.9604 0.9592 0.9594
0.9605 0.9613 0.9605 0.9606 0.9613 0.9605 0.9606
0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
0.9546 0.9555 0.9546 0.9547 0.9555 0.9546 0.9547
117 0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
118 0.9553 0.9559 0.9563 0.9567 0.9553 0.9559 0.9554 0.9560 0.9563 0.9567 0.9553 0.9559 0.9554 0.9560
119 0.9559 0.9566 0.9559 0.9559 0.9566 0.9559 0.9559
120 0.9612 0.9618 0.9612 0.9612 0.9618 0.9612 0.9612
121 0.9566 0.9574 0.9566 0.9567 0.9574 0.9566 0.9567
122 0.9632 0.9636 0.9632 0.9632 0.9636 0.9632 0.9632
123 0.9612 0.9617 0.9612 0.9612 0.9617 0.9612 0.9612
124 0.9638 0.9642 0.9638 0.9638 0.9642 0.9638 0.9638
125 0.9612 0.9618 0.9612 0.9613 0.9618 0.9612 0.9613
126 0.9618 0.9623 0.9618 0.9619 0.9623 0.9618 0.9619
127 0.9632 0.9637 0.9632 0.9632 0.9637 0.9632 0.9632
128 0.9625 0.9632 0.9625 0.9626 0.9632 0.9625 0.9626
129 0.9599 0.9605 0.9599 0.9599 0.9605 0.9599 0.9599
130 0.9625 0.9631 0.9625 0.9625 0.9631 0.9625 0.9625
131 0.9632 0.9637 0.9632 0.9632 0.9637 0.9632 0.9632
132 0.9612 0.9619 0.9612 0.9613 0.9619 0.9612 0.9613
133 0.9618 0.9624 0.9618 0.9619 0.9624 0.9618 0.9619
134 0.9605 0.9611 0.9605 0.9606 0.9611 0.9605 0.9606
135 0.9625 0.9630 0.9625 0.9625 0.9630 0.9625 0.9625
136 0.9651 0.9657 0.9651 0.9652 0.9657 0.9651 0.9652
137 0.9612 0.9618 0.9612 0.9612 0.9618 0.9612 0.9612
138 0.9599 0.9605 0.9599 0.9600 0.9605 0.9599 0.9600
139 0.9612 0.9618 0.9612 0.9613 0.9618 0.9612 0.9613
140 0.9618 0.9624 0.9618 0.9619 0.9624 0.9618 0.9619
141 0.9605 0.9612 0.9605 0.9606 0.9612 0.9605 0.9606
142 0.9559 0.9571 0.9559 0.9560 0.9571 0.9559 0.9560
143 0.9559 0.9568 0.9559 0.9559 0.9568 0.9559 0.9559
144 0.9553 0.9559 0.9553 0.9553 0.9559 0.9553 0.9553
145 0.9546 0.9559 0.9546 0.9547 0.9559 0.9546 0.9547
146 0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
147 0.9572 0.9599 0.9578 0.9609 0.9572 0.9599 0.9573 0.9600 0.9578 0.9609 0.9572 0.9599 0.9573 0.9600
0.9599 0.9606 0.9599 0.9599 0.9606 0.9599 0.9599
0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
0.9539 0.9549 0.9539 0.9540 0.9549 0.9539 0.9540
0.9559 0.9565 0.9559 0.9559 0.9565 0.9559 0.9559
0.9572 0.9578 0.9572 0.9573 0.9578 0.9572 0.9573
0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
0.9553 0.9561 0.9553 0.9553 0.9561 0.9553 0.9553
0.9546 0.9554 0.9546 0.9547 0.9554 0.9546 0.9547
0.9539 0.9550 0.9539 0.9541 0.9550 0.9539 0.9541
0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
0.9553 0.9563 0.9553 0.9554 0.9563 0.9553 0.9554
0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
0.9586 0.9593 0.9586 0.9586 0.9593 0.9586 0.9586
0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
0.9546 0.9553 0.9546 0.9547 0.9553 0.9546 0.9547
0.9559 0.9570 0.9559 0.9561 0.9570 0.9559 0.9561
0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
0.9546 0.9559 0.9546 0.9548 0.9559 0.9546 0.9548
0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
0.9605 0.9615 0.9605 0.9606 0.9615 0.9605 0.9606
0.9572 0.9584 0.9572 0.9574 0.9584 0.9572 0.9574
0.9546 0.9558 0.9546 0.9548 0.9558 0.9546 0.9548
0.9559 0.9568 0.9559 0.9560 0.9568 0.9559 0.9560
0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
0.9572 0.9582 0.9572 0.9574 0.9582 0.9572 0.9574
0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
0.9572 0.9583 0.9572 0.9574 0.9583 0.9572 0.9574
0.9546 0.9560 0.9546 0.9548 0.9560 0.9546 0.9548
0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580
0.9539 0.9554 0.9539 0.9542 0.9554 0.9539 0.9542
0.9539 0.9552 0.9539 0.9541 0.9552 0.9539 0.9541
0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
148 0.9559 0.9569 0.9559 0.9560 0.9569 0.9559 0.9560
149 0.9546 0.9557 0.9546 0.9547 0.9557 0.9546 0.9547
150 0.9572 0.9583 0.9572 0.9573 0.9583 0.9572 0.9573
151 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
152 0.9553 0.9563 0.9553 0.9553 0.9563 0.9553 0.9553
153 0.9572 0.9584 0.9572 0.9573 0.9584 0.9572 0.9573
154 0.9526 0.9538 0.9526 0.9528 0.9538 0.9526 0.9528
155 0.9553 0.9564 0.9553 0.9554 0.9564 0.9553 0.9554
156 0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
157 0.9546 0.9558 0.9546 0.9547 0.9558 0.9546 0.9547
158 0.9546 0.9559 0.9546 0.9548 0.9559 0.9546 0.9548
159 0.9553 0.9566 0.9553 0.9554 0.9566 0.9553 0.9554
160 0.9553 0.9562 0.9553 0.9553 0.9562 0.9553 0.9553
161 0.9539 0.9551 0.9539 0.9541 0.9551 0.9539 0.9541
162 0.9572 0.9595 0.9572 0.9577 0.9595 0.9572 0.9577
163 0.9605 0.9629 0.9605 0.9610 0.9629 0.9605 0.9610
164 0.9586 0.9603 0.9586 0.9589 0.9603 0.9586 0.9589
165 0.9605 0.9626 0.9605 0.9610 0.9626 0.9605 0.9610
166 0.9592 0.9615 0.9592 0.9597 0.9615 0.9592 0.9597
167 0.9605 0.9623 0.9605 0.9608 0.9623 0.9605 0.9608
168 0.9586 0.9607 0.9586 0.9590 0.9607 0.9586 0.9590
169 0.9579 0.9605 0.9579 0.9584 0.9605 0.9579 0.9584
170 0.9599 0.9620 0.9599 0.9603 0.9620 0.9599 0.9603
171 0.9579 0.9600 0.9579 0.9583 0.9600 0.9579 0.9583
172 0.9579 0.9603 0.9579 0.9584 0.9603 0.9579 0.9584
173 0.9572 0.9597 0.9572 0.9577 0.9597 0.9572 0.9577
174 0.9566 0.9591 0.9566 0.9571 0.9591 0.9566 0.9571
175 0.9572 0.9595 0.9572 0.9577 0.9595 0.9572 0.9577
176 0.9586 0.9606 0.9586 0.9590 0.9606 0.9586 0.9590
177 0.9579 0.9604 0.9579 0.9584 0.9604 0.9579 0.9584
178 0.9572 0.9597 0.9572 0.9577 0.9597 0.9572 0.9577
179 0.9579 0.9600 0.9579 0.9583 0.9600 0.9579 0.9583
180 0.9586 0.9606 0.9586 0.9590 0.9606 0.9586 0.9590
181 0.9553 0.9582 0.9553 0.9559 0.9582 0.9553 0.9559
182 0.9599 0.9603 0.9599 0.9598 0.9603 0.9599 0.9598
183 0.9605 0.9612 0.9605 0.9606 0.9612 0.9605 0.9606
184 0.9592 0.9596 0.9592 0.9592 0.9596 0.9592 0.9592
185 0.9599 0.9604 0.9599 0.9599 0.9604 0.9599 0.9599
186 0.9605 0.9610 0.9605 0.9605 0.9610 0.9605 0.9605
187 0.9645 0.9650 0.9645 0.9645 0.9650 0.9645 0.9645
188 0.9632 0.9637 0.9632 0.9632 0.9637 0.9632 0.9632
189 0.9599 0.9604 0.9599 0.9599 0.9604 0.9599 0.9599
190 0.9612 0.9616 0.9612 0.9611 0.9616 0.9612 0.9611
191 0.9599 0.9605 0.9599 0.9599 0.9605 0.9599 0.9599
192 0.9599 0.9604 0.9599 0.9598 0.9604 0.9599 0.9598
193 0.9599 0.9603 0.9599 0.9598 0.9603 0.9599 0.9598
194 0.9592 0.9597 0.9592 0.9592 0.9597 0.9592 0.9592
195 0.9599 0.9605 0.9599 0.9599 0.9605 0.9599 0.9599
196 0.9632 0.9636 0.9632 0.9631 0.9636 0.9632 0.9631
197 0.9592 0.9598 0.9592 0.9592 0.9598 0.9592 0.9592
198 0.9599 0.9604 0.9599 0.9599 0.9604 0.9599 0.9599
199 0.9605 0.9610 0.9605 0.9605 0.9610 0.9605 0.9605
200 0.9625 0.9630 0.9625 0.9625 0.9630 0.9625 0.9625
201 0.9592 0.9599 0.9592 0.9593 0.9599 0.9592 0.9593
202 0.9572 0.9580 0.9572 0.9573 0.9580 0.9572 0.9573
203 0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
204 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
205 0.9586 0.9597 0.9586 0.9587 0.9597 0.9586 0.9587
206 0.9605 0.9611 0.9605 0.9605 0.9611 0.9605 0.9605
207 0.9612 0.9619 0.9612 0.9612 0.9619 0.9612 0.9612
208 0.9586 0.9593 0.9586 0.9586 0.9593 0.9586 0.9586
209 0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
210 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
211 0.9572 0.9583 0.9572 0.9574 0.9583 0.9572 0.9574
212 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
213 0.9579 0.9587 0.9579 0.9580 0.9587 0.9579 0.9580
214 0.9559 0.9570 0.9559 0.9560 0.9570 0.9559 0.9560
215 0.9586 0.9589 0.9586 0.9585 0.9589 0.9586 0.9585
216 0.9612 0.9617 0.9612 0.9612 0.9617 0.9612 0.9612
217 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
218 0.9553 0.9561 0.9553 0.9553 0.9561 0.9553 0.9553
219 0.9579 0.9587 0.9579 0.9580 0.9587 0.9579 0.9580
220 0.9592 0.9600 0.9592 0.9593 0.9600 0.9592 0.9593
221 0.9572 0.9581 0.9572 0.9573 0.9581 0.9572 0.9573
222 0.9559 0.9570 0.9559 0.9560 0.9570 0.9559 0.9560
223 0.9553 0.9563 0.9553 0.9553 0.9563 0.9553 0.9553
224 0.9566 0.9573 0.9566 0.9566 0.9573 0.9566 0.9566
225 0.9572 0.9582 0.9572 0.9573 0.9582 0.9572 0.9573
226 0.9553 0.9561 0.9553 0.9553 0.9561 0.9553 0.9553
227 0.9579 0.9587 0.9579 0.9579 0.9587 0.9579 0.9579
228 0.9579 0.9586 0.9579 0.9579 0.9586 0.9579 0.9579
229 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
230 0.9586 0.9593 0.9586 0.9586 0.9593 0.9586 0.9586
231 0.9546 0.9555 0.9546 0.9546 0.9555 0.9546 0.9546
232 0.9559 0.9568 0.9559 0.9559 0.9568 0.9559 0.9559
233 0.9559 0.9568 0.9559 0.9559 0.9568 0.9559 0.9559
234 0.9546 0.9554 0.9546 0.9546 0.9554 0.9546 0.9546
235 0.9539 0.9549 0.9539 0.9540 0.9549 0.9539 0.9540
236 0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
237 0.9553 0.9563 0.9553 0.9553 0.9563 0.9553 0.9553
238 0.9533 0.9543 0.9533 0.9534 0.9543 0.9533 0.9534
239 0.9566 0.9577 0.9566 0.9567 0.9577 0.9566 0.9567
240 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
241 0.9553 0.9562 0.9553 0.9554 0.9562 0.9553 0.9554
242 0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
243 0.9566 0.9575 0.9566 0.9566 0.9575 0.9566 0.9566
244 0.9553 0.9565 0.9553 0.9553 0.9565 0.9553 0.9553
245 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
246 0.9572 0.9584 0.9572 0.9573 0.9584 0.9572 0.9573
247 0.9592 0.9603 0.9592 0.9592 0.9603 0.9592 0.9592
248 0.9599 0.9610 0.9599 0.9599 0.9610 0.9599 0.9599
249 0.9539 0.9550 0.9539 0.9539 0.9550 0.9539 0.9539
250 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
251 0.9572 0.9581 0.9572 0.9572 0.9581 0.9572 0.9572
252 0.9572 0.9579 0.9572 0.9572 0.9579 0.9572 0.9572
253 0.9559 0.9572 0.9559 0.9560 0.9572 0.9559 0.9560
254 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
255 0.9533 0.9544 0.9533 0.9533 0.9544 0.9533 0.9533
256 0.9592 0.9602 0.9592 0.9593 0.9602 0.9592 0.9593
257 0.9559 0.9569 0.9559 0.9559 0.9569 0.9559 0.9559
258 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
259 0.9553 0.9563 0.9553 0.9553 0.9563 0.9553 0.9553
260 0.9572 0.9580 0.9572 0.9572 0.9580 0.9572 0.9572
261 0.9546 0.9555 0.9546 0.9546 0.9555 0.9546 0.9546
262 0.9500 0.9516 0.9500 0.9502 0.9516 0.9500 0.9502
263 0.9507 0.9525 0.9507 0.9509 0.9525 0.9507 0.9509
264 0.9513 0.9529 0.9513 0.9515 0.9529 0.9513 0.9515
265 0.9520 0.9534 0.9520 0.9521 0.9534 0.9520 0.9521
266 0.9526 0.9541 0.9526 0.9528 0.9541 0.9526 0.9528
267 0.9566 0.9581 0.9566 0.9568 0.9581 0.9566 0.9568
268 0.9513 0.9530 0.9513 0.9515 0.9530 0.9513 0.9515
269 0.9500 0.9517 0.9500 0.9502 0.9517 0.9500 0.9502
270 0.9513 0.9529 0.9513 0.9515 0.9529 0.9513 0.9515
271 0.9520 0.9532 0.9520 0.9521 0.9532 0.9520 0.9521
272 0.9513 0.9529 0.9513 0.9515 0.9529 0.9513 0.9515
273 0.9507 0.9524 0.9507 0.9509 0.9524 0.9507 0.9509
274 0.9507 0.9525 0.9507 0.9509 0.9525 0.9507 0.9509
275 0.9520 0.9535 0.9520 0.9522 0.9535 0.9520 0.9522
276 0.9539 0.9556 0.9539 0.9541 0.9556 0.9539 0.9541
277 0.9513 0.9530 0.9513 0.9515 0.9530 0.9513 0.9515
278 0.9500 0.9520 0.9500 0.9503 0.9520 0.9500 0.9503
279 0.9520 0.9539 0.9520 0.9522 0.9539 0.9520 0.9522
280 0.9513 0.9529 0.9513 0.9515 0.9529 0.9513 0.9515
281 0.9513 0.9530 0.9513 0.9516 0.9530 0.9513 0.9516
282 0.9526 0.9538 0.9526 0.9527 0.9538 0.9526 0.9527
283 0.9513 0.9526 0.9513 0.9514 0.9526 0.9513 0.9514
284 0.9526 0.9543 0.9526 0.9528 0.9543 0.9526 0.9528
285 0.9520 0.9532 0.9520 0.9521 0.9532 0.9520 0.9521
286 0.9533 0.9548 0.9533 0.9535 0.9548 0.9533 0.9535
287 0.9553 0.9570 0.9553 0.9555 0.9570 0.9553 0.9555
288 0.9533 0.9551 0.9533 0.9535 0.9551 0.9533 0.9535
289 0.9500 0.9517 0.9500 0.9502 0.9517 0.9500 0.9502
290 0.9513 0.9529 0.9513 0.9515 0.9529 0.9513 0.9515
291 0.9526 0.9542 0.9526 0.9528 0.9542 0.9526 0.9528
292 0.9533 0.9546 0.9533 0.9534 0.9546 0.9533 0.9534
293 0.9526 0.9543 0.9526 0.9528 0.9543 0.9526 0.9528
294 0.9520 0.9533 0.9520 0.9521 0.9533 0.9520 0.9521
295 0.9513 0.9530 0.9513 0.9515 0.9530 0.9513 0.9515
296 0.9546 0.9560 0.9546 0.9547 0.9560 0.9546 0.9547
297 0.9526 0.9543 0.9526 0.9528 0.9543 0.9526 0.9528
298 0.9507 0.9523 0.9507 0.9508 0.9523 0.9507 0.9508
299 0.9520 0.9534 0.9520 0.9521 0.9534 0.9520 0.9521
300 0.9520 0.9533 0.9520 0.9521 0.9533 0.9520 0.9521
301 0.9520 0.9535 0.9520 0.9522 0.9535 0.9520 0.9522
302 0.9553 0.9562 0.9553 0.9552 0.9562 0.9553 0.9552
303 0.9539 0.9551 0.9539 0.9540 0.9551 0.9539 0.9540
304 0.9553 0.9565 0.9553 0.9553 0.9565 0.9553 0.9553
305 0.9546 0.9557 0.9546 0.9546 0.9557 0.9546 0.9546
306 0.9553 0.9563 0.9553 0.9552 0.9563 0.9553 0.9552
307 0.9586 0.9599 0.9586 0.9586 0.9599 0.9586 0.9586
308 0.9566 0.9575 0.9566 0.9565 0.9575 0.9566 0.9565
309 0.9553 0.9566 0.9553 0.9553 0.9566 0.9553 0.9553
310 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
311 0.9546 0.9556 0.9546 0.9546 0.9556 0.9546 0.9546
312 0.9553 0.9563 0.9553 0.9552 0.9563 0.9553 0.9552
313 0.9546 0.9554 0.9546 0.9545 0.9554 0.9546 0.9545
314 0.9526 0.9538 0.9526 0.9527 0.9538 0.9526 0.9527
315 0.9553 0.9564 0.9553 0.9553 0.9564 0.9553 0.9553
316 0.9586 0.9596 0.9586 0.9586 0.9596 0.9586 0.9586
317 0.9553 0.9565 0.9553 0.9553 0.9565 0.9553 0.9553
318 0.9526 0.9540 0.9526 0.9527 0.9540 0.9526 0.9527
319 0.9533 0.9546 0.9533 0.9533 0.9546 0.9533 0.9533
320 0.9546 0.9555 0.9546 0.9546 0.9555 0.9546 0.9546
321 0.9546 0.9554 0.9546 0.9546 0.9554 0.9546 0.9546
322 0.9500 0.9513 0.9500 0.9501 0.9513 0.9500 0.9501
323 0.9526 0.9537 0.9526 0.9527 0.9537 0.9526 0.9527
324 0.9500 0.9510 0.9500 0.9501 0.9510 0.9500 0.9501
325 0.9507 0.9519 0.9507 0.9507 0.9519 0.9507 0.9507
326 0.9500 0.9513 0.9500 0.9501 0.9513 0.9500 0.9501
327 0.9566 0.9580 0.9566 0.9567 0.9580 0.9566 0.9567
328 0.9526 0.9539 0.9526 0.9527 0.9539 0.9526 0.9527
329 0.9507 0.9521 0.9507 0.9508 0.9521 0.9507 0.9508
330 0.9513 0.9525 0.9513 0.9513 0.9525 0.9513 0.9513
331 0.9507 0.9518 0.9507 0.9507 0.9518 0.9507 0.9507
332 0.9520 0.9533 0.9520 0.9521 0.9533 0.9520 0.9521
333 0.9526 0.9542 0.9526 0.9528 0.9542 0.9526 0.9528
334 0.9500 0.9513 0.9500 0.9501 0.9513 0.9500 0.9501
335 0.9513 0.9527 0.9513 0.9514 0.9527 0.9513 0.9514
336 0.9539 0.9550 0.9539 0.9540 0.9550 0.9539 0.9540
337 0.9513 0.9526 0.9513 0.9514 0.9526 0.9513 0.9514
338 0.9500 0.9513 0.9500 0.9501 0.9513 0.9500 0.9501
339 0.9526 0.9538 0.9526 0.9527 0.9538 0.9526 0.9527
340 0.9526 0.9535 0.9526 0.9526 0.9535 0.9526 0.9526
341 0.9520 0.9531 0.9520 0.9521 0.9531 0.9520 0.9521
342 0.9572 0.9584 0.9572 0.9573 0.9584 0.9572 0.9573
343 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
344 0.9586 0.9598 0.9586 0.9587 0.9598 0.9586 0.9587
345 0.9566 0.9580 0.9566 0.9568 0.9580 0.9566 0.9568
346 0.9586 0.9596 0.9586 0.9586 0.9596 0.9586 0.9586
347 0.9618 0.9630 0.9618 0.9620 0.9630 0.9618 0.9620
348 0.9605 0.9615 0.9605 0.9606 0.9615 0.9605 0.9606
349 0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
350 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
351 0.9579 0.9589 0.9579 0.9580 0.9589 0.9579 0.9580
352 0.9586 0.9595 0.9586 0.9586 0.9595 0.9586 0.9586
353 0.9592 0.9605 0.9592 0.9594 0.9605 0.9592 0.9594
354 0.9566 0.9577 0.9566 0.9567 0.9577 0.9566 0.9567
355 0.9579 0.9590 0.9579 0.9580 0.9590 0.9579 0.9580
356 0.9586 0.9596 0.9586 0.9586 0.9596 0.9586 0.9586
357 0.9586 0.9597 0.9586 0.9587 0.9597 0.9586 0.9587
358 0.9559 0.9571 0.9559 0.9561 0.9571 0.9559 0.9561
359 0.9572 0.9586 0.9572 0.9574 0.9586 0.9572 0.9574
360 0.9592 0.9601 0.9592 0.9593 0.9601 0.9592 0.9593
361 0.9599 0.9606 0.9599 0.9600 0.9606 0.9599 0.9600
362 0.9533 0.9549 0.9533 0.9535 0.9549 0.9533 0.9535
363 0.9533 0.9550 0.9533 0.9535 0.9550 0.9533 0.9535
364 0.9539 0.9556 0.9539 0.9542 0.9556 0.9539 0.9542
365 0.9533 0.9549 0.9533 0.9535 0.9549 0.9533 0.9535
366 0.9553 0.9571 0.9553 0.9555 0.9571 0.9553 0.9555
367 0.9586 0.9601 0.9586 0.9587 0.9601 0.9586 0.9587
368 0.9539 0.9556 0.9539 0.9542 0.9556 0.9539 0.9542
369 0.9520 0.9538 0.9520 0.9522 0.9538 0.9520 0.9522
370 0.9533 0.9551 0.9533 0.9536 0.9551 0.9533 0.9536
371 0.9553 0.9566 0.9553 0.9555 0.9566 0.9553 0.9555
372 0.9533 0.9548 0.9533 0.9535 0.9548 0.9533 0.9535
373 0.9546 0.9565 0.9546 0.9549 0.9565 0.9546 0.9549
374 0.9553 0.9570 0.9553 0.9555 0.9570 0.9553 0.9555
375 0.9533 0.9552 0.9533 0.9536 0.9552 0.9533 0.9536
376 0.9546 0.9561 0.9546 0.9548 0.9561 0.9546 0.9548
377 0.9539 0.9557 0.9539 0.9542 0.9557 0.9539 0.9542
378 0.9520 0.9537 0.9520 0.9522 0.9537 0.9520 0.9522
379 0.9533 0.9551 0.9533 0.9535 0.9551 0.9533 0.9535
380 0.9553 0.9565 0.9553 0.9554 0.9565 0.9553 0.9554
381 0.9533 0.9552 0.9533 0.9536 0.9552 0.9533 0.9536
382 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
383 0.9579 0.9592 0.9579 0.9580 0.9592 0.9579 0.9580
384 0.9586 0.9596 0.9586 0.9586 0.9596 0.9586 0.9586
385 0.9586 0.9598 0.9586 0.9586 0.9598 0.9586 0.9586
386 0.9586 0.9597 0.9586 0.9586 0.9597 0.9586 0.9586
387 0.9625 0.9633 0.9625 0.9626 0.9633 0.9625 0.9626
388 0.9586 0.9596 0.9586 0.9586 0.9596 0.9586 0.9586
389 0.9572 0.9585 0.9572 0.9573 0.9585 0.9572 0.9573
390 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
391 0.9579 0.9590 0.9579 0.9579 0.9590 0.9579 0.9579
392 0.9579 0.9588 0.9579 0.9579 0.9588 0.9579 0.9579
393 0.9572 0.9583 0.9572 0.9573 0.9583 0.9572 0.9573
394 0.9559 0.9570 0.9559 0.9560 0.9570 0.9559 0.9560
395 0.9572 0.9582 0.9572 0.9573 0.9582 0.9572 0.9573
396 0.9599 0.9609 0.9599 0.9599 0.9609 0.9599 0.9599
397 0.9592 0.9603 0.9592 0.9593 0.9603 0.9592 0.9593
398 0.9566 0.9577 0.9566 0.9567 0.9577 0.9566 0.9567
399 0.9572 0.9582 0.9572 0.9573 0.9582 0.9572 0.9573
400 0.9599 0.9609 0.9599 0.9599 0.9609 0.9599 0.9599
401 0.9579 0.9588 0.9579 0.9580 0.9588 0.9579 0.9580

3
reports/LinearFiltration/ResNet/Report sample.txt Normal file
View File

@@ -0,0 +1,3 @@
on full data:
- average first run = 16.495034

882
reports/LinearFiltration/ResNet/time_metrics.txt
View File

@@ -1,491 +1,401 @@
execution_time_sec execution_time_sec
16.529997 1.635622
0.003907 0.002531
0.004223
0.001890
0.005336
0.002917
0.003138
0.001896
0.002862
0.001881
0.001864
0.002700
0.001855
0.001982
0.001868
0.002806
0.001855
0.001867
0.002694
0.001882
16.435223
0.001870
0.001899
0.001886
0.001899
0.001879
0.001895
0.001869
0.001885
0.001891
0.001886
0.001885
0.002884
0.001870
0.001853
0.003211
0.001872
0.001888
0.001892
0.001877
16.533298
0.002983
0.001879
0.001858
0.002661
0.001882
0.001916
0.002705
0.001864
0.001879
0.001878
0.001928
0.001914
0.001874
0.001864
0.002843
0.001877
0.001880
0.003154
0.001927
16.524109
0.001872
0.001891
0.001889
0.001882
0.001921
0.001879
0.002750
0.001975
0.001893
0.002695
0.001882
0.001896
0.002723
0.001880
0.001884
0.001880
0.002966
0.001907
0.002668
16.545447
0.001873
0.001872
0.002675
0.001879
0.001888
0.001889
0.001944
0.001903
0.001864
0.001875
0.001878
0.001858
0.003294
0.001880
0.001877
0.002647
0.001879
0.001869
0.001860
16.516666
0.002700
0.001909
0.001896
0.001910
0.001943
0.001897
0.001886
0.002997
0.001886
0.001884
0.002747
0.001943
0.001891
0.002625
0.002677
0.001893
0.002681
0.001887
0.001916
16.518386
0.001872
0.001872
0.001877
0.001896
0.001904
0.001891
0.001880
0.001895
0.001870
0.001888
0.001879
0.001898
0.001887
0.001942
0.001901
0.001865
0.001875
0.001880
0.001878
16.460503
0.001885
0.001885
0.001871
0.001888
0.001885
0.001895
0.001873
0.001892
0.001869
0.001888
0.001871
0.002713
0.001890
0.001876
0.001870
0.001933
0.001892
0.001885
0.001889
16.435982
0.001897
0.001891
0.001889
0.001876
0.001877
0.001906
0.001897
0.002856
0.001916
0.001905
0.001915
0.001914
0.001896
0.001893
0.001885
0.001898
0.001886
0.001893
0.001893
16.346348
0.001884
0.001893
0.001886
0.001888
0.001940
0.001885
0.001981
0.001888
0.001897
0.001941
0.001875
0.001897
0.001886
0.001871
0.001974
0.001884
0.001897
0.001892
0.001908
16.519574
0.002638
0.002974
0.001883
0.001872
0.001866
0.001860
0.001874
0.001867
0.001890
0.001870
0.001937
0.001866
0.001885
0.001893
0.001876
0.001882
0.001873
0.001867
0.001899
16.462431
0.002659
0.001885
0.001882
0.001880
0.001931
0.001885
0.001869
0.001881
0.001909
0.001874
0.001869
0.001899
0.001885
0.001887
0.001880
0.001888
0.001894
0.001940
0.001903
16.435705
0.001912
0.001901
0.001872
0.001878
0.001877
0.001923
0.001890
0.001892
0.001885
0.001878
0.001869
0.001876
0.001884
0.001901
0.002986
0.003015
0.001895
0.001889
0.001884
16.463826
0.001866
0.001865
0.001893
0.001881
0.001888
0.001875
0.001877
0.001885
0.001885
0.003150
0.001930
0.002735
0.001907
0.002540
0.001908
0.001934
0.001905
0.001876
0.001874
16.547830
0.001879
0.001885
0.001880
0.001911
0.001888
0.001882
0.001870
0.001887
0.001890
0.001882
0.001895
0.001873
0.003242
0.001875
0.001940
0.001925
0.001947
0.001871
0.003117
16.738618
0.001900
0.002124
0.001867
0.001870
0.002135
0.001923
0.001955
0.001853
0.002758
16.945078
0.001848
0.001868
0.001837
0.001852
0.001845
0.001837
0.001899
0.001925
0.001857
0.001844
0.001865
0.001854
0.001871
0.001844
0.001856
0.001856
0.001836
0.001854
0.001839
16.358904
0.001880
0.001932
0.001889
0.001890
0.001889
0.001904
0.001881
0.001878
0.001930
0.001881
0.001872
0.001889
0.001957
0.001899
0.001925
0.001899
0.001882
0.001948
0.001893
16.563380
0.001871
0.001987
0.001956
0.001876
0.001905
0.001886
0.001882
0.001941
0.001878
0.001922
0.001926
0.001939
0.001879
0.001870
0.001954
0.001947
0.001862
0.001883
0.001979 0.001979
16.423033 0.002586
0.001889 0.002610
0.001921 0.002725
0.001855 0.002553
0.001928 0.002423
0.001844 0.002479
0.001851 0.002613
0.001881 0.002302
0.001867 0.002516
0.001917 0.002445
0.001848 0.002463
0.001874 0.002466
0.001882 0.002304
0.001862 0.002904
0.001871 0.002558
0.001856 0.002211
0.001843 0.004793
0.001860 1.558785
0.001928
0.001889
16.513866
0.001872
0.001845
0.001846
0.001850
0.001839
0.001857
0.001883
0.001917
0.001858
0.001848
0.001863
0.001850
0.001864
0.001865
0.001878
0.001854
0.001868
0.001881
0.001859
16.550437
0.001878
0.001885
0.001844
0.001891
0.001873
0.001853
0.001915
0.001889
0.001863
0.001879
0.001879
0.001948
0.001914
0.001944
0.001858
0.001930
0.001872
0.001869
0.001864
16.404879
0.001876
0.001846
0.001853
0.001883
0.001861
0.001861
0.001861
0.001894
0.001869
0.001877
0.001874
0.001883
0.001888
0.001871
0.001863
0.001882
0.001880
0.001893
0.001855
16.424597
0.001871
0.001855
0.001895
0.001843
0.001862
0.001911
0.001860
0.001868
0.001860
0.001850
0.001861
0.001895
0.001864
0.001841
0.001859
0.001870
0.001854
0.001866
0.001860
16.364097
0.001837
0.001813
0.001836 0.001836
0.001834
0.001819
0.001836
0.001837
0.001836
0.001841
0.001811
0.001813
0.001843
0.001840
0.001835 0.001835
0.001824 0.001834
0.001854 0.001844
0.001871 0.001856
0.001824 0.001870
0.001834
0.001856
0.001813
0.001846
0.001996
0.001826
0.001818
0.001816
0.001823
0.001840
0.001832
0.001842
0.001827
1.569093
0.001848
0.001847
0.001829 0.001829
0.001829
0.001832
0.001829
0.002052
0.001832
0.001828
0.001831
0.001875
0.001833
0.001869
0.001830
0.001839
0.001835
0.001834
0.001854
0.001833
1.562149
0.001843
0.001838
0.001855
0.001846
0.001835
0.001862
0.001826
0.001836
0.001833
0.001838
0.001851
0.001838
0.001831
0.001828
0.001832
0.001844
0.001841
0.001850
0.001828
1.575004
0.001882
0.001876
0.001872
0.001838
0.001836
0.001852
0.001836
0.001846
0.001844
0.001826
0.001824
0.001834
0.001836
0.001854
0.001850
0.001846
0.001847
0.001856
0.001874
1.562570
0.001800
0.001823
0.001811
0.001825
0.001806
0.001802
0.001808
0.001810
0.001809
0.001808
0.001793
0.001795
0.001806
0.001794
0.001802
0.001811
0.001804
0.001817
0.001812
1.568600
0.001857
0.001866
0.001852
0.001873
0.001858
0.001846
0.001836
0.001842
0.001854
0.001850
0.001844
0.001842
0.001827
0.001867
0.001858
0.001840
0.001881
0.001925
0.001860
1.560966
0.001816
0.001803
0.001805
0.001791
0.001790
0.001783
0.001782
0.001810
0.001798
0.001797
0.001797
0.001815
0.001796
0.001803
0.001805
0.001829
0.001823
0.001799
0.001806
1.564320
0.001858
0.001836
0.001854
0.001860
0.001830
0.001839
0.001818
0.001898
0.001823
0.001843
0.001829
0.001848
0.001818
0.001817
0.001823
0.001849
0.001848
0.001876
0.001865
1.564024
0.001807
0.001819
0.001837
0.001818
0.002246
0.001810
0.001786
0.001785
0.001783
0.001794
0.001853
0.001811
0.001803
0.001798
0.001801
0.001803
0.001796
0.001815
0.001809
1.558163
0.001855
0.001816
0.001833
0.001836
0.001847
0.001873
0.001846
0.001822
0.001833
0.001868
0.001856
0.001847
0.001832
0.001842
0.001842
0.001865
0.001845
0.001831
0.001895
1.563596
0.001887
0.001833
0.001872
0.001849
0.001853
0.001878
0.001858
0.001856
0.001860
0.001838
0.001839
0.001836
0.001853
0.001836
0.001853
0.001838
0.001847
0.001834
0.001824
1.557431
0.001817
0.001811
0.001817
0.001808
0.001812
0.001799
0.001801
0.001803
0.001797
0.001801
0.001809
0.001829
0.001827
0.001812
0.001799
0.001806
0.001827
0.001831
0.001825
1.563293
0.001812
0.001838
0.001797
0.001797
0.001796
0.001794
0.001803
0.001807
0.001794
0.001822
0.001839
0.001879
0.015599
0.001803
0.001798
0.001880
0.001812
0.001805
0.001840
1.558309
0.001837
0.001827
0.001817
0.001816
0.001813
0.001814
0.001823
0.001816
0.001824
0.001815
0.001821
0.001845
0.001826
0.001812
0.001800
0.001845
0.001824
0.001818
0.001838
1.564482
0.001848
0.001875
0.001859
0.001842
0.001832
0.001857
0.001818
0.001825
0.001815
0.001852
0.001860
0.001824
0.001859
0.002018
0.001827
0.001833
0.001822
0.001828
0.001829
1.559537
0.001843
0.001883
0.001857
0.001858
0.001841
0.001852
0.001843
0.001845
0.001828
0.001837
0.001816
0.001827
0.001822
0.001835
0.001839
0.001846
0.001855
0.001859
0.001844
1.563568
0.001843
0.001836
0.001833
0.001834
0.001838
0.001820
0.001842
0.001817
0.001850
0.001841
0.001867
0.001848
0.001852
0.001847
0.001842
0.001848
0.001859
0.001835
0.001842
1.563345
0.001853
0.001844
0.001863
0.001859
0.001863
0.001857
0.001864
0.001840
0.001858
0.001848
0.001851
0.001851
0.001856
0.001840
0.001861
0.001830
0.001828
0.001835
0.001855
1.561778
0.001857
0.001838
0.001835
0.001841
0.001849
0.001842
0.001849
0.001847
0.001838
0.001843
0.001834
0.001823
0.001839
0.001827
0.001835
0.001846
0.001845
0.001835
0.001846

492
reports/LinearFiltration/ResNet/time_metrics_full sample.txt.txt Normal file
View File

@@ -0,0 +1,492 @@
execution_time_sec
16.529997
0.003907
0.004223
0.001890
0.005336
0.002917
0.003138
0.001896
0.002862
0.001881
0.001864
0.002700
0.001855
0.001982
0.001868
0.002806
0.001855
0.001867
0.002694
0.001882
16.435223
0.001870
0.001899
0.001886
0.001899
0.001879
0.001895
0.001869
0.001885
0.001891
0.001886
0.001885
0.002884
0.001870
0.001853
0.003211
0.001872
0.001888
0.001892
0.001877
16.533298
0.002983
0.001879
0.001858
0.002661
0.001882
0.001916
0.002705
0.001864
0.001879
0.001878
0.001928
0.001914
0.001874
0.001864
0.002843
0.001877
0.001880
0.003154
0.001927
16.524109
0.001872
0.001891
0.001889
0.001882
0.001921
0.001879
0.002750
0.001975
0.001893
0.002695
0.001882
0.001896
0.002723
0.001880
0.001884
0.001880
0.002966
0.001907
0.002668
16.545447
0.001873
0.001872
0.002675
0.001879
0.001888
0.001889
0.001944
0.001903
0.001864
0.001875
0.001878
0.001858
0.003294
0.001880
0.001877
0.002647
0.001879
0.001869
0.001860
16.516666
0.002700
0.001909
0.001896
0.001910
0.001943
0.001897
0.001886
0.002997
0.001886
0.001884
0.002747
0.001943
0.001891
0.002625
0.002677
0.001893
0.002681
0.001887
0.001916
16.518386
0.001872
0.001872
0.001877
0.001896
0.001904
0.001891
0.001880
0.001895
0.001870
0.001888
0.001879
0.001898
0.001887
0.001942
0.001901
0.001865
0.001875
0.001880
0.001878
16.460503
0.001885
0.001885
0.001871
0.001888
0.001885
0.001895
0.001873
0.001892
0.001869
0.001888
0.001871
0.002713
0.001890
0.001876
0.001870
0.001933
0.001892
0.001885
0.001889
16.435982
0.001897
0.001891
0.001889
0.001876
0.001877
0.001906
0.001897
0.002856
0.001916
0.001905
0.001915
0.001914
0.001896
0.001893
0.001885
0.001898
0.001886
0.001893
0.001893
16.346348
0.001884
0.001893
0.001886
0.001888
0.001940
0.001885
0.001981
0.001888
0.001897
0.001941
0.001875
0.001897
0.001886
0.001871
0.001974
0.001884
0.001897
0.001892
0.001908
16.519574
0.002638
0.002974
0.001883
0.001872
0.001866
0.001860
0.001874
0.001867
0.001890
0.001870
0.001937
0.001866
0.001885
0.001893
0.001876
0.001882
0.001873
0.001867
0.001899
16.462431
0.002659
0.001885
0.001882
0.001880
0.001931
0.001885
0.001869
0.001881
0.001909
0.001874
0.001869
0.001899
0.001885
0.001887
0.001880
0.001888
0.001894
0.001940
0.001903
16.435705
0.001912
0.001901
0.001872
0.001878
0.001877
0.001923
0.001890
0.001892
0.001885
0.001878
0.001869
0.001876
0.001884
0.001901
0.002986
0.003015
0.001895
0.001889
0.001884
16.463826
0.001866
0.001865
0.001893
0.001881
0.001888
0.001875
0.001877
0.001885
0.001885
0.003150
0.001930
0.002735
0.001907
0.002540
0.001908
0.001934
0.001905
0.001876
0.001874
16.547830
0.001879
0.001885
0.001880
0.001911
0.001888
0.001882
0.001870
0.001887
0.001890
0.001882
0.001895
0.001873
0.003242
0.001875
0.001940
0.001925
0.001947
0.001871
0.003117
16.738618
0.001900
0.002124
0.001867
0.001870
0.002135
0.001923
0.001955
0.001853
0.002758
16.945078
0.001848
0.001868
0.001837
0.001852
0.001845
0.001837
0.001899
0.001925
0.001857
0.001844
0.001865
0.001854
0.001871
0.001844
0.001856
0.001856
0.001836
0.001854
0.001839
16.358904
0.001880
0.001932
0.001889
0.001890
0.001889
0.001904
0.001881
0.001878
0.001930
0.001881
0.001872
0.001889
0.001957
0.001899
0.001925
0.001899
0.001882
0.001948
0.001893
16.563380
0.001871
0.001987
0.001956
0.001876
0.001905
0.001886
0.001882
0.001941
0.001878
0.001922
0.001926
0.001939
0.001879
0.001870
0.001954
0.001947
0.001862
0.001883
0.001979
16.423033
0.001889
0.001921
0.001855
0.001928
0.001844
0.001851
0.001881
0.001867
0.001917
0.001848
0.001874
0.001882
0.001862
0.001871
0.001856
0.001843
0.001860
0.001928
0.001889
16.513866
0.001872
0.001845
0.001846
0.001850
0.001839
0.001857
0.001883
0.001917
0.001858
0.001848
0.001863
0.001850
0.001864
0.001865
0.001878
0.001854
0.001868
0.001881
0.001859
16.550437
0.001878
0.001885
0.001844
0.001891
0.001873
0.001853
0.001915
0.001889
0.001863
0.001879
0.001879
0.001948
0.001914
0.001944
0.001858
0.001930
0.001872
0.001869
0.001864
16.404879
0.001876
0.001846
0.001853
0.001883
0.001861
0.001861
0.001861
0.001894
0.001869
0.001877
0.001874
0.001883
0.001888
0.001871
0.001863
0.001882
0.001880
0.001893
0.001855
16.424597
0.001871
0.001855
0.001895
0.001843
0.001862
0.001911
0.001860
0.001868
0.001860
0.001850
0.001861
0.001895
0.001864
0.001841
0.001859
0.001870
0.001854
0.001866
0.001860
16.364097
0.001837
0.001813
0.001836
0.001834
0.001819
0.001836
0.001837
0.001836
0.001841
0.001811
0.001813
0.001843
0.001840
0.001835
0.001824
0.001854
0.001871
0.001824
0.001829

20
reports/base/RESNET34/Finetuned.csv
View File

@@ -18,3 +18,23 @@ accuracy,macro_precision,macro_recall,macro_f1,weighted_precision,weighted_recal
0.9575,0.9585,0.9575,0.9575,0.9585,0.9575,0.9575 0.9575,0.9585,0.9575,0.9575,0.9585,0.9575,0.9575
0.9537,0.9545,0.9538,0.9538,0.9545,0.9537,0.9538 0.9537,0.9545,0.9538,0.9538,0.9545,0.9537,0.9538
0.9519,0.9529,0.9519,0.9518,0.9529,0.9519,0.9518 0.9519,0.9529,0.9519,0.9518,0.9529,0.9519,0.9518
0.9506,0.9519,0.9506,0.9507,0.9519,0.9506,0.9507
0.9563,0.9573,0.9563,0.9563,0.9573,0.9563,0.9563
0.9550,0.9555,0.9550,0.9549,0.9555,0.9550,0.9549
0.9563,0.9573,0.9563,0.9564,0.9573,0.9563,0.9564
0.9544,0.9551,0.9544,0.9544,0.9551,0.9544,0.9544
0.9569,0.9575,0.9569,0.9569,0.9575,0.9569,0.9569
0.9613,0.9618,0.9613,0.9613,0.9618,0.9613,0.9613
0.9550,0.9561,0.9550,0.9551,0.9561,0.9550,0.9551
0.9575,0.9599,0.9575,0.9580,0.9599,0.9575,0.9580
0.9600,0.9605,0.9600,0.9600,0.9605,0.9600,0.9600
0.9575,0.9583,0.9575,0.9576,0.9583,0.9575,0.9576
0.9550,0.9559,0.9550,0.9550,0.9559,0.9550,0.9550
0.9550,0.9560,0.9550,0.9550,0.9560,0.9550,0.9550
0.9506,0.9523,0.9506,0.9508,0.9523,0.9506,0.9508
0.9513,0.9528,0.9513,0.9514,0.9528,0.9513,0.9514
0.9544,0.9555,0.9544,0.9544,0.9555,0.9544,0.9544
0.9506,0.9519,0.9506,0.9507,0.9519,0.9506,0.9507
0.9575,0.9586,0.9575,0.9576,0.9586,0.9575,0.9576
0.9531,0.9548,0.9531,0.9534,0.9548,0.9531,0.9534
0.9575,0.9586,0.9575,0.9576,0.9586,0.9575,0.9576
1 accuracy macro_precision macro_recall macro_f1 weighted_precision weighted_recall weighted_f1
18 0.9575 0.9585 0.9575 0.9575 0.9585 0.9575 0.9575
19 0.9537 0.9545 0.9538 0.9538 0.9545 0.9537 0.9538
20 0.9519 0.9529 0.9519 0.9518 0.9529 0.9519 0.9518
21 0.9506 0.9519 0.9506 0.9507 0.9519 0.9506 0.9507
22 0.9563 0.9573 0.9563 0.9563 0.9573 0.9563 0.9563
23 0.9550 0.9555 0.9550 0.9549 0.9555 0.9550 0.9549
24 0.9563 0.9573 0.9563 0.9564 0.9573 0.9563 0.9564
25 0.9544 0.9551 0.9544 0.9544 0.9551 0.9544 0.9544
26 0.9569 0.9575 0.9569 0.9569 0.9575 0.9569 0.9569
27 0.9613 0.9618 0.9613 0.9613 0.9618 0.9613 0.9613
28 0.9550 0.9561 0.9550 0.9551 0.9561 0.9550 0.9551
29 0.9575 0.9599 0.9575 0.9580 0.9599 0.9575 0.9580
30 0.9600 0.9605 0.9600 0.9600 0.9605 0.9600 0.9600
31 0.9575 0.9583 0.9575 0.9576 0.9583 0.9575 0.9576
32 0.9550 0.9559 0.9550 0.9550 0.9559 0.9550 0.9550
33 0.9550 0.9560 0.9550 0.9550 0.9560 0.9550 0.9550
34 0.9506 0.9523 0.9506 0.9508 0.9523 0.9506 0.9508
35 0.9513 0.9528 0.9513 0.9514 0.9528 0.9513 0.9514
36 0.9544 0.9555 0.9544 0.9544 0.9555 0.9544 0.9544
37 0.9506 0.9519 0.9506 0.9507 0.9519 0.9506 0.9507
38 0.9575 0.9586 0.9575 0.9576 0.9586 0.9575 0.9576
39 0.9531 0.9548 0.9531 0.9534 0.9548 0.9531 0.9534
40 0.9575 0.9586 0.9575 0.9576 0.9586 0.9575 0.9576

58
sets/Data.py
View File

@@ -186,7 +186,7 @@ def get_unlearning_loaders(dataset: Dataset, forget_class_idx: int, batch_size:
return retain_loader, forget_loader return retain_loader, forget_loader
def vertical_split(dataset, batch_size,num_classes): '''def vertical_split(dataset, batch_size,num_classes):
""" """
Executes a class-wise vertical split. Executes a class-wise vertical split.
Divides the samples of every single identity class exactly in half: Divides the samples of every single identity class exactly in half:
@@ -229,7 +229,61 @@ def vertical_split(dataset, batch_size,num_classes):
retain_loader = DataLoader(retain_subset, batch_size=batch_size, shuffle=True) retain_loader = DataLoader(retain_subset, batch_size=batch_size, shuffle=True)
forget_loader = DataLoader(forget_subset, batch_size=batch_size, shuffle=True) forget_loader = DataLoader(forget_subset, batch_size=batch_size, shuffle=True)
return retain_loader, forget_loader return retain_loader, forget_loader'''
def vertical_split(dataset, batch_size, num_classes, ratio = 0.5):
"""
Optimized class-wise vertical split.
Divides the samples of every single identity class exactly in half.
"""
class_to_indices = {c: [] for c in range(num_classes)}
# Read cached targets directly instead of decoding image files
if hasattr(dataset, 'targets'):
labels = dataset.targets
elif hasattr(dataset, 'labels'):
labels = dataset.labels
else:
# Fallback only if no cached targets attribute exists
labels = [dataset[i][1] for i in range(len(dataset))]
print(" [Vertical Split] Fast-tracking class indices map...")
for idx, label in enumerate(labels):
if label in class_to_indices:
class_to_indices[label].append(idx)
retain_indices = []
forget_indices = []
for _, indices in class_to_indices.items():
np.random.shuffle(indices)
mid = int(len(indices) * ratio)
if mid == 0:
retain_indices.extend(indices)
continue
forget_indices.extend(indices[:mid])
retain_indices.extend(indices[mid:])
print(f" Vertical split complete: Retain = {len(retain_indices)} | Forget = {len(forget_indices)}")
retain_subset = Subset(dataset, retain_indices)
forget_subset = Subset(dataset, forget_indices)
# Performance flags keep workers alive between loop runs
retain_loader = DataLoader(
retain_subset, batch_size=batch_size, shuffle=True,
num_workers=2, pin_memory=True, persistent_workers=True
)
forget_loader = DataLoader(
forget_subset, batch_size=batch_size, shuffle=True,
num_workers=2, pin_memory=True, persistent_workers=True
)
return retain_loader, forget_loader
def _combine_set(loader_one, loader_two): def _combine_set(loader_one, loader_two):
full_train_dataset = ConcatDataset([loader_one.dataset, loader_two.dataset]) full_train_dataset = ConcatDataset([loader_one.dataset, loader_two.dataset])

32
unlearning/LinearFiltration.py
View File

@@ -2,12 +2,13 @@ import torch
import torch.nn as nn import torch.nn as nn
from .Strategy import Strategy from .Strategy import Strategy
from torch.utils.data import DataLoader from torch.utils.data import DataLoader
from sets.Data import get_unlearning_loaders, _combine_set from sets.Data import get_unlearning_loaders, _combine_set, vertical_split
class LinearFiltration(Strategy): class LinearFiltration(Strategy):
def __init__(self, target_class_index): def __init__(self, target_class_index, num_classes = 20):
super().__init__(target_class_index=target_class_index) super().__init__(target_class_index=target_class_index)
self.A = None self.A = None
self.num_classes = num_classes
def _run(self, model: nn.Module, forget_loader: DataLoader, retain_loader: DataLoader) -> nn.Module: def _run(self, model: nn.Module, forget_loader: DataLoader, retain_loader: DataLoader) -> nn.Module:
model.eval() model.eval()
@@ -51,13 +52,13 @@ class LinearFiltration(Strategy):
def _compute_A(self, model, num_classes, loader, device): def _compute_A(self, model, loader, device):
model.eval() model.eval()
# Initialize tracking tensors # Initialize tracking tensors
sums = torch.zeros(num_classes, num_classes, device=device) sums = torch.zeros(self.num_classes, self.num_classes, device=device)
counts = torch.zeros(num_classes, device=device) counts = torch.zeros(self.num_classes, device=device)
with torch.no_grad(): with torch.no_grad():
for inputs, targets in loader: for inputs, targets in loader:
@@ -67,7 +68,7 @@ class LinearFiltration(Strategy):
outputs = model(inputs) outputs = model(inputs)
# One-hot encode targets to act as a routing mask # One-hot encode targets to act as a routing mask
one_hot = torch.nn.functional.one_hot(targets, num_classes=num_classes).float() one_hot = torch.nn.functional.one_hot(targets, num_classes=self.num_classes).float()
# add # add
sums += torch.t(one_hot) @ outputs sums += torch.t(one_hot) @ outputs
@@ -77,7 +78,6 @@ class LinearFiltration(Strategy):
# means # means
counts_safe = counts.unsqueeze(1) counts_safe = counts.unsqueeze(1)
print(f"COUNTS IS >>>>>>>>> {counts_safe}")
self.A = torch.where( self.A = torch.where(
counts_safe > 0, counts_safe > 0,
sums / counts_safe, sums / counts_safe,
@@ -117,10 +117,10 @@ class LinearFiltration(Strategy):
def normalise(self, model, retain_loader, forget_loader, device, forget_index): def normalise(self, model, retain_loader, forget_loader, device, forget_index):
clf = self._get_classifier(model) clf = self._get_classifier(model)
W = clf.weight.data.clone() W = clf.weight.data.clone()
num_classes = W.shape[0] #num_classes = W.shape[0]
# we combine the data so we can calculate the mean of prdictions # we combine the data so we can calculate the mean of prdictions
full_loader = _combine_set(retain_loader, forget_loader) #full_loader = _combine_set(retain_loader, forget_loader)
# 8 # 8
# Computing A is the most resource intensive part of this algorithm # Computing A is the most resource intensive part of this algorithm
# and to optimise the process, we computr it only once and re-use it # and to optimise the process, we computr it only once and re-use it
@@ -128,8 +128,8 @@ class LinearFiltration(Strategy):
if self.A is None: if self.A is None:
self._compute_A( self._compute_A(
model = model, model = model,
num_classes = num_classes, #num_classes = num_classes,
loader = full_loader, loader = forget_loader,
device = device device = device
) )
@@ -137,7 +137,7 @@ class LinearFiltration(Strategy):
Z = self._compute_z(tensor=self.A, forget_index=forget_index) Z = self._compute_z(tensor=self.A, forget_index=forget_index)
B_Z_rows = [] B_Z_rows = []
for i in range(num_classes): for i in range(self.num_classes):
if i == forget_index: if i == forget_index:
B_Z_rows.append(Z) B_Z_rows.append(Z)
else: else:
@@ -161,8 +161,14 @@ class LinearFiltration(Strategy):
# overriden function # overriden function
def _split_data(self, dataset): def _split_data(self, dataset):
return get_unlearning_loaders( '''return get_unlearning_loaders(
dataset=dataset, dataset=dataset,
forget_class_idx=self.target_class_index, forget_class_idx=self.target_class_index,
batch_size = 32 batch_size = 32
)'''
return vertical_split(
dataset= dataset,
batch_size=32,
num_classes=self.num_classes,
ratio=0.1
) )

74
unlearning/Retrain.py
View File

@@ -2,75 +2,49 @@ import time
from pathlib import Path from pathlib import Path
import torch import torch
import torch.nn as nn import torch.nn as nn
import torch.optim as optim
from torch.utils.data import DataLoader from torch.utils.data import DataLoader
from unlearning.Strategy import Strategy from unlearning.Strategy import Strategy
from architectures.Model import Model, Architecture
class Retrain(Strategy): class Retrain(Strategy):
""" """
Implements the Exact Unlearning Baseline by retraining the model architecture Implements the Exact Unlearning Baseline by re-instantiating a fresh,
completely from scratch using only the retained dataset partition. pre-trained instance of the specific architecture and training it from scratch
on the retain set using the Model's internal train function.
""" """
def __init__(self, target_class_index: int, lr: float = 0.01, def __init__(self, target_class_index: int, arch: Architecture, size: int,
weight_decay: float = 0.0005, epochs: int = 5): lr: float = 0.001, epochs: int = 5):
super().__init__(target_class_index) super().__init__(target_class_index)
self.arch = arch
self.size = size
self.lr = lr self.lr = lr
self.weight_decay = weight_decay
self.epochs = epochs self.epochs = epochs
def _reset_weights(self, model: nn.Module):
"""
Re-initializes all learnable parameters of the model to clear pre-trained memories.
"""
inner_model = getattr(model, "model", model)
for layer in inner_model.modules():
if hasattr(layer, 'reset_parameters'):
layer.reset_parameters()
def _run(self, model: nn.Module, forget_loader: DataLoader, retain_loader: DataLoader) -> nn.Module: def _run(self, model: nn.Module, forget_loader: DataLoader, retain_loader: DataLoader) -> nn.Module:
# 1. Determine the active execution device from the running sandbox
device = next(model.parameters()).device device = next(model.parameters()).device
print(">> Triggering Exact Unlearning Baseline (Retraining from scratch)...") print(f">> Triggering Exact Unlearning Baseline (Retraining {self.arch.name} from pristine state)...")
# 1. Clear the pre-trained state completely # a new model with default params is created
self._reset_weights(model) # model should be loaded here or weights reset to ImageNet (pretrained default) fresh_meat = Model.create(self.arch, device, self.size)
model.train()
# fresh optimizer for this clean environment # we train it with retain set
optimizer = optim.SGD( fresh_meat.train(
model.parameters(), epochs=self.epochs,
lr=self.lr, loader=retain_loader,
momentum=0.9, rate=self.lr,
weight_decay=self.weight_decay mode="retrain"
) )
criterion = nn.CrossEntropyLoss()
# 4. Extract the trained nn.Module parameter state dict
# 3. Standard training loop over the Retain set # In-place copy onto the existing sandbox model structure to seamlessly retain downstream evaluations
for epoch in range(self.epochs): model.load_state_dict(fresh_meat.model.state_dict())
running_loss = 0.0
total_samples = 0 print(">> Retraining pipeline finished. Pristine baseline weights successfully established.")
for data, targets in retain_loader:
data, targets = data.to(device), targets.to(device)
optimizer.zero_grad()
outputs = model(data)
loss = criterion(outputs, targets)
loss.backward()
optimizer.step()
running_loss += loss.item() * targets.size(0)
total_samples += targets.size(0)
epoch_loss = running_loss / total_samples
print(f" [Retrain] Epoch {epoch+1}/{self.epochs} completed. Loss: {epoch_loss:.4f}")
print(">> Retraining pipeline finished. Baseline weights established.")
return model return model
def _split_data(self, dataset): def _split_data(self, dataset):
# Dynamically pulls loaders from your Data.py script
from sets.Data import get_unlearning_loaders from sets.Data import get_unlearning_loaders
return get_unlearning_loaders( return get_unlearning_loaders(
dataset=dataset, dataset=dataset,