Geometric Deep Learning and Graph Neural Networks#
%matplotlib inline
import matplotlib.pyplot as plt
import seaborn as sns; sns.set_theme()
import numpy as np
import pandas as pd
import warnings
warnings.filterwarnings('ignore')
import os
import subprocess
import torch
os.environ['TORCH'] = torch.__version__
print(torch.__version__)
#ensure that the PyTorch and the PyG are the same version
%pip install -q torch-scatter -f https://data.pyg.org/whl/torch-${TORCH}.html
%pip install -q torch-sparse -f https://data.pyg.org/whl/torch-${TORCH}.html
%pip install -q git+https://github.com/pyg-team/pytorch_geometric.git
import torch_geometric
device = torch.device("cuda:0" if torch.cuda.is_available() else "cpu")
import networkx as nx
from tqdm.notebook import tqdm
2.5.1+cu124
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?25h Installing build dependencies ... ?25l?25hdone
Getting requirements to build wheel ... ?25l?25hdone
Preparing metadata (pyproject.toml) ... ?25l?25hdone
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?25h Building wheel for torch-geometric (pyproject.toml) ... ?25l?25hdone
def wget_data(url: str, local_path='./tmp_data'):
os.makedirs(local_path, exist_ok=True)
p = subprocess.Popen(["wget", "-nc", "-P", local_path, url], stderr=subprocess.PIPE, encoding='UTF-8')
rc = None
while rc is None:
line = p.stderr.readline().strip('\n')
if len(line) > 0:
print(line)
rc = p.poll()
Introduction to Graph Data#
Graphs can be seen as a system or language for modeling systems that are complex and linked together. A graph is a data type that is modelled as a set of objects which can be represented as a node or vertex and their relationships which is called edges. A graph data can also be seen as a network data where there are points connected together.
A node (vertex) of a graph is point in a graph while an edge is a component that joins edges together in a graph. Graphs can be used to represent data from a lot of domains like biology, physics, social science, chemistry and others.
Graph Classification#
Graphs can be classified into different categories directed/undirected graphs, weighted/binary graphs and homogenous/heterogenous graphs.
Directed/Undirected graphs: Directed graphs are the ones that all the edges have directtions while in undirected graphs, the edges are does not have directions
Weighted/Binary graphs: Weighted graphs is a type of graph that each of the edges are assigned with a value while binary graphs are the ones that the edges does not have an assigned value.
Homogenous/Heterogenous graphs: Homogenous graphs are the ones that all the nodes and/or edges are of the same type (e.g. friendship graph) while heterogenous graphs are graphs where the nodes and/or edges are of different types (e.g. knowledge graph).
Traditional graph analysis methods requires using searching algorithms, clustering spanning tree algorithms and so on. A major downside to using these methods for analysis of graph data is that you require a prior knowledge of the graph to be able to apply these algorithms.
Based on the structure of the graph data, traditional machine learning system will not be able to properly interprete the graph data and thus the advent of the Graph Neural Network (GNN). Graph neural network is a domain of deep learning that is mostly concerned with deep learning operations on graph datasets.
Exploring graph data with Pytorch Geometric#
Now we will explore graph and graph neural networks using the PyTorch Geometric (PyG) package (already loaded)
Let’s create a function that will help us visualize a graph data.
def visualize_graph(G, color):
plt.figure(figsize=(7,7))
plt.xticks([])
plt.yticks([])
nx.draw_networkx(G, pos=nx.spring_layout(G, seed=42), with_labels=False,
node_color=color, cmap="Set2")
plt.show()
PyG provides access to a couple of graph datasets. For this notebook, we are going to use Zachary’s karate club network dataset.
Zachary’s karate club is a great example of social relationships within a small group. This set of data indicated the interactions of club members outside of the club. This dataset also documented the conflict between the instructor, Mr.Hi, and the club president, John because of course price. In the end, half of the members formed a new club around Mr.Hi, and the other half either stayed at the old karate club or gave up karate.
from torch_geometric.datasets import KarateClub
dataset = KarateClub()
Now that we have imported a graph dataset, let’s look at some of the properties of a graph dataset. We will look at some of the properties at the level of the dataset and then select a graph in the dataset to explore it’s properties.
print('Dataset properties')
print('==============================================================')
print(f'Dataset: {dataset}') #This prints the name of the dataset
print(f'Number of graphs in the dataset: {len(dataset)}')
print(f'Number of features: {dataset.num_features}') #Number of features each node in the dataset has
print(f'Number of classes: {dataset.num_classes}') #Number of classes that a node can be classified into
# Since we have one graph in the dataset, we will select the graph and explore it's properties
data = dataset[0]
print('Graph properties')
print('==============================================================')
# Gather some statistics about the graph.
print(f'Number of nodes: {data.num_nodes}') #Number of nodes in the graph
print(f'Number of edges: {data.num_edges}') #Number of edges in the graph
print(f'Average node degree: {data.num_edges / data.num_nodes:.2f}') # Average number of nodes in the graph
print(f'Contains isolated nodes: {data.has_isolated_nodes()}') #Does the graph contains nodes that are not connected
print(f'Contains self-loops: {data.has_self_loops()}') #Does the graph contains nodes that are linked to themselves
print(f'Is undirected: {data.is_undirected()}') #Is the graph an undirected graph
Dataset properties
==============================================================
Dataset: KarateClub()
Number of graphs in the dataset: 1
Number of features: 34
Number of classes: 4
Graph properties
==============================================================
Number of nodes: 34
Number of edges: 156
Average node degree: 4.59
Contains isolated nodes: False
Contains self-loops: False
Is undirected: True
Now let’s visualize the graph using the function that we created earlier. But first, we will convert the graph to networkx graph
from torch_geometric.utils import to_networkx
G = to_networkx(data, to_undirected=True)
visualize_graph(G, color=data.y)
Implementing a Graph Neural Network#
For this notebook, we will use a simple GNN which is the Graph Convolution Network (GCN) layer.
GCN is a specific type of GNN that uses convolutional operations to propagate information between nodes in a graph.
GCNs leverage a localized aggregation of neighboring node features to update the representations of the nodes.
GCNs are based on the convolutional operation commonly used in image processing, adapted to the graph domain.
The layers in a GCN typically apply a graph convolution operation followed by non-linear activation functions.
GCNs have been successful in tasks such as node classification, where nodes are labeled based on their features and graph structure.
Our GNN is defined by stacking three graph convolution layers, which corresponds to aggregating 3-hop neighborhood information around each node (all nodes up to 3 “hops” away). In addition, the GCNConv layers reduce the node feature dimensionality to 2, i.e., 34→4→4→2. Each GCNConv layer is enhanced by a tanh non-linearity. We then apply a linear layer which acts as a classifier to map the nodes to 1 out of the 4 possible classes.
import torch
from torch.nn import Linear
from torch_geometric.nn import GCNConv
class GCN(torch.nn.Module):
def __init__(self):
super(GCN, self).__init__()
torch.manual_seed(12345)
self.conv1 = GCNConv(dataset.num_features, 4)
self.conv2 = GCNConv(4, 4)
self.conv3 = GCNConv(4, 2)
self.classifier = Linear(2, dataset.num_classes)
def forward(self, x, edge_index):
h = self.conv1(x, edge_index)
h = h.tanh()
h = self.conv2(h, edge_index)
h = h.tanh()
h = self.conv3(h, edge_index)
h = h.tanh() # Final GNN embedding space.
# Apply a final (linear) classifier.
out = self.classifier(h)
return out, h
model = GCN()
print(model)
GCN(
(conv1): GCNConv(34, 4)
(conv2): GCNConv(4, 4)
(conv3): GCNConv(4, 2)
(classifier): Linear(in_features=2, out_features=4, bias=True)
)
Training the model#
To train the network, we will use the CrossEntropyLoss for the loss function and Adam as the gradient optimizer
model = GCN()
criterion = torch.nn.CrossEntropyLoss() #Initialize the CrossEntropyLoss function.
optimizer = torch.optim.Adam(model.parameters(), lr=0.01) # Initialize the Adam optimizer.
def train(data):
optimizer.zero_grad() # Clear gradients.
out, h = model(data.x, data.edge_index) # Perform a single forward pass.
loss = criterion(out[data.train_mask], data.y[data.train_mask]) # Compute the loss solely based on the training nodes.
loss.backward() # Derive gradients.
optimizer.step() # Update parameters based on gradients.
return loss, h
for epoch in range(401):
loss, h = train(data)
print(f'Epoch: {epoch}, Loss: {loss}')
Epoch: 0, Loss: 1.414404273033142
Epoch: 1, Loss: 1.4079036712646484
Epoch: 2, Loss: 1.4017865657806396
Epoch: 3, Loss: 1.3959276676177979
Epoch: 4, Loss: 1.3902204036712646
Epoch: 5, Loss: 1.3845514059066772
Epoch: 6, Loss: 1.3788156509399414
Epoch: 7, Loss: 1.372924566268921
Epoch: 8, Loss: 1.3668041229248047
Epoch: 9, Loss: 1.3603920936584473
Epoch: 10, Loss: 1.3536320924758911
Epoch: 11, Loss: 1.346463680267334
Epoch: 12, Loss: 1.3388220071792603
Epoch: 13, Loss: 1.3306517601013184
Epoch: 14, Loss: 1.321907877922058
Epoch: 15, Loss: 1.312545895576477
Epoch: 16, Loss: 1.3025131225585938
Epoch: 17, Loss: 1.2917399406433105
Epoch: 18, Loss: 1.2801498174667358
Epoch: 19, Loss: 1.267681360244751
Epoch: 20, Loss: 1.2542929649353027
Epoch: 21, Loss: 1.2399559020996094
Epoch: 22, Loss: 1.2246456146240234
Epoch: 23, Loss: 1.208348035812378
Epoch: 24, Loss: 1.1910829544067383
Epoch: 25, Loss: 1.172907829284668
Epoch: 26, Loss: 1.1538856029510498
Epoch: 27, Loss: 1.1340937614440918
Epoch: 28, Loss: 1.113678216934204
Epoch: 29, Loss: 1.092814564704895
Epoch: 30, Loss: 1.071663737297058
Epoch: 31, Loss: 1.0504322052001953
Epoch: 32, Loss: 1.0293234586715698
Epoch: 33, Loss: 1.0085136890411377
Epoch: 34, Loss: 0.9882093667984009
Epoch: 35, Loss: 0.9685617685317993
Epoch: 36, Loss: 0.9497098326683044
Epoch: 37, Loss: 0.9317660331726074
Epoch: 38, Loss: 0.914797306060791
Epoch: 39, Loss: 0.8988678455352783
Epoch: 40, Loss: 0.8839972019195557
Epoch: 41, Loss: 0.8701906800270081
Epoch: 42, Loss: 0.8574355840682983
Epoch: 43, Loss: 0.8456954956054688
Epoch: 44, Loss: 0.8349325060844421
Epoch: 45, Loss: 0.8250938653945923
Epoch: 46, Loss: 0.8161190152168274
Epoch: 47, Loss: 0.8079493045806885
Epoch: 48, Loss: 0.8005207777023315
Epoch: 49, Loss: 0.7937697172164917
Epoch: 50, Loss: 0.7876370549201965
Epoch: 51, Loss: 0.7820647358894348
Epoch: 52, Loss: 0.7769969701766968
Epoch: 53, Loss: 0.772383451461792
Epoch: 54, Loss: 0.7681776881217957
Epoch: 55, Loss: 0.7643368244171143
Epoch: 56, Loss: 0.7608219385147095
Epoch: 57, Loss: 0.7575987577438354
Epoch: 58, Loss: 0.7546370029449463
Epoch: 59, Loss: 0.7519098520278931
Epoch: 60, Loss: 0.7493934035301208
Epoch: 61, Loss: 0.7470666766166687
Epoch: 62, Loss: 0.7449116706848145
Epoch: 63, Loss: 0.7429123520851135
Epoch: 64, Loss: 0.7410545349121094
Epoch: 65, Loss: 0.7393249273300171
Epoch: 66, Loss: 0.7377125024795532
Epoch: 67, Loss: 0.7362067699432373
Epoch: 68, Loss: 0.7347980737686157
Epoch: 69, Loss: 0.7334780097007751
Epoch: 70, Loss: 0.7322387099266052
Epoch: 71, Loss: 0.7310730814933777
Epoch: 72, Loss: 0.729974627494812
Epoch: 73, Loss: 0.7289378643035889
Epoch: 74, Loss: 0.7279574871063232
Epoch: 75, Loss: 0.727029025554657
Epoch: 76, Loss: 0.7261483669281006
Epoch: 77, Loss: 0.7253117561340332
Epoch: 78, Loss: 0.7245160937309265
Epoch: 79, Loss: 0.7237581014633179
Epoch: 80, Loss: 0.7230353355407715
Epoch: 81, Loss: 0.7223449945449829
Epoch: 82, Loss: 0.7216847538948059
Epoch: 83, Loss: 0.7210525274276733
Epoch: 84, Loss: 0.7204459309577942
Epoch: 85, Loss: 0.7198635339736938
Epoch: 86, Loss: 0.7193031311035156
Epoch: 87, Loss: 0.7187633514404297
Epoch: 88, Loss: 0.7182430028915405
Epoch: 89, Loss: 0.7177402973175049
Epoch: 90, Loss: 0.7172542810440063
Epoch: 91, Loss: 0.7167838215827942
Epoch: 92, Loss: 0.7163279056549072
Epoch: 93, Loss: 0.71588534116745
Epoch: 94, Loss: 0.7154552340507507
Epoch: 95, Loss: 0.7150367498397827
Epoch: 96, Loss: 0.7146288156509399
Epoch: 97, Loss: 0.7142307758331299
Epoch: 98, Loss: 0.7138414978981018
Epoch: 99, Loss: 0.7134605050086975
Epoch: 100, Loss: 0.7130865454673767
Epoch: 101, Loss: 0.7127190232276917
Epoch: 102, Loss: 0.7123571634292603
Epoch: 103, Loss: 0.7120001316070557
Epoch: 104, Loss: 0.7116469144821167
Epoch: 105, Loss: 0.7112967371940613
Epoch: 106, Loss: 0.7109485864639282
Epoch: 107, Loss: 0.7106013298034668
Epoch: 108, Loss: 0.7102540731430054
Epoch: 109, Loss: 0.7099054455757141
Epoch: 110, Loss: 0.7095539569854736
Epoch: 111, Loss: 0.7091981172561646
Epoch: 112, Loss: 0.7088361978530884
Epoch: 113, Loss: 0.7084661722183228
Epoch: 114, Loss: 0.7080858945846558
Epoch: 115, Loss: 0.7076926827430725
Epoch: 116, Loss: 0.7072839736938477
Epoch: 117, Loss: 0.7068567276000977
Epoch: 118, Loss: 0.7064076662063599
Epoch: 119, Loss: 0.7059327960014343
Epoch: 120, Loss: 0.7054286599159241
Epoch: 121, Loss: 0.7048908472061157
Epoch: 122, Loss: 0.7043149471282959
Epoch: 123, Loss: 0.7036959528923035
Epoch: 124, Loss: 0.703028678894043
Epoch: 125, Loss: 0.7023081183433533
Epoch: 126, Loss: 0.7015290260314941
Epoch: 127, Loss: 0.7006869912147522
Epoch: 128, Loss: 0.6997777223587036
Epoch: 129, Loss: 0.6987966299057007
Epoch: 130, Loss: 0.6977395415306091
Epoch: 131, Loss: 0.6966024041175842
Epoch: 132, Loss: 0.6953816413879395
Epoch: 133, Loss: 0.6940730214118958
Epoch: 134, Loss: 0.6926734447479248
Epoch: 135, Loss: 0.6911810040473938
Epoch: 136, Loss: 0.6895936131477356
Epoch: 137, Loss: 0.6879094839096069
Epoch: 138, Loss: 0.6861274838447571
Epoch: 139, Loss: 0.684245765209198
Epoch: 140, Loss: 0.6822646260261536
Epoch: 141, Loss: 0.6801841259002686
Epoch: 142, Loss: 0.6780048608779907
Epoch: 143, Loss: 0.6757267117500305
Epoch: 144, Loss: 0.6733516454696655
Epoch: 145, Loss: 0.6708807945251465
Epoch: 146, Loss: 0.6683158874511719
Epoch: 147, Loss: 0.6656590700149536
Epoch: 148, Loss: 0.6629128456115723
Epoch: 149, Loss: 0.660078763961792
Epoch: 150, Loss: 0.6571604013442993
Epoch: 151, Loss: 0.6541599035263062
Epoch: 152, Loss: 0.651080310344696
Epoch: 153, Loss: 0.6479244232177734
Epoch: 154, Loss: 0.6446950435638428
Epoch: 155, Loss: 0.641395092010498
Epoch: 156, Loss: 0.6380276679992676
Epoch: 157, Loss: 0.6345993280410767
Epoch: 158, Loss: 0.6311562657356262
Epoch: 159, Loss: 0.6280287504196167
Epoch: 160, Loss: 0.624786376953125
Epoch: 161, Loss: 0.6203908920288086
Epoch: 162, Loss: 0.6176195740699768
Epoch: 163, Loss: 0.6130890250205994
Epoch: 164, Loss: 0.6100022792816162
Epoch: 165, Loss: 0.6056147813796997
Epoch: 166, Loss: 0.6024754643440247
Epoch: 167, Loss: 0.5980788469314575
Epoch: 168, Loss: 0.5947566628456116
Epoch: 169, Loss: 0.5904714465141296
Epoch: 170, Loss: 0.5870352983474731
Epoch: 171, Loss: 0.5828232765197754
Epoch: 172, Loss: 0.5792040824890137
Epoch: 173, Loss: 0.5751749277114868
Epoch: 174, Loss: 0.5713686943054199
Epoch: 175, Loss: 0.5675042867660522
Epoch: 176, Loss: 0.5635499358177185
Epoch: 177, Loss: 0.5598081350326538
Epoch: 178, Loss: 0.5557996034622192
Epoch: 179, Loss: 0.5521055459976196
Epoch: 180, Loss: 0.5481542348861694
Epoch: 181, Loss: 0.5443993210792542
Epoch: 182, Loss: 0.5406018495559692
Epoch: 183, Loss: 0.5367864370346069
Epoch: 184, Loss: 0.5331175327301025
Epoch: 185, Loss: 0.529340386390686
Epoch: 186, Loss: 0.525691568851471
Epoch: 187, Loss: 0.522063136100769
Epoch: 188, Loss: 0.5184276700019836
Epoch: 189, Loss: 0.5149104595184326
Epoch: 190, Loss: 0.5113943219184875
Epoch: 191, Loss: 0.5079199075698853
Epoch: 192, Loss: 0.5045404434204102
Epoch: 193, Loss: 0.5011852979660034
Epoch: 194, Loss: 0.49788326025009155
Epoch: 195, Loss: 0.49466729164123535
Epoch: 196, Loss: 0.4914972186088562
Epoch: 197, Loss: 0.4883778393268585
Epoch: 198, Loss: 0.48533716797828674
Epoch: 199, Loss: 0.482360303401947
Epoch: 200, Loss: 0.47943440079689026
Epoch: 201, Loss: 0.47657454013824463
Epoch: 202, Loss: 0.4737851321697235
Epoch: 203, Loss: 0.47105473279953003
Epoch: 204, Loss: 0.4683806896209717
Epoch: 205, Loss: 0.46577024459838867
Epoch: 206, Loss: 0.4632241129875183
Epoch: 207, Loss: 0.4607364535331726
Epoch: 208, Loss: 0.4583050012588501
Epoch: 209, Loss: 0.4559328258037567
Epoch: 210, Loss: 0.4536212682723999
Epoch: 211, Loss: 0.4513677954673767
Epoch: 212, Loss: 0.44916999340057373
Epoch: 213, Loss: 0.4470280110836029
Epoch: 214, Loss: 0.44494298100471497
Epoch: 215, Loss: 0.4429143965244293
Epoch: 216, Loss: 0.4409407377243042
Epoch: 217, Loss: 0.43902021646499634
Epoch: 218, Loss: 0.437152624130249
Epoch: 219, Loss: 0.4353374242782593
Epoch: 220, Loss: 0.43357405066490173
Epoch: 221, Loss: 0.4318607747554779
Epoch: 222, Loss: 0.4301958382129669
Epoch: 223, Loss: 0.42857807874679565
Epoch: 224, Loss: 0.4270066022872925
Epoch: 225, Loss: 0.42548036575317383
Epoch: 226, Loss: 0.42399758100509644
Epoch: 227, Loss: 0.42255696654319763
Epoch: 228, Loss: 0.4211568832397461
Epoch: 229, Loss: 0.4197961091995239
Epoch: 230, Loss: 0.41847336292266846
Epoch: 231, Loss: 0.4171873927116394
Epoch: 232, Loss: 0.41593676805496216
Epoch: 233, Loss: 0.4147202968597412
Epoch: 234, Loss: 0.4135364890098572
Epoch: 235, Loss: 0.41238415241241455
Epoch: 236, Loss: 0.4112621247768402
Epoch: 237, Loss: 0.4101693630218506
Epoch: 238, Loss: 0.4091046452522278
Epoch: 239, Loss: 0.40806683897972107
Epoch: 240, Loss: 0.40705493092536926
Epoch: 241, Loss: 0.40606772899627686
Epoch: 242, Loss: 0.40510430932044983
Epoch: 243, Loss: 0.40416350960731506
Epoch: 244, Loss: 0.4032444357872009
Epoch: 245, Loss: 0.40234607458114624
Epoch: 246, Loss: 0.40146738290786743
Epoch: 247, Loss: 0.40060728788375854
Epoch: 248, Loss: 0.3997648358345032
Epoch: 249, Loss: 0.39893925189971924
Epoch: 250, Loss: 0.39812910556793213
Epoch: 251, Loss: 0.39733362197875977
Epoch: 252, Loss: 0.39655160903930664
Epoch: 253, Loss: 0.395781934261322
Epoch: 254, Loss: 0.3950235843658447
Epoch: 255, Loss: 0.3942752182483673
Epoch: 256, Loss: 0.39353543519973755
Epoch: 257, Loss: 0.3928031027317047
Epoch: 258, Loss: 0.39207643270492554
Epoch: 259, Loss: 0.3913538455963135
Epoch: 260, Loss: 0.39063364267349243
Epoch: 261, Loss: 0.3899136781692505
Epoch: 262, Loss: 0.38919177651405334
Epoch: 263, Loss: 0.38846561312675476
Epoch: 264, Loss: 0.3877325654029846
Epoch: 265, Loss: 0.38698989152908325
Epoch: 266, Loss: 0.38623446226119995
Epoch: 267, Loss: 0.3854631781578064
Epoch: 268, Loss: 0.38467320799827576
Epoch: 269, Loss: 0.38386136293411255
Epoch: 270, Loss: 0.38302454352378845
Epoch: 271, Loss: 0.38215959072113037
Epoch: 272, Loss: 0.38126328587532043
Epoch: 273, Loss: 0.3803313076496124
Epoch: 274, Loss: 0.3793594539165497
Epoch: 275, Loss: 0.378343403339386
Epoch: 276, Loss: 0.3772798180580139
Epoch: 277, Loss: 0.37616589665412903
Epoch: 278, Loss: 0.3749985098838806
Epoch: 279, Loss: 0.37377339601516724
Epoch: 280, Loss: 0.37248608469963074
Epoch: 281, Loss: 0.37113332748413086
Epoch: 282, Loss: 0.36971211433410645
Epoch: 283, Loss: 0.36821824312210083
Epoch: 284, Loss: 0.36664748191833496
Epoch: 285, Loss: 0.36499863862991333
Epoch: 286, Loss: 0.36327067017555237
Epoch: 287, Loss: 0.36146074533462524
Epoch: 288, Loss: 0.3595682978630066
Epoch: 289, Loss: 0.35759294033050537
Epoch: 290, Loss: 0.3555324673652649
Epoch: 291, Loss: 0.35338854789733887
Epoch: 292, Loss: 0.3511621356010437
Epoch: 293, Loss: 0.34885382652282715
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There is much more analysis that can be done with GNNs on the Karate Club dataseet. See here for examples. Our goal in this lecture was to use it an way to introduce the implementation and use of GNNs within the Pytorch framework.
We will now turn to examples using simulated open data from the CMS experiment at the LHC. The algorithms’ inputs are features of the reconstructed charged particles in a jet and the secondary vertices associated with them. Describing the jet shower as a combination of particle-to-particle and particle-to-vertex interactions, the model is trained to learn a jet representation on which the classification problem isoptimized.
We show below an example using a community model called “DeepSets” and then compare to an Interaction Model GNN.
Deep Sets#
We will start by looking at Deep Sets networks using PyTorch. The architecture is based on the following paper: DeepSets
%pip install wget
import wget
%pip install -U PyYAML
%pip install uproot
%pip install awkward
%pip install mplhep
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wget_data("https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/definitions_lorentz.yml")
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import yaml
with open("./tmp_data/definitions_lorentz.yml") as file:
# The FullLoader parameter handles the conversion from YAML
# scalar values to Python the dictionary format
definitions = yaml.load(file, Loader=yaml.FullLoader)
features = definitions["features"]
spectators = definitions["spectators"]
labels = definitions["labels"]
nfeatures = definitions["nfeatures"]
nspectators = definitions["nspectators"]
nlabels = definitions["nlabels"]
ntracks = definitions["ntracks"]
Data Loader#
Here we have to define the dataset loader.
wget_data("https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/DeepSetsDataset.py", './')
wget_data("https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/utils.py", './')
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wget_data("http://opendata.cern.ch/eos/opendata/cms/datascience/HiggsToBBNtupleProducerTool/HiggsToBBNTuple_HiggsToBB_QCD_RunII_13TeV_MC/train/ntuple_merged_90.root")
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4100K .......... .......... .......... .......... .......... 1% 79.8M 46s
4150K .......... .......... .......... .......... .......... 1% 71.3M 46s
4200K .......... .......... .......... .......... .......... 1% 82.7M 45s
4250K .......... .......... .......... .......... .......... 1% 80.5M 45s
4300K .......... .......... .......... .......... .......... 1% 84.8M 44s
4350K .......... .......... .......... .......... .......... 1% 71.2M 44s
4400K .......... .......... .......... .......... .......... 1% 77.9M 43s
4450K .......... .......... .......... .......... .......... 1% 83.4M 43s
4500K .......... .......... .......... .......... .......... 1% 80.9M 43s
4550K .......... .......... .......... .......... .......... 1% 73.0M 42s
4600K .......... .......... .......... .......... .......... 1% 82.3M 42s
4650K .......... .......... .......... .......... .......... 1% 987K 44s
4700K .......... .......... .......... .......... .......... 2% 80.3M 43s
4750K .......... .......... .......... .......... .......... 2% 69.0M 43s
4800K .......... .......... .......... .......... .......... 2% 66.4M 42s
4850K .......... .......... .......... .......... .......... 2% 168M 42s
4900K .......... .......... .......... .......... .......... 2% 83.4M 42s
4950K .......... .......... .......... .......... .......... 2% 79.9M 41s
5000K .......... .......... .......... .......... .......... 2% 87.4M 41s
5050K .......... .......... .......... .......... .......... 2% 46.7M 40s
5100K .......... .......... .......... .......... .......... 2% 160M 40s
5150K .......... .......... .......... .......... .......... 2% 90.8M 40s
5200K .......... .......... .......... .......... .......... 2% 57.8M 39s
5250K .......... .......... .......... .......... .......... 2% 84.0M 39s
5300K .......... .......... .......... .......... .......... 2% 154M 39s
5350K .......... .......... .......... .......... .......... 2% 75.4M 38s
5400K .......... .......... .......... .......... .......... 2% 71.4M 38s
5450K .......... .......... .......... .......... .......... 2% 42.2M 38s
5500K .......... .......... .......... .......... .......... 2% 94.3M 37s
5550K .......... .......... .......... .......... .......... 2% 89.4M 37s
5600K .......... .......... .......... .......... .......... 2% 85.7M 37s
5650K .......... .......... .......... .......... .......... 2% 82.2M 36s
5700K .......... .......... .......... .......... .......... 2% 87.5M 36s
5750K .......... .......... .......... .......... .......... 2% 86.8M 36s
5800K .......... .......... .......... .......... .......... 2% 78.9M 36s
5850K .......... .......... .......... .......... .......... 2% 64.5M 35s
5900K .......... .......... .......... .......... .......... 2% 86.2M 35s
5950K .......... .......... .......... .......... .......... 2% 99.0M 35s
6000K .......... .......... .......... .......... .......... 2% 102M 34s
6050K .......... .......... .......... .......... .......... 2% 50.0M 34s
6100K .......... .......... .......... .......... .......... 2% 58.1M 34s
6150K .......... .......... .......... .......... .......... 2% 69.2M 34s
6200K .......... .......... .......... .......... .......... 2% 74.1M 33s
6250K .......... .......... .......... .......... .......... 2% 53.7M 33s
6300K .......... .......... .......... .......... .......... 2% 63.7M 33s
6350K .......... .......... .......... .......... .......... 2% 69.0M 33s
6400K .......... .......... .......... .......... .......... 2% 72.1M 32s
6450K .......... .......... .......... .......... .......... 2% 62.6M 32s
6500K .......... .......... .......... .......... .......... 2% 6.35M 32s
6550K .......... .......... .......... .......... .......... 2% 62.5M 32s
6600K .......... .......... .......... .......... .......... 2% 68.8M 32s
6650K .......... .......... .......... .......... .......... 2% 49.8M 32s
6700K .......... .......... .......... .......... .......... 2% 65.6M 31s
6750K .......... .......... .......... .......... .......... 2% 68.7M 31s
6800K .......... .......... .......... .......... .......... 2% 72.3M 31s
6850K .......... .......... .......... .......... .......... 2% 58.5M 31s
6900K .......... .......... .......... .......... .......... 2% 36.3M 31s
6950K .......... .......... .......... .......... .......... 2% 63.5M 30s
7000K .......... .......... .......... .......... .......... 2% 64.6M 30s
7050K .......... .......... .......... .......... .......... 2% 65.4M 30s
7100K .......... .......... .......... .......... .......... 3% 75.5M 30s
7150K .......... .......... .......... .......... .......... 3% 78.6M 30s
7200K .......... .......... .......... .......... .......... 3% 78.2M 29s
7250K .......... .......... .......... .......... .......... 3% 71.1M 29s
7300K .......... .......... .......... .......... .......... 3% 82.0M 29s
7350K .......... .......... .......... .......... .......... 3% 79.3M 29s
7400K .......... .......... .......... .......... .......... 3% 6.69M 29s
7450K .......... .......... .......... .......... .......... 3% 63.8M 29s
7500K .......... .......... .......... .......... .......... 3% 81.1M 28s
7550K .......... .......... .......... .......... .......... 3% 76.9M 28s
7600K .......... .......... .......... .......... .......... 3% 81.8M 28s
7650K .......... .......... .......... .......... .......... 3% 71.6M 28s
7700K .......... .......... .......... .......... .......... 3% 80.5M 28s
7750K .......... .......... .......... .......... .......... 3% 81.9M 28s
7800K .......... .......... .......... .......... .......... 3% 83.1M 27s
7850K .......... .......... .......... .......... .......... 3% 71.5M 27s
7900K .......... .......... .......... .......... .......... 3% 83.2M 27s
7950K .......... .......... .......... .......... .......... 3% 1.20M 28s
8000K .......... .......... .......... .......... .......... 3% 114M 28s
8050K .......... .......... .......... .......... .......... 3% 80.7M 28s
8100K .......... .......... .......... .......... .......... 3% 59.7M 28s
8150K .......... .......... .......... .......... .......... 3% 109M 28s
8200K .......... .......... .......... .......... .......... 3% 87.2M 27s
8250K .......... .......... .......... .......... .......... 3% 47.5M 27s
8300K .......... .......... .......... .......... .......... 3% 98.9M 27s
8350K .......... .......... .......... .......... .......... 3% 108M 27s
8400K .......... .......... .......... .......... .......... 3% 77.3M 27s
8450K .......... .......... .......... .......... .......... 3% 118M 27s
8500K .......... .......... .......... .......... .......... 3% 84.6M 26s
8550K .......... .......... .......... .......... .......... 3% 89.7M 26s
8600K .......... .......... .......... .......... .......... 3% 80.7M 26s
8650K .......... .......... .......... .......... .......... 3% 9.59M 26s
8700K .......... .......... .......... .......... .......... 3% 260M 26s
8750K .......... .......... .......... .......... .......... 3% 25.2M 26s
8800K .......... .......... .......... .......... .......... 3% 58.2M 26s
8850K .......... .......... .......... .......... .......... 3% 9.53M 26s
8900K .......... .......... .......... .......... .......... 3% 65.5M 26s
8950K .......... .......... .......... .......... .......... 3% 70.7M 25s
9000K .......... .......... .......... .......... .......... 3% 57.5M 25s
9050K .......... .......... .......... .......... .......... 3% 54.1M 25s
9100K .......... .......... .......... .......... .......... 3% 12.1M 25s
9150K .......... .......... .......... .......... .......... 3% 60.2M 25s
9200K .......... .......... .......... .......... .......... 3% 56.9M 25s
9250K .......... .......... .......... .......... .......... 3% 14.1M 25s
9300K .......... .......... .......... .......... .......... 3% 61.9M 25s
9350K .......... .......... .......... .......... .......... 3% 63.6M 25s
9400K .......... .......... .......... .......... .......... 3% 67.9M 25s
9450K .......... .......... .......... .......... .......... 4% 57.2M 24s
9500K .......... .......... .......... .......... .......... 4% 10.5M 24s
9550K .......... .......... .......... .......... .......... 4% 72.3M 24s
9600K .......... .......... .......... .......... .......... 4% 82.6M 24s
9650K .......... .......... .......... .......... .......... 4% 70.9M 24s
9700K .......... .......... .......... .......... .......... 4% 79.6M 24s
9750K .......... .......... .......... .......... .......... 4% 82.2M 24s
9800K .......... .......... .......... .......... .......... 4% 69.7M 24s
9850K .......... .......... .......... .......... .......... 4% 70.5M 24s
9900K .......... .......... .......... .......... .......... 4% 81.2M 23s
9950K .......... .......... .......... .......... .......... 4% 80.7M 23s
10000K .......... .......... .......... .......... .......... 4% 83.9M 23s
10050K .......... .......... .......... .......... .......... 4% 71.2M 23s
10100K .......... .......... .......... .......... .......... 4% 5.70M 23s
10150K .......... .......... .......... .......... .......... 4% 75.9M 23s
10200K .......... .......... .......... .......... .......... 4% 78.3M 23s
10250K .......... .......... .......... .......... .......... 4% 68.3M 23s
10300K .......... .......... .......... .......... .......... 4% 82.7M 23s
10350K .......... .......... .......... .......... .......... 4% 79.0M 23s
10400K .......... .......... .......... .......... .......... 4% 85.4M 23s
10450K .......... .......... .......... .......... .......... 4% 71.0M 23s
10500K .......... .......... .......... .......... .......... 4% 82.8M 22s
10550K .......... .......... .......... .......... .......... 4% 83.9M 22s
10600K .......... .......... .......... .......... .......... 4% 82.0M 22s
10650K .......... .......... .......... .......... .......... 4% 72.8M 22s
10700K .......... .......... .......... .......... .......... 4% 73.2M 22s
10750K .......... .......... .......... .......... .......... 4% 141M 22s
10800K .......... .......... .......... .......... .......... 4% 315M 22s
10850K .......... .......... .......... .......... .......... 4% 277M 22s
10900K .......... .......... .......... .......... .......... 4% 327M 22s
10950K .......... .......... .......... .......... .......... 4% 83.5M 22s
11000K .......... .......... .......... .......... .......... 4% 6.40M 22s
11050K .......... .......... .......... .......... .......... 4% 15.5M 22s
11100K .......... .......... .......... .......... .......... 4% 8.40M 22s
11150K .......... .......... .......... .......... .......... 4% 78.2M 21s
11200K .......... .......... .......... .......... .......... 4% 3.22M 22s
11250K .......... .......... .......... .......... .......... 4% 47.9M 22s
11300K .......... .......... .......... .......... .......... 4% 100M 22s
11350K .......... .......... .......... .......... .......... 4% 54.3M 21s
11400K .......... .......... .......... .......... .......... 4% 202M 21s
11450K .......... .......... .......... .......... .......... 4% 50.5M 21s
11500K .......... .......... .......... .......... .......... 4% 166M 21s
11550K .......... .......... .......... .......... .......... 4% 101M 21s
11600K .......... .......... .......... .......... .......... 4% 87.2M 21s
11650K .......... .......... .......... .......... .......... 4% 71.5M 21s
11700K .......... .......... .......... .......... .......... 4% 77.2M 21s
11750K .......... .......... .......... .......... .......... 4% 73.4M 21s
11800K .......... .......... .......... .......... .......... 5% 145M 21s
11850K .......... .......... .......... .......... .......... 5% 79.4M 21s
11900K .......... .......... .......... .......... .......... 5% 77.0M 21s
11950K .......... .......... .......... .......... .......... 5% 65.6M 20s
12000K .......... .......... .......... .......... .......... 5% 44.9M 20s
12050K .......... .......... .......... .......... .......... 5% 47.6M 20s
12100K .......... .......... .......... .......... .......... 5% 64.5M 20s
12150K .......... .......... .......... .......... .......... 5% 57.0M 20s
12200K .......... .......... .......... .......... .......... 5% 72.5M 20s
12250K .......... .......... .......... .......... .......... 5% 70.3M 20s
12300K .......... .......... .......... .......... .......... 5% 62.1M 20s
12350K .......... .......... .......... .......... .......... 5% 46.8M 20s
12400K .......... .......... .......... .......... .......... 5% 52.9M 20s
12450K .......... .......... .......... .......... .......... 5% 17.7M 20s
12500K .......... .......... .......... .......... .......... 5% 9.60M 20s
12550K .......... .......... .......... .......... .......... 5% 57.8M 20s
12600K .......... .......... .......... .......... .......... 5% 74.5M 20s
12650K .......... .......... .......... .......... .......... 5% 78.3M 20s
12700K .......... .......... .......... .......... .......... 5% 80.1M 20s
12750K .......... .......... .......... .......... .......... 5% 71.6M 19s
12800K .......... .......... .......... .......... .......... 5% 68.2M 19s
12850K .......... .......... .......... .......... .......... 5% 75.4M 19s
12900K .......... .......... .......... .......... .......... 5% 78.4M 19s
12950K .......... .......... .......... .......... .......... 5% 70.7M 19s
13000K .......... .......... .......... .......... .......... 5% 82.2M 19s
13050K .......... .......... .......... .......... .......... 5% 83.6M 19s
13100K .......... .......... .......... .......... .......... 5% 81.2M 19s
13150K .......... .......... .......... .......... .......... 5% 13.9M 19s
13200K .......... .......... .......... .......... .......... 5% 67.6M 19s
13250K .......... .......... .......... .......... .......... 5% 80.2M 19s
13300K .......... .......... .......... .......... .......... 5% 81.9M 19s
13350K .......... .......... .......... .......... .......... 5% 70.1M 19s
13400K .......... .......... .......... .......... .......... 5% 82.8M 19s
13450K .......... .......... .......... .......... .......... 5% 82.8M 19s
13500K .......... .......... .......... .......... .......... 5% 82.9M 18s
13550K .......... .......... .......... .......... .......... 5% 2.88M 19s
13600K .......... .......... .......... .......... .......... 5% 202M 19s
13650K .......... .......... .......... .......... .......... 5% 310M 19s
13700K .......... .......... .......... .......... .......... 5% 322M 18s
13750K .......... .......... .......... .......... .......... 5% 258M 18s
13800K .......... .......... .......... .......... .......... 5% 244M 18s
13850K .......... .......... .......... .......... .......... 5% 1.22M 19s
13900K .......... .......... .......... .......... .......... 5% 61.3M 19s
13950K .......... .......... .......... .......... .......... 5% 77.1M 19s
14000K .......... .......... .......... .......... .......... 5% 99.6M 19s
14050K .......... .......... .......... .......... .......... 5% 6.04M 19s
14100K .......... .......... .......... .......... .......... 5% 180M 19s
14150K .......... .......... .......... .......... .......... 5% 208M 19s
14200K .......... .......... .......... .......... .......... 6% 238M 19s
14250K .......... .......... .......... .......... .......... 6% 234M 19s
14300K .......... .......... .......... .......... .......... 6% 220M 18s
14350K .......... .......... .......... .......... .......... 6% 331M 18s
14400K .......... .......... .......... .......... .......... 6% 263M 18s
14450K .......... .......... .......... .......... .......... 6% 207M 18s
14500K .......... .......... .......... .......... .......... 6% 73.5M 18s
14550K .......... .......... .......... .......... .......... 6% 61.5M 18s
14600K .......... .......... .......... .......... .......... 6% 61.3M 18s
14650K .......... .......... .......... .......... .......... 6% 67.9M 18s
14700K .......... .......... .......... .......... .......... 6% 55.3M 18s
14750K .......... .......... .......... .......... .......... 6% 6.66M 18s
14800K .......... .......... .......... .......... .......... 6% 37.8M 18s
14850K .......... .......... .......... .......... .......... 6% 55.2M 18s
14900K .......... .......... .......... .......... .......... 6% 21.5M 18s
14950K .......... .......... .......... .......... .......... 6% 13.2M 18s
15000K .......... .......... .......... .......... .......... 6% 53.6M 18s
15050K .......... .......... .......... .......... .......... 6% 61.9M 18s
15100K .......... .......... .......... .......... .......... 6% 47.1M 18s
15150K .......... .......... .......... .......... .......... 6% 45.0M 18s
15200K .......... .......... .......... .......... .......... 6% 9.47M 18s
15250K .......... .......... .......... .......... .......... 6% 50.2M 18s
15300K .......... .......... .......... .......... .......... 6% 45.9M 18s
15350K .......... .......... .......... .......... .......... 6% 61.8M 18s
15400K .......... .......... .......... .......... .......... 6% 62.0M 18s
15450K .......... .......... .......... .......... .......... 6% 62.2M 17s
15500K .......... .......... .......... .......... .......... 6% 8.28M 18s
15550K .......... .......... .......... .......... .......... 6% 70.9M 17s
15600K .......... .......... .......... .......... .......... 6% 70.5M 17s
15650K .......... .......... .......... .......... .......... 6% 71.3M 17s
15700K .......... .......... .......... .......... .......... 6% 62.1M 17s
15750K .......... .......... .......... .......... .......... 6% 74.3M 17s
15800K .......... .......... .......... .......... .......... 6% 73.4M 17s
15850K .......... .......... .......... .......... .......... 6% 74.1M 17s
15900K .......... .......... .......... .......... .......... 6% 66.0M 17s
15950K .......... .......... .......... .......... .......... 6% 75.4M 17s
16000K .......... .......... .......... .......... .......... 6% 18.8M 17s
16050K .......... .......... .......... .......... .......... 6% 322M 17s
16100K .......... .......... .......... .......... .......... 6% 274M 17s
16150K .......... .......... .......... .......... .......... 6% 336M 17s
16200K .......... .......... .......... .......... .......... 6% 54.3M 17s
16250K .......... .......... .......... .......... .......... 6% 72.9M 17s
16300K .......... .......... .......... .......... .......... 6% 67.3M 17s
16350K .......... .......... .......... .......... .......... 6% 74.4M 17s
16400K .......... .......... .......... .......... .......... 6% 3.90M 17s
16450K .......... .......... .......... .......... .......... 6% 63.5M 17s
16500K .......... .......... .......... .......... .......... 6% 69.0M 17s
16550K .......... .......... .......... .......... .......... 7% 42.3M 17s
16600K .......... .......... .......... .......... .......... 7% 67.8M 17s
16650K .......... .......... .......... .......... .......... 7% 45.6M 17s
16700K .......... .......... .......... .......... .......... 7% 62.9M 17s
16750K .......... .......... .......... .......... .......... 7% 72.9M 17s
16800K .......... .......... .......... .......... .......... 7% 81.7M 16s
16850K .......... .......... .......... .......... .......... 7% 75.4M 16s
16900K .......... .......... .......... .......... .......... 7% 2.02M 17s
16950K .......... .......... .......... .......... .......... 7% 10.2M 17s
17000K .......... .......... .......... .......... .......... 7% 4.70M 17s
17050K .......... .......... .......... .......... .......... 7% 46.3M 17s
17100K .......... .......... .......... .......... .......... 7% 48.2M 17s
17150K .......... .......... .......... .......... .......... 7% 72.0M 17s
17200K .......... .......... .......... .......... .......... 7% 74.9M 17s
17250K .......... .......... .......... .......... .......... 7% 11.3M 17s
17300K .......... .......... .......... .......... .......... 7% 5.96M 17s
17350K .......... .......... .......... .......... .......... 7% 72.7M 17s
17400K .......... .......... .......... .......... .......... 7% 56.7M 17s
17450K .......... .......... .......... .......... .......... 7% 70.2M 17s
17500K .......... .......... .......... .......... .......... 7% 48.3M 17s
17550K .......... .......... .......... .......... .......... 7% 64.2M 16s
17600K .......... .......... .......... .......... .......... 7% 22.1M 16s
17650K .......... .......... .......... .......... .......... 7% 3.77M 17s
17700K .......... .......... .......... .......... .......... 7% 47.9M 17s
17750K .......... .......... .......... .......... .......... 7% 55.0M 16s
17800K .......... .......... .......... .......... .......... 7% 66.2M 16s
17850K .......... .......... .......... .......... .......... 7% 56.9M 16s
17900K .......... .......... .......... .......... .......... 7% 52.8M 16s
17950K .......... .......... .......... .......... .......... 7% 79.1M 16s
18000K .......... .......... .......... .......... .......... 7% 79.0M 16s
18050K .......... .......... .......... .......... .......... 7% 79.4M 16s
18100K .......... .......... .......... .......... .......... 7% 5.46M 16s
18150K .......... .......... .......... .......... .......... 7% 71.2M 16s
18200K .......... .......... .......... .......... .......... 7% 78.9M 16s
18250K .......... .......... .......... .......... .......... 7% 81.0M 16s
18300K .......... .......... .......... .......... .......... 7% 69.4M 16s
18350K .......... .......... .......... .......... .......... 7% 79.4M 16s
18400K .......... .......... .......... .......... .......... 7% 81.3M 16s
18450K .......... .......... .......... .......... .......... 7% 58.7M 16s
18500K .......... .......... .......... .......... .......... 7% 69.2M 16s
18550K .......... .......... .......... .......... .......... 7% 133M 16s
18600K .......... .......... .......... .......... .......... 7% 74.9M 16s
18650K .......... .......... .......... .......... .......... 7% 9.98M 16s
18700K .......... .......... .......... .......... .......... 7% 64.1M 16s
18750K .......... .......... .......... .......... .......... 7% 19.3M 16s
18800K .......... .......... .......... .......... .......... 7% 7.08M 16s
18850K .......... .......... .......... .......... .......... 7% 67.8M 16s
18900K .......... .......... .......... .......... .......... 8% 12.9M 16s
18950K .......... .......... .......... .......... .......... 8% 55.2M 16s
19000K .......... .......... .......... .......... .......... 8% 61.9M 16s
19050K .......... .......... .......... .......... .......... 8% 8.12M 16s
19100K .......... .......... .......... .......... .......... 8% 59.4M 16s
19150K .......... .......... .......... .......... .......... 8% 75.6M 16s
19200K .......... .......... .......... .......... .......... 8% 74.7M 16s
19250K .......... .......... .......... .......... .......... 8% 79.3M 16s
19300K .......... .......... .......... .......... .......... 8% 64.9M 16s
19350K .......... .......... .......... .......... .......... 8% 71.8M 16s
19400K .......... .......... .......... .......... .......... 8% 71.4M 16s
19450K .......... .......... .......... .......... .......... 8% 67.1M 16s
19500K .......... .......... .......... .......... .......... 8% 54.5M 15s
19550K .......... .......... .......... .......... .......... 8% 72.1M 15s
19600K .......... .......... .......... .......... .......... 8% 19.9M 15s
19650K .......... .......... .......... .......... .......... 8% 71.7M 15s
19700K .......... .......... .......... .......... .......... 8% 65.0M 15s
19750K .......... .......... .......... .......... .......... 8% 73.6M 15s
19800K .......... .......... .......... .......... .......... 8% 74.6M 15s
19850K .......... .......... .......... .......... .......... 8% 75.7M 15s
19900K .......... .......... .......... .......... .......... 8% 66.9M 15s
19950K .......... .......... .......... .......... .......... 8% 60.3M 15s
20000K .......... .......... .......... .......... .......... 8% 66.1M 15s
20050K .......... .......... .......... .......... .......... 8% 71.3M 15s
20100K .......... .......... .......... .......... .......... 8% 69.7M 15s
20150K .......... .......... .......... .......... .......... 8% 83.3M 15s
20200K .......... .......... .......... .......... .......... 8% 81.5M 15s
20250K .......... .......... .......... .......... .......... 8% 26.6M 15s
20300K .......... .......... .......... .......... .......... 8% 9.33M 15s
20350K .......... .......... .......... .......... .......... 8% 75.1M 15s
20400K .......... .......... .......... .......... .......... 8% 8.58M 15s
20450K .......... .......... .......... .......... .......... 8% 6.38M 15s
20500K .......... .......... .......... .......... .......... 8% 66.9M 15s
20550K .......... .......... .......... .......... .......... 8% 35.7M 15s
20600K .......... .......... .......... .......... .......... 8% 76.2M 15s
20650K .......... .......... .......... .......... .......... 8% 74.9M 15s
20700K .......... .......... .......... .......... .......... 8% 20.6M 15s
20750K .......... .......... .......... .......... .......... 8% 81.8M 15s
20800K .......... .......... .......... .......... .......... 8% 81.7M 15s
20850K .......... .......... .......... .......... .......... 8% 78.8M 15s
20900K .......... .......... .......... .......... .......... 8% 74.6M 15s
20950K .......... .......... .......... .......... .......... 8% 79.2M 15s
21000K .......... .......... .......... .......... .......... 8% 86.2M 15s
21050K .......... .......... .......... .......... .......... 8% 69.4M 15s
21100K .......... .......... .......... .......... .......... 8% 62.6M 15s
21150K .......... .......... .......... .......... .......... 8% 56.7M 15s
21200K .......... .......... .......... .......... .......... 8% 66.0M 15s
21250K .......... .......... .......... .......... .......... 8% 79.1M 15s
21300K .......... .......... .......... .......... .......... 9% 63.8M 15s
21350K .......... .......... .......... .......... .......... 9% 74.3M 14s
21400K .......... .......... .......... .......... .......... 9% 76.5M 14s
21450K .......... .......... .......... .......... .......... 9% 80.4M 14s
21500K .......... .......... .......... .......... .......... 9% 63.9M 14s
21550K .......... .......... .......... .......... .......... 9% 72.5M 14s
21600K .......... .......... .......... .......... .......... 9% 70.6M 14s
21650K .......... .......... .......... .......... .......... 9% 73.2M 14s
21700K .......... .......... .......... .......... .......... 9% 64.1M 14s
21750K .......... .......... .......... .......... .......... 9% 76.0M 14s
21800K .......... .......... .......... .......... .......... 9% 81.3M 14s
21850K .......... .......... .......... .......... .......... 9% 85.5M 14s
21900K .......... .......... .......... .......... .......... 9% 71.8M 14s
21950K .......... .......... .......... .......... .......... 9% 86.0M 14s
22000K .......... .......... .......... .......... .......... 9% 76.2M 14s
22050K .......... .......... .......... .......... .......... 9% 82.7M 14s
22100K .......... .......... .......... .......... .......... 9% 74.8M 14s
22150K .......... .......... .......... .......... .......... 9% 82.0M 14s
22200K .......... .......... .......... .......... .......... 9% 1.79M 14s
22250K .......... .......... .......... .......... .......... 9% 235M 14s
22300K .......... .......... .......... .......... .......... 9% 223M 14s
22350K .......... .......... .......... .......... .......... 9% 237M 14s
22400K .......... .......... .......... .......... .......... 9% 58.7M 14s
22450K .......... .......... .......... .......... .......... 9% 140M 14s
22500K .......... .......... .......... .......... .......... 9% 105M 14s
22550K .......... .......... .......... .......... .......... 9% 115M 14s
22600K .......... .......... .......... .......... .......... 9% 94.5M 14s
22650K .......... .......... .......... .......... .......... 9% 49.6M 14s
22700K .......... .......... .......... .......... .......... 9% 60.6M 14s
22750K .......... .......... .......... .......... .......... 9% 55.6M 14s
22800K .......... .......... .......... .......... .......... 9% 43.3M 14s
22850K .......... .......... .......... .......... .......... 9% 44.8M 14s
22900K .......... .......... .......... .......... .......... 9% 63.1M 14s
22950K .......... .......... .......... .......... .......... 9% 58.7M 14s
23000K .......... .......... .......... .......... .......... 9% 7.35M 14s
23050K .......... .......... .......... .......... .......... 9% 49.7M 14s
23100K .......... .......... .......... .......... .......... 9% 52.4M 14s
23150K .......... .......... .......... .......... .......... 9% 61.7M 14s
23200K .......... .......... .......... .......... .......... 9% 62.4M 14s
23250K .......... .......... .......... .......... .......... 9% 71.8M 14s
23300K .......... .......... .......... .......... .......... 9% 77.6M 14s
23350K .......... .......... .......... .......... .......... 9% 69.2M 14s
23400K .......... .......... .......... .......... .......... 9% 49.0M 14s
23450K .......... .......... .......... .......... .......... 9% 64.8M 14s
23500K .......... .......... .......... .......... .......... 9% 52.5M 14s
23550K .......... .......... .......... .......... .......... 9% 46.1M 14s
23600K .......... .......... .......... .......... .......... 9% 51.7M 14s
23650K .......... .......... .......... .......... .......... 10% 16.2M 14s
23700K .......... .......... .......... .......... .......... 10% 207M 14s
23750K .......... .......... .......... .......... .......... 10% 280M 13s
23800K .......... .......... .......... .......... .......... 10% 257M 13s
23850K .......... .......... .......... .......... .......... 10% 306M 13s
23900K .......... .......... .......... .......... .......... 10% 198M 13s
23950K .......... .......... .......... .......... .......... 10% 289M 13s
24000K .......... .......... .......... .......... .......... 10% 256M 13s
24050K .......... .......... .......... .......... .......... 10% 305M 13s
24100K .......... .......... .......... .......... .......... 10% 307M 13s
24150K .......... .......... .......... .......... .......... 10% 264M 13s
24200K .......... .......... .......... .......... .......... 10% 224M 13s
24250K .......... .......... .......... .......... .......... 10% 310M 13s
24300K .......... .......... .......... .......... .......... 10% 312M 13s
24350K .......... .......... .......... .......... .......... 10% 312M 13s
24400K .......... .......... .......... .......... .......... 10% 242M 13s
24450K .......... .......... .......... .......... .......... 10% 238M 13s
24500K .......... .......... .......... .......... .......... 10% 278M 13s
24550K .......... .......... .......... .......... .......... 10% 310M 13s
24600K .......... .......... .......... .......... .......... 10% 269M 13s
24650K .......... .......... .......... .......... .......... 10% 17.3M 13s
24700K .......... .......... .......... .......... .......... 10% 10.6M 13s
24750K .......... .......... .......... .......... .......... 10% 4.34M 13s
24800K .......... .......... .......... .......... .......... 10% 38.8M 13s
24850K .......... .......... .......... .......... .......... 10% 71.9M 13s
24900K .......... .......... .......... .......... .......... 10% 6.46M 13s
24950K .......... .......... .......... .......... .......... 10% 47.1M 13s
25000K .......... .......... .......... .......... .......... 10% 56.5M 13s
25050K .......... .......... .......... .......... .......... 10% 25.4M 13s
25100K .......... .......... .......... .......... .......... 10% 64.3M 13s
25150K .......... .......... .......... .......... .......... 10% 74.3M 13s
25200K .......... .......... .......... .......... .......... 10% 80.1M 13s
25250K .......... .......... .......... .......... .......... 10% 74.7M 13s
25300K .......... .......... .......... .......... .......... 10% 11.2M 13s
25350K .......... .......... .......... .......... .......... 10% 70.5M 13s
25400K .......... .......... .......... .......... .......... 10% 72.2M 13s
25450K .......... .......... .......... .......... .......... 10% 77.5M 13s
25500K .......... .......... .......... .......... .......... 10% 66.4M 13s
25550K .......... .......... .......... .......... .......... 10% 2.25M 13s
25600K .......... .......... .......... .......... .......... 10% 81.9M 13s
25650K .......... .......... .......... .......... .......... 10% 46.7M 13s
25700K .......... .......... .......... .......... .......... 10% 98.9M 13s
25750K .......... .......... .......... .......... .......... 10% 75.9M 13s
25800K .......... .......... .......... .......... .......... 10% 76.1M 13s
25850K .......... .......... .......... .......... .......... 10% 26.4M 13s
25900K .......... .......... .......... .......... .......... 10% 245M 13s
25950K .......... .......... .......... .......... .......... 10% 270M 13s
26000K .......... .......... .......... .......... .......... 11% 180M 13s
26050K .......... .......... .......... .......... .......... 11% 58.8M 13s
26100K .......... .......... .......... .......... .......... 11% 107M 13s
26150K .......... .......... .......... .......... .......... 11% 146M 13s
26200K .......... .......... .......... .......... .......... 11% 26.6M 13s
26250K .......... .......... .......... .......... .......... 11% 101M 13s
26300K .......... .......... .......... .......... .......... 11% 66.1M 13s
26350K .......... .......... .......... .......... .......... 11% 95.4M 13s
26400K .......... .......... .......... .......... .......... 11% 53.6M 13s
26450K .......... .......... .......... .......... .......... 11% 189M 13s
26500K .......... .......... .......... .......... .......... 11% 72.2M 13s
26550K .......... .......... .......... .......... .......... 11% 66.3M 13s
26600K .......... .......... .......... .......... .......... 11% 57.2M 13s
26650K .......... .......... .......... .......... .......... 11% 49.5M 13s
26700K .......... .......... .......... .......... .......... 11% 43.1M 12s
26750K .......... .......... .......... .......... .......... 11% 58.9M 12s
26800K .......... .......... .......... .......... .......... 11% 49.6M 12s
26850K .......... .......... .......... .......... .......... 11% 57.8M 12s
26900K .......... .......... .......... .......... .......... 11% 50.9M 12s
26950K .......... .......... .......... .......... .......... 11% 9.36M 12s
27000K .......... .......... .......... .......... .......... 11% 46.2M 12s
27050K .......... .......... .......... .......... .......... 11% 60.4M 12s
27100K .......... .......... .......... .......... .......... 11% 49.0M 12s
27150K .......... .......... .......... .......... .......... 11% 4.24M 12s
27200K .......... .......... .......... .......... .......... 11% 15.7M 12s
27250K .......... .......... .......... .......... .......... 11% 11.0M 12s
27300K .......... .......... .......... .......... .......... 11% 43.0M 12s
27350K .......... .......... .......... .......... .......... 11% 9.80M 12s
27400K .......... .......... .......... .......... .......... 11% 70.1M 12s
27450K .......... .......... .......... .......... .......... 11% 66.0M 12s
27500K .......... .......... .......... .......... .......... 11% 65.4M 12s
27550K .......... .......... .......... .......... .......... 11% 65.4M 12s
27600K .......... .......... .......... .......... .......... 11% 73.6M 12s
27650K .......... .......... .......... .......... .......... 11% 77.1M 12s
27700K .......... .......... .......... .......... .......... 11% 12.7M 12s
27750K .......... .......... .......... .......... .......... 11% 63.0M 12s
27800K .......... .......... .......... .......... .......... 11% 55.4M 12s
27850K .......... .......... .......... .......... .......... 11% 61.5M 12s
27900K .......... .......... .......... .......... .......... 11% 8.43M 12s
27950K .......... .......... .......... .......... .......... 11% 69.3M 12s
28000K .......... .......... .......... .......... .......... 11% 74.6M 12s
28050K .......... .......... .......... .......... .......... 11% 5.79M 12s
28100K .......... .......... .......... .......... .......... 11% 20.3M 12s
28150K .......... .......... .......... .......... .......... 11% 4.90M 12s
28200K .......... .......... .......... .......... .......... 11% 72.8M 12s
28250K .......... .......... .......... .......... .......... 11% 26.1M 12s
28300K .......... .......... .......... .......... .......... 11% 65.8M 12s
28350K .......... .......... .......... .......... .......... 11% 24.0M 12s
28400K .......... .......... .......... .......... .......... 12% 75.9M 12s
28450K .......... .......... .......... .......... .......... 12% 64.2M 12s
28500K .......... .......... .......... .......... .......... 12% 56.0M 12s
28550K .......... .......... .......... .......... .......... 12% 12.2M 12s
28600K .......... .......... .......... .......... .......... 12% 53.8M 12s
28650K .......... .......... .......... .......... .......... 12% 22.9M 12s
28700K .......... .......... .......... .......... .......... 12% 55.9M 12s
28750K .......... .......... .......... .......... .......... 12% 35.5M 12s
28800K .......... .......... .......... .......... .......... 12% 26.3M 12s
28850K .......... .......... .......... .......... .......... 12% 65.0M 12s
28900K .......... .......... .......... .......... .......... 12% 16.7M 12s
28950K .......... .......... .......... .......... .......... 12% 55.6M 12s
29000K .......... .......... .......... .......... .......... 12% 65.5M 12s
29050K .......... .......... .......... .......... .......... 12% 24.3M 12s
29100K .......... .......... .......... .......... .......... 12% 43.7M 12s
29150K .......... .......... .......... .......... .......... 12% 58.5M 12s
29200K .......... .......... .......... .......... .......... 12% 77.8M 12s
29250K .......... .......... .......... .......... .......... 12% 74.2M 12s
29300K .......... .......... .......... .......... .......... 12% 65.7M 12s
29350K .......... .......... .......... .......... .......... 12% 78.4M 12s
29400K .......... .......... .......... .......... .......... 12% 67.6M 12s
29450K .......... .......... .......... .......... .......... 12% 66.1M 12s
29500K .......... .......... .......... .......... .......... 12% 2.53M 12s
29550K .......... .......... .......... .......... .......... 12% 72.6M 12s
29600K .......... .......... .......... .......... .......... 12% 64.9M 12s
29650K .......... .......... .......... .......... .......... 12% 38.2M 12s
29700K .......... .......... .......... .......... .......... 12% 45.3M 12s
29750K .......... .......... .......... .......... .......... 12% 15.3M 12s
29800K .......... .......... .......... .......... .......... 12% 73.8M 12s
29850K .......... .......... .......... .......... .......... 12% 70.1M 12s
29900K .......... .......... .......... .......... .......... 12% 67.2M 12s
29950K .......... .......... .......... .......... .......... 12% 76.6M 12s
30000K .......... .......... .......... .......... .......... 12% 43.5M 12s
30050K .......... .......... .......... .......... .......... 12% 80.9M 12s
30100K .......... .......... .......... .......... .......... 12% 24.3M 12s
30150K .......... .......... .......... .......... .......... 12% 53.2M 12s
30200K .......... .......... .......... .......... .......... 12% 30.4M 12s
30250K .......... .......... .......... .......... .......... 12% 18.4M 12s
30300K .......... .......... .......... .......... .......... 12% 52.7M 12s
30350K .......... .......... .......... .......... .......... 12% 54.7M 12s
30400K .......... .......... .......... .......... .......... 12% 64.7M 12s
30450K .......... .......... .......... .......... .......... 12% 33.7M 12s
30500K .......... .......... .......... .......... .......... 12% 66.9M 12s
30550K .......... .......... .......... .......... .......... 12% 74.6M 12s
30600K .......... .......... .......... .......... .......... 12% 38.2M 12s
30650K .......... .......... .......... .......... .......... 12% 74.6M 12s
30700K .......... .......... .......... .......... .......... 12% 21.1M 12s
30750K .......... .......... .......... .......... .......... 13% 71.3M 12s
30800K .......... .......... .......... .......... .......... 13% 68.8M 12s
30850K .......... .......... .......... .......... .......... 13% 68.2M 12s
30900K .......... .......... .......... .......... .......... 13% 14.9M 12s
30950K .......... .......... .......... .......... .......... 13% 74.0M 12s
31000K .......... .......... .......... .......... .......... 13% 78.9M 12s
31050K .......... .......... .......... .......... .......... 13% 73.3M 12s
31100K .......... .......... .......... .......... .......... 13% 63.5M 12s
31150K .......... .......... .......... .......... .......... 13% 71.0M 12s
31200K .......... .......... .......... .......... .......... 13% 74.7M 12s
31250K .......... .......... .......... .......... .......... 13% 75.6M 12s
31300K .......... .......... .......... .......... .......... 13% 65.0M 12s
31350K .......... .......... .......... .......... .......... 13% 74.2M 11s
31400K .......... .......... .......... .......... .......... 13% 78.5M 11s
31450K .......... .......... .......... .......... .......... 13% 73.9M 11s
31500K .......... .......... .......... .......... .......... 13% 67.6M 11s
31550K .......... .......... .......... .......... .......... 13% 289M 11s
31600K .......... .......... .......... .......... .......... 13% 4.34M 11s
31650K .......... .......... .......... .......... .......... 13% 53.3M 11s
31700K .......... .......... .......... .......... .......... 13% 50.0M 11s
31750K .......... .......... .......... .......... .......... 13% 16.7M 11s
31800K .......... .......... .......... .......... .......... 13% 49.3M 11s
31850K .......... .......... .......... .......... .......... 13% 61.8M 11s
31900K .......... .......... .......... .......... .......... 13% 53.4M 11s
31950K .......... .......... .......... .......... .......... 13% 71.7M 11s
32000K .......... .......... .......... .......... .......... 13% 61.3M 11s
32050K .......... .......... .......... .......... .......... 13% 15.1M 11s
32100K .......... .......... .......... .......... .......... 13% 54.7M 11s
32150K .......... .......... .......... .......... .......... 13% 68.6M 11s
32200K .......... .......... .......... .......... .......... 13% 74.6M 11s
32250K .......... .......... .......... .......... .......... 13% 181M 11s
32300K .......... .......... .......... .......... .......... 13% 277M 11s
32350K .......... .......... .......... .......... .......... 13% 337M 11s
32400K .......... .......... .......... .......... .......... 13% 299M 11s
32450K .......... .......... .......... .......... .......... 13% 274M 11s
32500K .......... .......... .......... .......... .......... 13% 222M 11s
32550K .......... .......... .......... .......... .......... 13% 191M 11s
32600K .......... .......... .......... .......... .......... 13% 290M 11s
32650K .......... .......... .......... .......... .......... 13% 240M 11s
32700K .......... .......... .......... .......... .......... 13% 221M 11s
32750K .......... .......... .......... .......... .......... 13% 87.7M 11s
32800K .......... .......... .......... .......... .......... 13% 58.4M 11s
32850K .......... .......... .......... .......... .......... 13% 52.5M 11s
32900K .......... .......... .......... .......... .......... 13% 63.4M 11s
32950K .......... .......... .......... .......... .......... 13% 58.3M 11s
33000K .......... .......... .......... .......... .......... 13% 6.62M 11s
33050K .......... .......... .......... .......... .......... 13% 50.1M 11s
33100K .......... .......... .......... .......... .......... 13% 58.9M 11s
33150K .......... .......... .......... .......... .......... 14% 76.5M 11s
33200K .......... .......... .......... .......... .......... 14% 74.5M 11s
33250K .......... .......... .......... .......... .......... 14% 77.0M 11s
33300K .......... .......... .......... .......... .......... 14% 16.0M 11s
33350K .......... .......... .......... .......... .......... 14% 75.3M 11s
33400K .......... .......... .......... .......... .......... 14% 71.3M 11s
33450K .......... .......... .......... .......... .......... 14% 76.3M 11s
33500K .......... .......... .......... .......... .......... 14% 67.9M 11s
33550K .......... .......... .......... .......... .......... 14% 63.8M 11s
33600K .......... .......... .......... .......... .......... 14% 72.6M 11s
33650K .......... .......... .......... .......... .......... 14% 73.5M 11s
33700K .......... .......... .......... .......... .......... 14% 52.0M 11s
33750K .......... .......... .......... .......... .......... 14% 59.4M 11s
33800K .......... .......... .......... .......... .......... 14% 9.43M 11s
33850K .......... .......... .......... .......... .......... 14% 20.5M 11s
33900K .......... .......... .......... .......... .......... 14% 66.9M 11s
33950K .......... .......... .......... .......... .......... 14% 75.3M 11s
34000K .......... .......... .......... .......... .......... 14% 10.7M 11s
34050K .......... .......... .......... .......... .......... 14% 52.3M 11s
34100K .......... .......... .......... .......... .......... 14% 72.7M 11s
34150K .......... .......... .......... .......... .......... 14% 12.4M 11s
34200K .......... .......... .......... .......... .......... 14% 44.6M 11s
34250K .......... .......... .......... .......... .......... 14% 47.7M 11s
34300K .......... .......... .......... .......... .......... 14% 60.2M 11s
34350K .......... .......... .......... .......... .......... 14% 51.9M 11s
34400K .......... .......... .......... .......... .......... 14% 71.8M 11s
34450K .......... .......... .......... .......... .......... 14% 7.80M 11s
34500K .......... .......... .......... .......... .......... 14% 65.0M 11s
34550K .......... .......... .......... .......... .......... 14% 64.3M 11s
34600K .......... .......... .......... .......... .......... 14% 75.3M 11s
34650K .......... .......... .......... .......... .......... 14% 74.8M 11s
34700K .......... .......... .......... .......... .......... 14% 74.6M 11s
34750K .......... .......... .......... .......... .......... 14% 66.6M 11s
34800K .......... .......... .......... .......... .......... 14% 7.36M 11s
34850K .......... .......... .......... .......... .......... 14% 2.82M 11s
34900K .......... .......... .......... .......... .......... 14% 45.2M 11s
34950K .......... .......... .......... .......... .......... 14% 54.6M 11s
35000K .......... .......... .......... .......... .......... 14% 51.0M 11s
35050K .......... .......... .......... .......... .......... 14% 6.44M 11s
35100K .......... .......... .......... .......... .......... 14% 57.2M 11s
35150K .......... .......... .......... .......... .......... 14% 62.9M 11s
35200K .......... .......... .......... .......... .......... 14% 54.9M 11s
35250K .......... .......... .......... .......... .......... 14% 43.6M 11s
35300K .......... .......... .......... .......... .......... 14% 53.0M 11s
35350K .......... .......... .......... .......... .......... 14% 5.90M 11s
35400K .......... .......... .......... .......... .......... 14% 40.8M 11s
35450K .......... .......... .......... .......... .......... 14% 270M 11s
35500K .......... .......... .......... .......... .......... 15% 247M 11s
35550K .......... .......... .......... .......... .......... 15% 298M 11s
35600K .......... .......... .......... .......... .......... 15% 21.5M 11s
35650K .......... .......... .......... .......... .......... 15% 272M 11s
35700K .......... .......... .......... .......... .......... 15% 245M 11s
35750K .......... .......... .......... .......... .......... 15% 202M 11s
35800K .......... .......... .......... .......... .......... 15% 177M 11s
35850K .......... .......... .......... .......... .......... 15% 205M 11s
35900K .......... .......... .......... .......... .......... 15% 210M 11s
35950K .......... .......... .......... .......... .......... 15% 84.6M 11s
36000K .......... .......... .......... .......... .......... 15% 286M 11s
36050K .......... .......... .......... .......... .......... 15% 305M 11s
36100K .......... .......... .......... .......... .......... 15% 269M 11s
36150K .......... .......... .......... .......... .......... 15% 322M 11s
36200K .......... .......... .......... .......... .......... 15% 315M 11s
36250K .......... .......... .......... .......... .......... 15% 273M 10s
36300K .......... .......... .......... .......... .......... 15% 258M 10s
36350K .......... .......... .......... .......... .......... 15% 311M 10s
36400K .......... .......... .......... .......... .......... 15% 311M 10s
36450K .......... .......... .......... .......... .......... 15% 306M 10s
36500K .......... .......... .......... .......... .......... 15% 267M 10s
36550K .......... .......... .......... .......... .......... 15% 286M 10s
36600K .......... .......... .......... .......... .......... 15% 286M 10s
36650K .......... .......... .......... .......... .......... 15% 308M 10s
36700K .......... .......... .......... .......... .......... 15% 271M 10s
36750K .......... .......... .......... .......... .......... 15% 321M 10s
36800K .......... .......... .......... .......... .......... 15% 310M 10s
36850K .......... .......... .......... .......... .......... 15% 267M 10s
36900K .......... .......... .......... .......... .......... 15% 268M 10s
36950K .......... .......... .......... .......... .......... 15% 302M 10s
37000K .......... .......... .......... .......... .......... 15% 309M 10s
37050K .......... .......... .......... .......... .......... 15% 320M 10s
37100K .......... .......... .......... .......... .......... 15% 252M 10s
37150K .......... .......... .......... .......... .......... 15% 286M 10s
37200K .......... .......... .......... .......... .......... 15% 247M 10s
37250K .......... .......... .......... .......... .......... 15% 4.16M 10s
37300K .......... .......... .......... .......... .......... 15% 206M 10s
37350K .......... .......... .......... .......... .......... 15% 238M 10s
37400K .......... .......... .......... .......... .......... 15% 257M 10s
37450K .......... .......... .......... .......... .......... 15% 37.1M 10s
37500K .......... .......... .......... .......... .......... 15% 262M 10s
37550K .......... .......... .......... .......... .......... 15% 270M 10s
37600K .......... .......... .......... .......... .......... 15% 65.6M 10s
37650K .......... .......... .......... .......... .......... 15% 25.7M 10s
37700K .......... .......... .......... .......... .......... 15% 255M 10s
37750K .......... .......... .......... .......... .......... 15% 257M 10s
37800K .......... .......... .......... .......... .......... 15% 291M 10s
37850K .......... .......... .......... .......... .......... 16% 18.1M 10s
37900K .......... .......... .......... .......... .......... 16% 213M 10s
37950K .......... .......... .......... .......... .......... 16% 279M 10s
38000K .......... .......... .......... .......... .......... 16% 222M 10s
38050K .......... .......... .......... .......... .......... 16% 210M 10s
38100K .......... .......... .......... .......... .......... 16% 6.91M 10s
38150K .......... .......... .......... .......... .......... 16% 265M 10s
38200K .......... .......... .......... .......... .......... 16% 203M 10s
38250K .......... .......... .......... .......... .......... 16% 250M 10s
38300K .......... .......... .......... .......... .......... 16% 11.4M 10s
38350K .......... .......... .......... .......... .......... 16% 287M 10s
38400K .......... .......... .......... .......... .......... 16% 295M 10s
38450K .......... .......... .......... .......... .......... 16% 11.1M 10s
38500K .......... .......... .......... .......... .......... 16% 176M 10s
38550K .......... .......... .......... .......... .......... 16% 245M 10s
38600K .......... .......... .......... .......... .......... 16% 1.84M 10s
38650K .......... .......... .......... .......... .......... 16% 87.4M 10s
38700K .......... .......... .......... .......... .......... 16% 69.7M 10s
38750K .......... .......... .......... .......... .......... 16% 106M 10s
38800K .......... .......... .......... .......... .......... 16% 67.0M 10s
38850K .......... .......... .......... .......... .......... 16% 63.0M 10s
38900K .......... .......... .......... .......... .......... 16% 126M 10s
38950K .......... .......... .......... .......... .......... 16% 71.8M 10s
39000K .......... .......... .......... .......... .......... 16% 83.8M 10s
39050K .......... .......... .......... .......... .......... 16% 74.1M 10s
39100K .......... .......... .......... .......... .......... 16% 8.97M 10s
39150K .......... .......... .......... .......... .......... 16% 113M 10s
39200K .......... .......... .......... .......... .......... 16% 55.4M 10s
39250K .......... .......... .......... .......... .......... 16% 63.9M 10s
39300K .......... .......... .......... .......... .......... 16% 86.8M 10s
39350K .......... .......... .......... .......... .......... 16% 18.2M 10s
39400K .......... .......... .......... .......... .......... 16% 274M 10s
39450K .......... .......... .......... .......... .......... 16% 264M 10s
39500K .......... .......... .......... .......... .......... 16% 320M 10s
39550K .......... .......... .......... .......... .......... 16% 7.03M 10s
39600K .......... .......... .......... .......... .......... 16% 73.5M 10s
39650K .......... .......... .......... .......... .......... 16% 52.3M 10s
39700K .......... .......... .......... .......... .......... 16% 94.6M 10s
39750K .......... .......... .......... .......... .......... 16% 80.1M 10s
39800K .......... .......... .......... .......... .......... 16% 28.8M 10s
39850K .......... .......... .......... .......... .......... 16% 80.6M 10s
39900K .......... .......... .......... .......... .......... 16% 71.0M 10s
39950K .......... .......... .......... .......... .......... 16% 64.0M 10s
40000K .......... .......... .......... .......... .......... 16% 88.9M 10s
40050K .......... .......... .......... .......... .......... 16% 88.6M 10s
40100K .......... .......... .......... .......... .......... 16% 3.04M 10s
40150K .......... .......... .......... .......... .......... 16% 249M 10s
40200K .......... .......... .......... .......... .......... 16% 272M 10s
40250K .......... .......... .......... .......... .......... 17% 191M 10s
40300K .......... .......... .......... .......... .......... 17% 198M 10s
40350K .......... .......... .......... .......... .......... 17% 214M 10s
40400K .......... .......... .......... .......... .......... 17% 236M 10s
40450K .......... .......... .......... .......... .......... 17% 263M 10s
40500K .......... .......... .......... .......... .......... 17% 11.5M 10s
40550K .......... .......... .......... .......... .......... 17% 159M 10s
40600K .......... .......... .......... .......... .......... 17% 251M 10s
40650K .......... .......... .......... .......... .......... 17% 284M 10s
40700K .......... .......... .......... .......... .......... 17% 279M 10s
40750K .......... .......... .......... .......... .......... 17% 205M 10s
40800K .......... .......... .......... .......... .......... 17% 267M 10s
40850K .......... .......... .......... .......... .......... 17% 316M 10s
40900K .......... .......... .......... .......... .......... 17% 281M 10s
40950K .......... .......... .......... .......... .......... 17% 232M 10s
41000K .......... .......... .......... .......... .......... 17% 12.9M 10s
41050K .......... .......... .......... .......... .......... 17% 239M 10s
41100K .......... .......... .......... .......... .......... 17% 267M 10s
41150K .......... .......... .......... .......... .......... 17% 188M 10s
41200K .......... .......... .......... .......... .......... 17% 282M 10s
41250K .......... .......... .......... .......... .......... 17% 266M 10s
41300K .......... .......... .......... .......... .......... 17% 263M 10s
41350K .......... .......... .......... .......... .......... 17% 238M 10s
41400K .......... .......... .......... .......... .......... 17% 223M 10s
41450K .......... .......... .......... .......... .......... 17% 17.1M 10s
41500K .......... .......... .......... .......... .......... 17% 246M 10s
41550K .......... .......... .......... .......... .......... 17% 276M 10s
41600K .......... .......... .......... .......... .......... 17% 241M 10s
41650K .......... .......... .......... .......... .......... 17% 320M 10s
41700K .......... .......... .......... .......... .......... 17% 283M 9s
41750K .......... .......... .......... .......... .......... 17% 278M 9s
41800K .......... .......... .......... .......... .......... 17% 208M 9s
41850K .......... .......... .......... .......... .......... 17% 7.07M 9s
41900K .......... .......... .......... .......... .......... 17% 238M 9s
41950K .......... .......... .......... .......... .......... 17% 233M 9s
42000K .......... .......... .......... .......... .......... 17% 255M 9s
42050K .......... .......... .......... .......... .......... 17% 3.47M 9s
42100K .......... .......... .......... .......... .......... 17% 233M 9s
42150K .......... .......... .......... .......... .......... 17% 302M 9s
42200K .......... .......... .......... .......... .......... 17% 309M 9s
42250K .......... .......... .......... .......... .......... 17% 317M 9s
42300K .......... .......... .......... .......... .......... 17% 279M 9s
42350K .......... .......... .......... .......... .......... 17% 284M 9s
42400K .......... .......... .......... .......... .......... 17% 290M 9s
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42500K .......... .......... .......... .......... .......... 17% 4.13M 9s
42550K .......... .......... .......... .......... .......... 17% 204M 9s
42600K .......... .......... .......... .......... .......... 18% 244M 9s
42650K .......... .......... .......... .......... .......... 18% 30.9M 9s
42700K .......... .......... .......... .......... .......... 18% 280M 9s
42750K .......... .......... .......... .......... .......... 18% 233M 9s
42800K .......... .......... .......... .......... .......... 18% 21.1M 9s
42850K .......... .......... .......... .......... .......... 18% 203M 9s
42900K .......... .......... .......... .......... .......... 18% 230M 9s
42950K .......... .......... .......... .......... .......... 18% 223M 9s
43000K .......... .......... .......... .......... .......... 18% 197M 9s
43050K .......... .......... .......... .......... .......... 18% 21.7M 9s
43100K .......... .......... .......... .......... .......... 18% 240M 9s
43150K .......... .......... .......... .......... .......... 18% 21.5M 9s
43200K .......... .......... .......... .......... .......... 18% 78.6M 9s
43250K .......... .......... .......... .......... .......... 18% 50.0M 9s
43300K .......... .......... .......... .......... .......... 18% 78.8M 9s
43350K .......... .......... .......... .......... .......... 18% 55.9M 9s
43400K .......... .......... .......... .......... .......... 18% 23.8M 9s
43450K .......... .......... .......... .......... .......... 18% 5.71M 9s
43500K .......... .......... .......... .......... .......... 18% 230M 9s
43550K .......... .......... .......... .......... .......... 18% 314M 9s
43600K .......... .......... .......... .......... .......... 18% 109M 9s
43650K .......... .......... .......... .......... .......... 18% 76.8M 9s
43700K .......... .......... .......... .......... .......... 18% 94.9M 9s
43750K .......... .......... .......... .......... .......... 18% 19.3M 9s
43800K .......... .......... .......... .......... .......... 18% 193M 9s
43850K .......... .......... .......... .......... .......... 18% 210M 9s
43900K .......... .......... .......... .......... .......... 18% 153M 9s
43950K .......... .......... .......... .......... .......... 18% 70.7M 9s
44000K .......... .......... .......... .......... .......... 18% 81.1M 9s
44050K .......... .......... .......... .......... .......... 18% 130M 9s
44100K .......... .......... .......... .......... .......... 18% 70.2M 9s
44150K .......... .......... .......... .......... .......... 18% 3.34M 9s
44200K .......... .......... .......... .......... .......... 18% 52.9M 9s
44250K .......... .......... .......... .......... .......... 18% 73.7M 9s
44300K .......... .......... .......... .......... .......... 18% 78.4M 9s
44350K .......... .......... .......... .......... .......... 18% 47.4M 9s
44400K .......... .......... .......... .......... .......... 18% 118M 9s
44450K .......... .......... .......... .......... .......... 18% 61.3M 9s
44500K .......... .......... .......... .......... .......... 18% 114M 9s
44550K .......... .......... .......... .......... .......... 18% 34.6M 9s
44600K .......... .......... .......... .......... .......... 18% 69.9M 9s
44650K .......... .......... .......... .......... .......... 18% 82.0M 9s
44700K .......... .......... .......... .......... .......... 18% 78.7M 9s
44750K .......... .......... .......... .......... .......... 18% 67.0M 9s
44800K .......... .......... .......... .......... .......... 18% 83.2M 9s
44850K .......... .......... .......... .......... .......... 18% 74.6M 9s
44900K .......... .......... .......... .......... .......... 18% 100M 9s
44950K .......... .......... .......... .......... .......... 19% 72.0M 9s
45000K .......... .......... .......... .......... .......... 19% 44.4M 9s
45050K .......... .......... .......... .......... .......... 19% 121M 9s
45100K .......... .......... .......... .......... .......... 19% 75.0M 9s
45150K .......... .......... .......... .......... .......... 19% 70.5M 9s
45200K .......... .......... .......... .......... .......... 19% 62.6M 9s
45250K .......... .......... .......... .......... .......... 19% 111M 9s
45300K .......... .......... .......... .......... .......... 19% 76.3M 9s
45350K .......... .......... .......... .......... .......... 19% 81.0M 9s
45400K .......... .......... .......... .......... .......... 19% 90.3M 9s
45450K .......... .......... .......... .......... .......... 19% 65.1M 9s
45500K .......... .......... .......... .......... .......... 19% 52.0M 9s
45550K .......... .......... .......... .......... .......... 19% 101M 9s
45600K .......... .......... .......... .......... .......... 19% 65.1M 9s
45650K .......... .......... .......... .......... .......... 19% 118M 9s
45700K .......... .......... .......... .......... .......... 19% 95.7M 9s
45750K .......... .......... .......... .......... .......... 19% 65.8M 9s
45800K .......... .......... .......... .......... .......... 19% 79.6M 9s
45850K .......... .......... .......... .......... .......... 19% 115M 9s
45900K .......... .......... .......... .......... .......... 19% 35.8M 9s
45950K .......... .......... .......... .......... .......... 19% 78.3M 9s
46000K .......... .......... .......... .......... .......... 19% 37.6M 9s
46050K .......... .......... .......... .......... .......... 19% 248M 9s
46100K .......... .......... .......... .......... .......... 19% 66.5M 9s
46150K .......... .......... .......... .......... .......... 19% 4.04M 9s
46200K .......... .......... .......... .......... .......... 19% 4.09M 9s
46250K .......... .......... .......... .......... .......... 19% 73.4M 9s
46300K .......... .......... .......... .......... .......... 19% 53.2M 9s
46350K .......... .......... .......... .......... .......... 19% 121M 9s
46400K .......... .......... .......... .......... .......... 19% 108M 9s
46450K .......... .......... .......... .......... .......... 19% 78.6M 9s
46500K .......... .......... .......... .......... .......... 19% 9.32M 9s
46550K .......... .......... .......... .......... .......... 19% 11.1M 9s
46600K .......... .......... .......... .......... .......... 19% 248M 9s
46650K .......... .......... .......... .......... .......... 19% 238M 9s
46700K .......... .......... .......... .......... .......... 19% 304M 9s
46750K .......... .......... .......... .......... .......... 19% 195M 9s
46800K .......... .......... .......... .......... .......... 19% 260M 9s
46850K .......... .......... .......... .......... .......... 19% 269M 9s
46900K .......... .......... .......... .......... .......... 19% 282M 9s
46950K .......... .......... .......... .......... .......... 19% 238M 9s
47000K .......... .......... .......... .......... .......... 19% 10.5M 9s
47050K .......... .......... .......... .......... .......... 19% 58.8M 9s
47100K .......... .......... .......... .......... .......... 19% 20.5M 9s
47150K .......... .......... .......... .......... .......... 19% 66.8M 9s
47200K .......... .......... .......... .......... .......... 19% 61.9M 9s
47250K .......... .......... .......... .......... .......... 19% 11.2M 9s
47300K .......... .......... .......... .......... .......... 19% 7.45M 9s
47350K .......... .......... .......... .......... .......... 20% 54.0M 9s
47400K .......... .......... .......... .......... .......... 20% 68.0M 9s
47450K .......... .......... .......... .......... .......... 20% 20.7M 9s
47500K .......... .......... .......... .......... .......... 20% 79.3M 9s
47550K .......... .......... .......... .......... .......... 20% 76.4M 9s
47600K .......... .......... .......... .......... .......... 20% 72.6M 9s
47650K .......... .......... .......... .......... .......... 20% 69.9M 9s
47700K .......... .......... .......... .......... .......... 20% 72.8M 9s
47750K .......... .......... .......... .......... .......... 20% 19.9M 9s
47800K .......... .......... .......... .......... .......... 20% 67.6M 9s
47850K .......... .......... .......... .......... .......... 20% 64.6M 9s
47900K .......... .......... .......... .......... .......... 20% 26.9M 9s
47950K .......... .......... .......... .......... .......... 20% 67.8M 9s
48000K .......... .......... .......... .......... .......... 20% 57.8M 9s
48050K .......... .......... .......... .......... .......... 20% 18.5M 9s
48100K .......... .......... .......... .......... .......... 20% 60.0M 9s
48150K .......... .......... .......... .......... .......... 20% 65.1M 9s
48200K .......... .......... .......... .......... .......... 20% 21.8M 9s
48250K .......... .......... .......... .......... .......... 20% 34.1M 9s
48300K .......... .......... .......... .......... .......... 20% 27.0M 9s
48350K .......... .......... .......... .......... .......... 20% 62.8M 9s
48400K .......... .......... .......... .......... .......... 20% 23.2M 9s
48450K .......... .......... .......... .......... .......... 20% 27.7M 9s
48500K .......... .......... .......... .......... .......... 20% 67.7M 9s
48550K .......... .......... .......... .......... .......... 20% 21.1M 9s
48600K .......... .......... .......... .......... .......... 20% 68.4M 9s
48650K .......... .......... .......... .......... .......... 20% 12.7M 9s
48700K .......... .......... .......... .......... .......... 20% 60.0M 9s
48750K .......... .......... .......... .......... .......... 20% 18.6M 9s
48800K .......... .......... .......... .......... .......... 20% 63.0M 9s
48850K .......... .......... .......... .......... .......... 20% 52.8M 9s
48900K .......... .......... .......... .......... .......... 20% 74.5M 9s
48950K .......... .......... .......... .......... .......... 20% 30.6M 9s
49000K .......... .......... .......... .......... .......... 20% 76.1M 9s
49050K .......... .......... .......... .......... .......... 20% 65.4M 9s
49100K .......... .......... .......... .......... .......... 20% 29.1M 9s
49150K .......... .......... .......... .......... .......... 20% 71.4M 9s
49200K .......... .......... .......... .......... .......... 20% 19.1M 9s
49250K .......... .......... .......... .......... .......... 20% 64.0M 9s
49300K .......... .......... .......... .......... .......... 20% 65.1M 9s
49350K .......... .......... .......... .......... .......... 20% 64.9M 9s
49400K .......... .......... .......... .......... .......... 20% 75.5M 9s
49450K .......... .......... .......... .......... .......... 20% 52.2M 9s
49500K .......... .......... .......... .......... .......... 20% 41.5M 9s
49550K .......... .......... .......... .......... .......... 20% 29.5M 9s
49600K .......... .......... .......... .......... .......... 20% 76.2M 9s
49650K .......... .......... .......... .......... .......... 20% 66.4M 8s
49700K .......... .......... .......... .......... .......... 21% 18.5M 8s
49750K .......... .......... .......... .......... .......... 21% 73.2M 8s
49800K .......... .......... .......... .......... .......... 21% 73.6M 8s
49850K .......... .......... .......... .......... .......... 21% 68.7M 8s
49900K .......... .......... .......... .......... .......... 21% 64.8M 8s
49950K .......... .......... .......... .......... .......... 21% 61.4M 8s
50000K .......... .......... .......... .......... .......... 21% 13.1M 8s
50050K .......... .......... .......... .......... .......... 21% 39.8M 8s
50100K .......... .......... .......... .......... .......... 21% 74.2M 8s
50150K .......... .......... .......... .......... .......... 21% 19.5M 8s
50200K .......... .......... .......... .......... .......... 21% 72.1M 8s
50250K .......... .......... .......... .......... .......... 21% 61.0M 8s
50300K .......... .......... .......... .......... .......... 21% 74.7M 8s
50350K .......... .......... .......... .......... .......... 21% 37.3M 8s
50400K .......... .......... .......... .......... .......... 21% 71.2M 8s
50450K .......... .......... .......... .......... .......... 21% 22.7M 8s
50500K .......... .......... .......... .......... .......... 21% 34.2M 8s
50550K .......... .......... .......... .......... .......... 21% 50.2M 8s
50600K .......... .......... .......... .......... .......... 21% 57.1M 8s
50650K .......... .......... .......... .......... .......... 21% 56.3M 8s
50700K .......... .......... .......... .......... .......... 21% 72.8M 8s
50750K .......... .......... .......... .......... .......... 21% 68.4M 8s
50800K .......... .......... .......... .......... .......... 21% 72.1M 8s
50850K .......... .......... .......... .......... .......... 21% 65.0M 8s
50900K .......... .......... .......... .......... .......... 21% 72.1M 8s
50950K .......... .......... .......... .......... .......... 21% 75.2M 8s
51000K .......... .......... .......... .......... .......... 21% 49.1M 8s
51050K .......... .......... .......... .......... .......... 21% 37.1M 8s
51100K .......... .......... .......... .......... .......... 21% 72.1M 8s
51150K .......... .......... .......... .......... .......... 21% 61.8M 8s
51200K .......... .......... .......... .......... .......... 21% 55.6M 8s
51250K .......... .......... .......... .......... .......... 21% 52.0M 8s
51300K .......... .......... .......... .......... .......... 21% 68.2M 8s
51350K .......... .......... .......... .......... .......... 21% 24.1M 8s
51400K .......... .......... .......... .......... .......... 21% 12.3M 8s
51450K .......... .......... .......... .......... .......... 21% 48.9M 8s
51500K .......... .......... .......... .......... .......... 21% 4.54M 8s
51550K .......... .......... .......... .......... .......... 21% 67.7M 8s
51600K .......... .......... .......... .......... .......... 21% 78.4M 8s
51650K .......... .......... .......... .......... .......... 21% 73.3M 8s
51700K .......... .......... .......... .......... .......... 21% 90.5M 8s
51750K .......... .......... .......... .......... .......... 21% 69.0M 8s
51800K .......... .......... .......... .......... .......... 21% 108M 8s
51850K .......... .......... .......... .......... .......... 21% 125M 8s
51900K .......... .......... .......... .......... .......... 21% 71.8M 8s
51950K .......... .......... .......... .......... .......... 21% 72.2M 8s
52000K .......... .......... .......... .......... .......... 21% 68.5M 8s
52050K .......... .......... .......... .......... .......... 22% 80.7M 8s
52100K .......... .......... .......... .......... .......... 22% 49.8M 8s
52150K .......... .......... .......... .......... .......... 22% 64.4M 8s
52200K .......... .......... .......... .......... .......... 22% 54.0M 8s
52250K .......... .......... .......... .......... .......... 22% 45.7M 8s
52300K .......... .......... .......... .......... .......... 22% 40.0M 8s
52350K .......... .......... .......... .......... .......... 22% 51.4M 8s
52400K .......... .......... .......... .......... .......... 22% 56.2M 8s
52450K .......... .......... .......... .......... .......... 22% 57.5M 8s
52500K .......... .......... .......... .......... .......... 22% 34.2M 8s
52550K .......... .......... .......... .......... .......... 22% 60.5M 8s
52600K .......... .......... .......... .......... .......... 22% 32.0M 8s
52650K .......... .......... .......... .......... .......... 22% 27.2M 8s
52700K .......... .......... .......... .......... .......... 22% 73.0M 8s
52750K .......... .......... .......... .......... .......... 22% 79.2M 8s
52800K .......... .......... .......... .......... .......... 22% 19.0M 8s
52850K .......... .......... .......... .......... .......... 22% 41.8M 8s
52900K .......... .......... .......... .......... .......... 22% 62.4M 8s
52950K .......... .......... .......... .......... .......... 22% 70.2M 8s
53000K .......... .......... .......... .......... .......... 22% 26.2M 8s
53050K .......... .......... .......... .......... .......... 22% 57.1M 8s
53100K .......... .......... .......... .......... .......... 22% 4.61M 8s
53150K .......... .......... .......... .......... .......... 22% 25.3M 8s
53200K .......... .......... .......... .......... .......... 22% 43.4M 8s
53250K .......... .......... .......... .......... .......... 22% 37.4M 8s
53300K .......... .......... .......... .......... .......... 22% 73.2M 8s
53350K .......... .......... .......... .......... .......... 22% 77.7M 8s
53400K .......... .......... .......... .......... .......... 22% 63.9M 8s
53450K .......... .......... .......... .......... .......... 22% 75.3M 8s
53500K .......... .......... .......... .......... .......... 22% 9.41M 8s
53550K .......... .......... .......... .......... .......... 22% 50.8M 8s
53600K .......... .......... .......... .......... .......... 22% 57.6M 8s
53650K .......... .......... .......... .......... .......... 22% 40.3M 8s
53700K .......... .......... .......... .......... .......... 22% 35.1M 8s
53750K .......... .......... .......... .......... .......... 22% 9.06M 8s
53800K .......... .......... .......... .......... .......... 22% 61.2M 8s
53850K .......... .......... .......... .......... .......... 22% 66.0M 8s
53900K .......... .......... .......... .......... .......... 22% 61.3M 8s
53950K .......... .......... .......... .......... .......... 22% 59.7M 8s
54000K .......... .......... .......... .......... .......... 22% 11.9M 8s
54050K .......... .......... .......... .......... .......... 22% 50.0M 8s
54100K .......... .......... .......... .......... .......... 22% 69.0M 8s
54150K .......... .......... .......... .......... .......... 22% 24.9M 8s
54200K .......... .......... .......... .......... .......... 22% 36.9M 8s
54250K .......... .......... .......... .......... .......... 22% 27.0M 8s
54300K .......... .......... .......... .......... .......... 22% 8.21M 8s
54350K .......... .......... .......... .......... .......... 22% 61.6M 8s
54400K .......... .......... .......... .......... .......... 22% 75.7M 8s
54450K .......... .......... .......... .......... .......... 23% 17.5M 8s
54500K .......... .......... .......... .......... .......... 23% 61.4M 8s
54550K .......... .......... .......... .......... .......... 23% 77.4M 8s
54600K .......... .......... .......... .......... .......... 23% 71.9M 8s
54650K .......... .......... .......... .......... .......... 23% 60.6M 8s
54700K .......... .......... .......... .......... .......... 23% 20.6M 8s
54750K .......... .......... .......... .......... .......... 23% 70.7M 8s
54800K .......... .......... .......... .......... .......... 23% 72.9M 8s
54850K .......... .......... .......... .......... .......... 23% 68.0M 8s
54900K .......... .......... .......... .......... .......... 23% 21.0M 8s
54950K .......... .......... .......... .......... .......... 23% 74.9M 8s
55000K .......... .......... .......... .......... .......... 23% 73.1M 8s
55050K .......... .......... .......... .......... .......... 23% 51.4M 8s
55100K .......... .......... .......... .......... .......... 23% 12.8M 8s
55150K .......... .......... .......... .......... .......... 23% 44.9M 8s
55200K .......... .......... .......... .......... .......... 23% 75.2M 8s
55250K .......... .......... .......... .......... .......... 23% 10.9M 8s
55300K .......... .......... .......... .......... .......... 23% 326M 8s
55350K .......... .......... .......... .......... .......... 23% 325M 8s
55400K .......... .......... .......... .......... .......... 23% 307M 8s
55450K .......... .......... .......... .......... .......... 23% 11.3M 8s
55500K .......... .......... .......... .......... .......... 23% 243M 8s
55550K .......... .......... .......... .......... .......... 23% 251M 8s
55600K .......... .......... .......... .......... .......... 23% 254M 8s
55650K .......... .......... .......... .......... .......... 23% 191M 8s
55700K .......... .......... .......... .......... .......... 23% 8.27M 8s
55750K .......... .......... .......... .......... .......... 23% 267M 8s
55800K .......... .......... .......... .......... .......... 23% 265M 8s
55850K .......... .......... .......... .......... .......... 23% 265M 8s
55900K .......... .......... .......... .......... .......... 23% 292M 8s
55950K .......... .......... .......... .......... .......... 23% 300M 8s
56000K .......... .......... .......... .......... .......... 23% 279M 8s
56050K .......... .......... .......... .......... .......... 23% 258M 8s
56100K .......... .......... .......... .......... .......... 23% 280M 8s
56150K .......... .......... .......... .......... .......... 23% 291M 8s
56200K .......... .......... .......... .......... .......... 23% 327M 8s
56250K .......... .......... .......... .......... .......... 23% 268M 8s
56300K .......... .......... .......... .......... .......... 23% 241M 8s
56350K .......... .......... .......... .......... .......... 23% 288M 8s
56400K .......... .......... .......... .......... .......... 23% 297M 8s
56450K .......... .......... .......... .......... .......... 23% 272M 8s
56500K .......... .......... .......... .......... .......... 23% 293M 8s
56550K .......... .......... .......... .......... .......... 23% 244M 8s
56600K .......... .......... .......... .......... .......... 23% 224M 8s
56650K .......... .......... .......... .......... .......... 23% 207M 8s
56700K .......... .......... .......... .......... .......... 23% 344M 8s
56750K .......... .......... .......... .......... .......... 23% 274M 8s
56800K .......... .......... .......... .......... .......... 24% 272M 8s
56850K .......... .......... .......... .......... .......... 24% 6.16M 8s
56900K .......... .......... .......... .......... .......... 24% 241M 8s
56950K .......... .......... .......... .......... .......... 24% 305M 8s
57000K .......... .......... .......... .......... .......... 24% 5.89M 8s
57050K .......... .......... .......... .......... .......... 24% 25.8M 8s
57100K .......... .......... .......... .......... .......... 24% 23.1M 8s
57150K .......... .......... .......... .......... .......... 24% 21.4M 8s
57200K .......... .......... .......... .......... .......... 24% 61.0M 8s
57250K .......... .......... .......... .......... .......... 24% 13.4M 8s
57300K .......... .......... .......... .......... .......... 24% 50.4M 8s
57350K .......... .......... .......... .......... .......... 24% 23.4M 8s
57400K .......... .......... .......... .......... .......... 24% 53.8M 8s
57450K .......... .......... .......... .......... .......... 24% 61.2M 8s
57500K .......... .......... .......... .......... .......... 24% 18.1M 8s
57550K .......... .......... .......... .......... .......... 24% 39.6M 8s
57600K .......... .......... .......... .......... .......... 24% 10.4M 8s
57650K .......... .......... .......... .......... .......... 24% 43.8M 8s
57700K .......... .......... .......... .......... .......... 24% 64.5M 8s
57750K .......... .......... .......... .......... .......... 24% 20.9M 8s
57800K .......... .......... .......... .......... .......... 24% 7.26M 8s
57850K .......... .......... .......... .......... .......... 24% 19.1M 8s
57900K .......... .......... .......... .......... .......... 24% 47.4M 8s
57950K .......... .......... .......... .......... .......... 24% 65.0M 8s
58000K .......... .......... .......... .......... .......... 24% 32.2M 8s
58050K .......... .......... .......... .......... .......... 24% 27.5M 8s
58100K .......... .......... .......... .......... .......... 24% 21.9M 8s
58150K .......... .......... .......... .......... .......... 24% 53.5M 8s
58200K .......... .......... .......... .......... .......... 24% 78.1M 8s
58250K .......... .......... .......... .......... .......... 24% 70.6M 8s
58300K .......... .......... .......... .......... .......... 24% 71.8M 8s
58350K .......... .......... .......... .......... .......... 24% 62.6M 8s
58400K .......... .......... .......... .......... .......... 24% 76.7M 8s
58450K .......... .......... .......... .......... .......... 24% 76.3M 8s
58500K .......... .......... .......... .......... .......... 24% 77.6M 8s
58550K .......... .......... .......... .......... .......... 24% 61.3M 8s
58600K .......... .......... .......... .......... .......... 24% 73.4M 8s
58650K .......... .......... .......... .......... .......... 24% 76.1M 8s
58700K .......... .......... .......... .......... .......... 24% 13.7M 8s
58750K .......... .......... .......... .......... .......... 24% 37.7M 8s
58800K .......... .......... .......... .......... .......... 24% 52.0M 8s
58850K .......... .......... .......... .......... .......... 24% 51.9M 8s
58900K .......... .......... .......... .......... .......... 24% 61.3M 8s
58950K .......... .......... .......... .......... .......... 24% 54.5M 8s
59000K .......... .......... .......... .......... .......... 24% 77.2M 8s
59050K .......... .......... .......... .......... .......... 24% 76.7M 8s
59100K .......... .......... .......... .......... .......... 24% 76.9M 8s
59150K .......... .......... .......... .......... .......... 24% 72.6M 8s
59200K .......... .......... .......... .......... .......... 25% 5.12M 8s
59250K .......... .......... .......... .......... .......... 25% 52.4M 8s
59300K .......... .......... .......... .......... .......... 25% 70.3M 8s
59350K .......... .......... .......... .......... .......... 25% 75.5M 8s
59400K .......... .......... .......... .......... .......... 25% 81.9M 8s
59450K .......... .......... .......... .......... .......... 25% 78.4M 8s
59500K .......... .......... .......... .......... .......... 25% 77.3M 8s
59550K .......... .......... .......... .......... .......... 25% 57.0M 8s
59600K .......... .......... .......... .......... .......... 25% 69.6M 8s
59650K .......... .......... .......... .......... .......... 25% 74.9M 8s
59700K .......... .......... .......... .......... .......... 25% 68.3M 7s
59750K .......... .......... .......... .......... .......... 25% 61.7M 7s
59800K .......... .......... .......... .......... .......... 25% 67.2M 7s
59850K .......... .......... .......... .......... .......... 25% 70.4M 7s
59900K .......... .......... .......... .......... .......... 25% 69.0M 7s
59950K .......... .......... .......... .......... .......... 25% 58.3M 7s
60000K .......... .......... .......... .......... .......... 25% 62.4M 7s
60050K .......... .......... .......... .......... .......... 25% 71.8M 7s
60100K .......... .......... .......... .......... .......... 25% 13.1M 7s
60150K .......... .......... .......... .......... .......... 25% 6.57M 7s
60200K .......... .......... .......... .......... .......... 25% 57.1M 7s
60250K .......... .......... .......... .......... .......... 25% 58.1M 7s
60300K .......... .......... .......... .......... .......... 25% 16.4M 7s
60350K .......... .......... .......... .......... .......... 25% 6.20M 7s
60400K .......... .......... .......... .......... .......... 25% 60.7M 7s
60450K .......... .......... .......... .......... .......... 25% 65.6M 7s
60500K .......... .......... .......... .......... .......... 25% 78.4M 7s
60550K .......... .......... .......... .......... .......... 25% 57.3M 7s
60600K .......... .......... .......... .......... .......... 25% 65.2M 7s
60650K .......... .......... .......... .......... .......... 25% 60.0M 7s
60700K .......... .......... .......... .......... .......... 25% 75.0M 7s
60750K .......... .......... .......... .......... .......... 25% 63.9M 7s
60800K .......... .......... .......... .......... .......... 25% 69.9M 7s
60850K .......... .......... .......... .......... .......... 25% 47.1M 7s
60900K .......... .......... .......... .......... .......... 25% 74.6M 7s
60950K .......... .......... .......... .......... .......... 25% 56.1M 7s
61000K .......... .......... .......... .......... .......... 25% 59.2M 7s
61050K .......... .......... .......... .......... .......... 25% 56.2M 7s
61100K .......... .......... .......... .......... .......... 25% 70.2M 7s
61150K .......... .......... .......... .......... .......... 25% 65.0M 7s
61200K .......... .......... .......... .......... .......... 25% 65.1M 7s
61250K .......... .......... .......... .......... .......... 25% 11.8M 7s
61300K .......... .......... .......... .......... .......... 25% 17.0M 7s
61350K .......... .......... .......... .......... .......... 25% 205M 7s
61400K .......... .......... .......... .......... .......... 25% 218M 7s
61450K .......... .......... .......... .......... .......... 25% 240M 7s
61500K .......... .......... .......... .......... .......... 25% 249M 7s
61550K .......... .......... .......... .......... .......... 26% 208M 7s
61600K .......... .......... .......... .......... .......... 26% 223M 7s
61650K .......... .......... .......... .......... .......... 26% 224M 7s
61700K .......... .......... .......... .......... .......... 26% 236M 7s
61750K .......... .......... .......... .......... .......... 26% 224M 7s
61800K .......... .......... .......... .......... .......... 26% 245M 7s
61850K .......... .......... .......... .......... .......... 26% 10.2M 7s
61900K .......... .......... .......... .......... .......... 26% 48.3M 7s
61950K .......... .......... .......... .......... .......... 26% 57.7M 7s
62000K .......... .......... .......... .......... .......... 26% 57.0M 7s
62050K .......... .......... .......... .......... .......... 26% 41.3M 7s
62100K .......... .......... .......... .......... .......... 26% 61.2M 7s
62150K .......... .......... .......... .......... .......... 26% 12.3M 7s
62200K .......... .......... .......... .......... .......... 26% 70.2M 7s
62250K .......... .......... .......... .......... .......... 26% 72.2M 7s
62300K .......... .......... .......... .......... .......... 26% 5.11M 7s
62350K .......... .......... .......... .......... .......... 26% 59.4M 7s
62400K .......... .......... .......... .......... .......... 26% 60.3M 7s
62450K .......... .......... .......... .......... .......... 26% 60.2M 7s
62500K .......... .......... .......... .......... .......... 26% 46.8M 7s
62550K .......... .......... .......... .......... .......... 26% 53.5M 7s
62600K .......... .......... .......... .......... .......... 26% 51.6M 7s
62650K .......... .......... .......... .......... .......... 26% 56.3M 7s
62700K .......... .......... .......... .......... .......... 26% 52.6M 7s
62750K .......... .......... .......... .......... .......... 26% 61.5M 7s
62800K .......... .......... .......... .......... .......... 26% 54.2M 7s
62850K .......... .......... .......... .......... .......... 26% 52.3M 7s
62900K .......... .......... .......... .......... .......... 26% 56.6M 7s
62950K .......... .......... .......... .......... .......... 26% 62.6M 7s
63000K .......... .......... .......... .......... .......... 26% 73.5M 7s
63050K .......... .......... .......... .......... .......... 26% 78.6M 7s
63100K .......... .......... .......... .......... .......... 26% 63.6M 7s
63150K .......... .......... .......... .......... .......... 26% 72.3M 7s
63200K .......... .......... .......... .......... .......... 26% 74.4M 7s
63250K .......... .......... .......... .......... .......... 26% 28.9M 7s
63300K .......... .......... .......... .......... .......... 26% 21.9M 7s
63350K .......... .......... .......... .......... .......... 26% 24.8M 7s
63400K .......... .......... .......... .......... .......... 26% 51.9M 7s
63450K .......... .......... .......... .......... .......... 26% 64.4M 7s
63500K .......... .......... .......... .......... .......... 26% 45.9M 7s
63550K .......... .......... .......... .......... .......... 26% 46.4M 7s
63600K .......... .......... .......... .......... .......... 26% 59.8M 7s
63650K .......... .......... .......... .......... .......... 26% 62.2M 7s
63700K .......... .......... .......... .......... .......... 26% 19.3M 7s
63750K .......... .......... .......... .......... .......... 26% 33.5M 7s
63800K .......... .......... .......... .......... .......... 26% 59.9M 7s
63850K .......... .......... .......... .......... .......... 26% 60.6M 7s
63900K .......... .......... .......... .......... .......... 27% 72.9M 7s
63950K .......... .......... .......... .......... .......... 27% 65.2M 7s
64000K .......... .......... .......... .......... .......... 27% 73.2M 7s
64050K .......... .......... .......... .......... .......... 27% 77.0M 7s
64100K .......... .......... .......... .......... .......... 27% 75.2M 7s
64150K .......... .......... .......... .......... .......... 27% 72.7M 7s
64200K .......... .......... .......... .......... .......... 27% 78.2M 7s
64250K .......... .......... .......... .......... .......... 27% 22.4M 7s
64300K .......... .......... .......... .......... .......... 27% 24.9M 7s
64350K .......... .......... .......... .......... .......... 27% 55.3M 7s
64400K .......... .......... .......... .......... .......... 27% 55.3M 7s
64450K .......... .......... .......... .......... .......... 27% 77.6M 7s
64500K .......... .......... .......... .......... .......... 27% 4.91M 7s
64550K .......... .......... .......... .......... .......... 27% 120M 7s
64600K .......... .......... .......... .......... .......... 27% 113M 7s
64650K .......... .......... .......... .......... .......... 27% 21.4M 7s
64700K .......... .......... .......... .......... .......... 27% 283M 7s
64750K .......... .......... .......... .......... .......... 27% 222M 7s
64800K .......... .......... .......... .......... .......... 27% 16.6M 7s
64850K .......... .......... .......... .......... .......... 27% 20.0M 7s
64900K .......... .......... .......... .......... .......... 27% 175M 7s
64950K .......... .......... .......... .......... .......... 27% 291M 7s
65000K .......... .......... .......... .......... .......... 27% 251M 7s
65050K .......... .......... .......... .......... .......... 27% 98.9M 7s
65100K .......... .......... .......... .......... .......... 27% 20.5M 7s
65150K .......... .......... .......... .......... .......... 27% 119M 7s
65200K .......... .......... .......... .......... .......... 27% 83.6M 7s
65250K .......... .......... .......... .......... .......... 27% 74.6M 7s
65300K .......... .......... .......... .......... .......... 27% 116M 7s
65350K .......... .......... .......... .......... .......... 27% 25.4M 7s
65400K .......... .......... .......... .......... .......... 27% 10.5M 7s
65450K .......... .......... .......... .......... .......... 27% 20.4M 7s
65500K .......... .......... .......... .......... .......... 27% 183M 7s
65550K .......... .......... .......... .......... .......... 27% 99.0M 7s
65600K .......... .......... .......... .......... .......... 27% 39.7M 7s
65650K .......... .......... .......... .......... .......... 27% 260M 7s
65700K .......... .......... .......... .......... .......... 27% 144M 7s
65750K .......... .......... .......... .......... .......... 27% 84.8M 7s
65800K .......... .......... .......... .......... .......... 27% 58.6M 7s
65850K .......... .......... .......... .......... .......... 27% 60.7M 7s
65900K .......... .......... .......... .......... .......... 27% 58.2M 7s
65950K .......... .......... .......... .......... .......... 27% 59.9M 7s
66000K .......... .......... .......... .......... .......... 27% 55.7M 7s
66050K .......... .......... .......... .......... .......... 27% 63.6M 7s
66100K .......... .......... .......... .......... .......... 27% 36.6M 7s
66150K .......... .......... .......... .......... .......... 27% 67.5M 7s
66200K .......... .......... .......... .......... .......... 27% 50.8M 7s
66250K .......... .......... .......... .......... .......... 27% 4.76M 7s
66300K .......... .......... .......... .......... .......... 28% 64.9M 7s
66350K .......... .......... .......... .......... .......... 28% 26.1M 7s
66400K .......... .......... .......... .......... .......... 28% 50.5M 7s
66450K .......... .......... .......... .......... .......... 28% 81.5M 7s
66500K .......... .......... .......... .......... .......... 28% 150M 7s
66550K .......... .......... .......... .......... .......... 28% 45.2M 7s
66600K .......... .......... .......... .......... .......... 28% 35.8M 7s
66650K .......... .......... .......... .......... .......... 28% 39.6M 7s
66700K .......... .......... .......... .......... .......... 28% 47.1M 7s
66750K .......... .......... .......... .......... .......... 28% 67.0M 7s
66800K .......... .......... .......... .......... .......... 28% 58.0M 7s
66850K .......... .......... .......... .......... .......... 28% 52.2M 7s
66900K .......... .......... .......... .......... .......... 28% 72.3M 7s
66950K .......... .......... .......... .......... .......... 28% 11.9M 7s
67000K .......... .......... .......... .......... .......... 28% 46.1M 7s
67050K .......... .......... .......... .......... .......... 28% 50.6M 7s
67100K .......... .......... .......... .......... .......... 28% 57.7M 7s
67150K .......... .......... .......... .......... .......... 28% 63.1M 7s
67200K .......... .......... .......... .......... .......... 28% 63.3M 7s
67250K .......... .......... .......... .......... .......... 28% 63.9M 7s
67300K .......... .......... .......... .......... .......... 28% 56.9M 7s
67350K .......... .......... .......... .......... .......... 28% 66.7M 7s
67400K .......... .......... .......... .......... .......... 28% 69.8M 7s
67450K .......... .......... .......... .......... .......... 28% 65.3M 7s
67500K .......... .......... .......... .......... .......... 28% 53.9M 7s
67550K .......... .......... .......... .......... .......... 28% 62.4M 7s
67600K .......... .......... .......... .......... .......... 28% 59.4M 7s
67650K .......... .......... .......... .......... .......... 28% 68.2M 7s
67700K .......... .......... .......... .......... .......... 28% 56.1M 7s
67750K .......... .......... .......... .......... .......... 28% 61.7M 7s
67800K .......... .......... .......... .......... .......... 28% 65.8M 7s
67850K .......... .......... .......... .......... .......... 28% 9.62M 7s
67900K .......... .......... .......... .......... .......... 28% 76.7M 7s
67950K .......... .......... .......... .......... .......... 28% 12.1M 7s
68000K .......... .......... .......... .......... .......... 28% 60.3M 7s
68050K .......... .......... .......... .......... .......... 28% 63.3M 7s
68100K .......... .......... .......... .......... .......... 28% 47.8M 7s
68150K .......... .......... .......... .......... .......... 28% 58.5M 7s
68200K .......... .......... .......... .......... .......... 28% 63.8M 7s
68250K .......... .......... .......... .......... .......... 28% 67.5M 7s
68300K .......... .......... .......... .......... .......... 28% 29.0M 7s
68350K .......... .......... .......... .......... .......... 28% 315M 7s
68400K .......... .......... .......... .......... .......... 28% 8.38M 7s
68450K .......... .......... .......... .......... .......... 28% 58.1M 7s
68500K .......... .......... .......... .......... .......... 28% 43.6M 7s
68550K .......... .......... .......... .......... .......... 28% 40.6M 7s
68600K .......... .......... .......... .......... .......... 28% 44.9M 7s
68650K .......... .......... .......... .......... .......... 29% 13.0M 7s
68700K .......... .......... .......... .......... .......... 29% 70.2M 7s
68750K .......... .......... .......... .......... .......... 29% 68.4M 7s
68800K .......... .......... .......... .......... .......... 29% 75.4M 7s
68850K .......... .......... .......... .......... .......... 29% 57.2M 7s
68900K .......... .......... .......... .......... .......... 29% 69.1M 7s
68950K .......... .......... .......... .......... .......... 29% 63.4M 7s
69000K .......... .......... .......... .......... .......... 29% 6.64M 7s
69050K .......... .......... .......... .......... .......... 29% 67.5M 7s
69100K .......... .......... .......... .......... .......... 29% 79.2M 7s
69150K .......... .......... .......... .......... .......... 29% 68.7M 7s
69200K .......... .......... .......... .......... .......... 29% 80.5M 7s
69250K .......... .......... .......... .......... .......... 29% 77.0M 7s
69300K .......... .......... .......... .......... .......... 29% 77.8M 7s
69350K .......... .......... .......... .......... .......... 29% 68.5M 7s
69400K .......... .......... .......... .......... .......... 29% 71.9M 7s
69450K .......... .......... .......... .......... .......... 29% 72.1M 7s
69500K .......... .......... .......... .......... .......... 29% 73.6M 7s
69550K .......... .......... .......... .......... .......... 29% 26.8M 7s
69600K .......... .......... .......... .......... .......... 29% 65.4M 7s
69650K .......... .......... .......... .......... .......... 29% 64.0M 7s
69700K .......... .......... .......... .......... .......... 29% 30.4M 7s
69750K .......... .......... .......... .......... .......... 29% 60.7M 7s
69800K .......... .......... .......... .......... .......... 29% 33.4M 7s
69850K .......... .......... .......... .......... .......... 29% 66.3M 7s
69900K .......... .......... .......... .......... .......... 29% 32.8M 7s
69950K .......... .......... .......... .......... .......... 29% 4.63M 7s
70000K .......... .......... .......... .......... .......... 29% 5.99M 7s
70050K .......... .......... .......... .......... .......... 29% 124M 7s
70100K .......... .......... .......... .......... .......... 29% 318M 7s
70150K .......... .......... .......... .......... .......... 29% 269M 7s
70200K .......... .......... .......... .......... .......... 29% 357M 7s
70250K .......... .......... .......... .......... .......... 29% 251M 7s
70300K .......... .......... .......... .......... .......... 29% 197M 7s
70350K .......... .......... .......... .......... .......... 29% 158M 7s
70400K .......... .......... .......... .......... .......... 29% 207M 7s
70450K .......... .......... .......... .......... .......... 29% 190M 7s
70500K .......... .......... .......... .......... .......... 29% 197M 7s
70550K .......... .......... .......... .......... .......... 29% 302M 7s
70600K .......... .......... .......... .......... .......... 29% 237M 7s
70650K .......... .......... .......... .......... .......... 29% 330M 7s
70700K .......... .......... .......... .......... .......... 29% 229M 7s
70750K .......... .......... .......... .......... .......... 29% 247M 7s
70800K .......... .......... .......... .......... .......... 29% 311M 7s
70850K .......... .......... .......... .......... .......... 29% 252M 7s
70900K .......... .......... .......... .......... .......... 29% 17.3M 7s
70950K .......... .......... .......... .......... .......... 29% 17.9M 7s
71000K .......... .......... .......... .......... .......... 30% 210M 7s
71050K .......... .......... .......... .......... .......... 30% 119M 7s
71100K .......... .......... .......... .......... .......... 30% 60.2M 7s
71150K .......... .......... .......... .......... .......... 30% 79.1M 7s
71200K .......... .......... .......... .......... .......... 30% 53.1M 7s
71250K .......... .......... .......... .......... .......... 30% 29.4M 7s
71300K .......... .......... .......... .......... .......... 30% 119M 7s
71350K .......... .......... .......... .......... .......... 30% 144M 7s
71400K .......... .......... .......... .......... .......... 30% 24.1M 7s
71450K .......... .......... .......... .......... .......... 30% 68.5M 7s
71500K .......... .......... .......... .......... .......... 30% 160M 7s
71550K .......... .......... .......... .......... .......... 30% 131M 7s
71600K .......... .......... .......... .......... .......... 30% 28.7M 7s
71650K .......... .......... .......... .......... .......... 30% 239M 7s
71700K .......... .......... .......... .......... .......... 30% 9.44M 7s
71750K .......... .......... .......... .......... .......... 30% 228M 7s
71800K .......... .......... .......... .......... .......... 30% 292M 7s
71850K .......... .......... .......... .......... .......... 30% 299M 7s
71900K .......... .......... .......... .......... .......... 30% 284M 6s
71950K .......... .......... .......... .......... .......... 30% 10.5M 7s
72000K .......... .......... .......... .......... .......... 30% 32.0M 7s
72050K .......... .......... .......... .......... .......... 30% 83.5M 6s
72100K .......... .......... .......... .......... .......... 30% 2.25M 7s
72150K .......... .......... .......... .......... .......... 30% 163M 7s
72200K .......... .......... .......... .......... .......... 30% 300M 7s
72250K .......... .......... .......... .......... .......... 30% 309M 7s
72300K .......... .......... .......... .......... .......... 30% 181M 7s
72350K .......... .......... .......... .......... .......... 30% 238M 7s
72400K .......... .......... .......... .......... .......... 30% 171M 7s
72450K .......... .......... .......... .......... .......... 30% 7.63M 7s
72500K .......... .......... .......... .......... .......... 30% 225M 7s
72550K .......... .......... .......... .......... .......... 30% 303M 6s
72600K .......... .......... .......... .......... .......... 30% 289M 6s
72650K .......... .......... .......... .......... .......... 30% 308M 6s
72700K .......... .......... .......... .......... .......... 30% 240M 6s
72750K .......... .......... .......... .......... .......... 30% 237M 6s
72800K .......... .......... .......... .......... .......... 30% 214M 6s
72850K .......... .......... .......... .......... .......... 30% 284M 6s
72900K .......... .......... .......... .......... .......... 30% 210M 6s
72950K .......... .......... .......... .......... .......... 30% 228M 6s
73000K .......... .......... .......... .......... .......... 30% 287M 6s
73050K .......... .......... .......... .......... .......... 30% 224M 6s
73100K .......... .......... .......... .......... .......... 30% 15.6M 6s
73150K .......... .......... .......... .......... .......... 30% 56.2M 6s
73200K .......... .......... .......... .......... .......... 30% 58.9M 6s
73250K .......... .......... .......... .......... .......... 30% 64.4M 6s
73300K .......... .......... .......... .......... .......... 30% 70.3M 6s
73350K .......... .......... .......... .......... .......... 30% 57.5M 6s
73400K .......... .......... .......... .......... .......... 31% 63.6M 6s
73450K .......... .......... .......... .......... .......... 31% 59.6M 6s
73500K .......... .......... .......... .......... .......... 31% 58.4M 6s
73550K .......... .......... .......... .......... .......... 31% 60.6M 6s
73600K .......... .......... .......... .......... .......... 31% 75.9M 6s
73650K .......... .......... .......... .......... .......... 31% 61.8M 6s
73700K .......... .......... .......... .......... .......... 31% 70.2M 6s
73750K .......... .......... .......... .......... .......... 31% 56.2M 6s
73800K .......... .......... .......... .......... .......... 31% 71.7M 6s
73850K .......... .......... .......... .......... .......... 31% 71.7M 6s
73900K .......... .......... .......... .......... .......... 31% 63.9M 6s
73950K .......... .......... .......... .......... .......... 31% 66.8M 6s
74000K .......... .......... .......... .......... .......... 31% 5.12M 6s
74050K .......... .......... .......... .......... .......... 31% 5.95M 6s
74100K .......... .......... .......... .......... .......... 31% 38.4M 6s
74150K .......... .......... .......... .......... .......... 31% 125M 6s
74200K .......... .......... .......... .......... .......... 31% 38.0M 6s
74250K .......... .......... .......... .......... .......... 31% 145M 6s
74300K .......... .......... .......... .......... .......... 31% 130M 6s
74350K .......... .......... .......... .......... .......... 31% 100M 6s
74400K .......... .......... .......... .......... .......... 31% 87.5M 6s
74450K .......... .......... .......... .......... .......... 31% 80.8M 6s
74500K .......... .......... .......... .......... .......... 31% 76.2M 6s
74550K .......... .......... .......... .......... .......... 31% 52.1M 6s
74600K .......... .......... .......... .......... .......... 31% 79.6M 6s
74650K .......... .......... .......... .......... .......... 31% 98.0M 6s
74700K .......... .......... .......... .......... .......... 31% 173M 6s
74750K .......... .......... .......... .......... .......... 31% 76.9M 6s
74800K .......... .......... .......... .......... .......... 31% 88.6M 6s
74850K .......... .......... .......... .......... .......... 31% 67.5M 6s
74900K .......... .......... .......... .......... .......... 31% 84.7M 6s
74950K .......... .......... .......... .......... .......... 31% 56.9M 6s
75000K .......... .......... .......... .......... .......... 31% 90.1M 6s
75050K .......... .......... .......... .......... .......... 31% 67.8M 6s
75100K .......... .......... .......... .......... .......... 31% 106M 6s
75150K .......... .......... .......... .......... .......... 31% 78.7M 6s
75200K .......... .......... .......... .......... .......... 31% 59.9M 6s
75250K .......... .......... .......... .......... .......... 31% 44.0M 6s
75300K .......... .......... .......... .......... .......... 31% 39.5M 6s
75350K .......... .......... .......... .......... .......... 31% 43.6M 6s
75400K .......... .......... .......... .......... .......... 31% 45.5M 6s
75450K .......... .......... .......... .......... .......... 31% 45.4M 6s
75500K .......... .......... .......... .......... .......... 31% 38.6M 6s
75550K .......... .......... .......... .......... .......... 31% 48.4M 6s
75600K .......... .......... .......... .......... .......... 31% 48.8M 6s
75650K .......... .......... .......... .......... .......... 31% 52.7M 6s
75700K .......... .......... .......... .......... .......... 31% 42.0M 6s
75750K .......... .......... .......... .......... .......... 32% 44.8M 6s
75800K .......... .......... .......... .......... .......... 32% 45.2M 6s
75850K .......... .......... .......... .......... .......... 32% 48.9M 6s
75900K .......... .......... .......... .......... .......... 32% 42.6M 6s
75950K .......... .......... .......... .......... .......... 32% 49.1M 6s
76000K .......... .......... .......... .......... .......... 32% 48.4M 6s
76050K .......... .......... .......... .......... .......... 32% 45.7M 6s
76100K .......... .......... .......... .......... .......... 32% 42.4M 6s
76150K .......... .......... .......... .......... .......... 32% 50.0M 6s
76200K .......... .......... .......... .......... .......... 32% 2.50M 6s
76250K .......... .......... .......... .......... .......... 32% 61.0M 6s
76300K .......... .......... .......... .......... .......... 32% 102M 6s
76350K .......... .......... .......... .......... .......... 32% 46.9M 6s
76400K .......... .......... .......... .......... .......... 32% 54.5M 6s
76450K .......... .......... .......... .......... .......... 32% 11.3M 6s
76500K .......... .......... .......... .......... .......... 32% 45.9M 6s
76550K .......... .......... .......... .......... .......... 32% 69.9M 6s
76600K .......... .......... .......... .......... .......... 32% 81.0M 6s
76650K .......... .......... .......... .......... .......... 32% 114M 6s
76700K .......... .......... .......... .......... .......... 32% 77.7M 6s
76750K .......... .......... .......... .......... .......... 32% 54.6M 6s
76800K .......... .......... .......... .......... .......... 32% 107M 6s
76850K .......... .......... .......... .......... .......... 32% 84.2M 6s
76900K .......... .......... .......... .......... .......... 32% 77.6M 6s
76950K .......... .......... .......... .......... .......... 32% 52.3M 6s
77000K .......... .......... .......... .......... .......... 32% 82.7M 6s
77050K .......... .......... .......... .......... .......... 32% 134M 6s
77100K .......... .......... .......... .......... .......... 32% 100M 6s
77150K .......... .......... .......... .......... .......... 32% 44.3M 6s
77200K .......... .......... .......... .......... .......... 32% 94.6M 6s
77250K .......... .......... .......... .......... .......... 32% 87.5M 6s
77300K .......... .......... .......... .......... .......... 32% 125M 6s
77350K .......... .......... .......... .......... .......... 32% 76.5M 6s
77400K .......... .......... .......... .......... .......... 32% 60.8M 6s
77450K .......... .......... .......... .......... .......... 32% 68.0M 6s
77500K .......... .......... .......... .......... .......... 32% 54.0M 6s
77550K .......... .......... .......... .......... .......... 32% 68.6M 6s
77600K .......... .......... .......... .......... .......... 32% 60.3M 6s
77650K .......... .......... .......... .......... .......... 32% 70.2M 6s
77700K .......... .......... .......... .......... .......... 32% 73.0M 6s
77750K .......... .......... .......... .......... .......... 32% 67.6M 6s
77800K .......... .......... .......... .......... .......... 32% 60.0M 6s
77850K .......... .......... .......... .......... .......... 32% 71.4M 6s
77900K .......... .......... .......... .......... .......... 32% 63.3M 6s
77950K .......... .......... .......... .......... .......... 32% 73.2M 6s
78000K .......... .......... .......... .......... .......... 32% 6.60M 6s
78050K .......... .......... .......... .......... .......... 32% 58.4M 6s
78100K .......... .......... .......... .......... .......... 33% 6.54M 6s
78150K .......... .......... .......... .......... .......... 33% 10.5M 6s
78200K .......... .......... .......... .......... .......... 33% 116M 6s
78250K .......... .......... .......... .......... .......... 33% 214M 6s
78300K .......... .......... .......... .......... .......... 33% 230M 6s
78350K .......... .......... .......... .......... .......... 33% 295M 6s
78400K .......... .......... .......... .......... .......... 33% 209M 6s
78450K .......... .......... .......... .......... .......... 33% 276M 6s
78500K .......... .......... .......... .......... .......... 33% 122M 6s
78550K .......... .......... .......... .......... .......... 33% 68.9M 6s
78600K .......... .......... .......... .......... .......... 33% 139M 6s
78650K .......... .......... .......... .......... .......... 33% 60.1M 6s
78700K .......... .......... .......... .......... .......... 33% 44.9M 6s
78750K .......... .......... .......... .......... .......... 33% 119M 6s
78800K .......... .......... .......... .......... .......... 33% 76.0M 6s
78850K .......... .......... .......... .......... .......... 33% 75.8M 6s
78900K .......... .......... .......... .......... .......... 33% 10.7M 6s
78950K .......... .......... .......... .......... .......... 33% 187M 6s
79000K .......... .......... .......... .......... .......... 33% 214M 6s
79050K .......... .......... .......... .......... .......... 33% 216M 6s
79100K .......... .......... .......... .......... .......... 33% 288M 6s
79150K .......... .......... .......... .......... .......... 33% 207M 6s
79200K .......... .......... .......... .......... .......... 33% 177M 6s
79250K .......... .......... .......... .......... .......... 33% 266M 6s
79300K .......... .......... .......... .......... .......... 33% 232M 6s
79350K .......... .......... .......... .......... .......... 33% 19.8M 6s
79400K .......... .......... .......... .......... .......... 33% 225M 6s
79450K .......... .......... .......... .......... .......... 33% 34.0M 6s
79500K .......... .......... .......... .......... .......... 33% 263M 6s
79550K .......... .......... .......... .......... .......... 33% 15.1M 6s
79600K .......... .......... .......... .......... .......... 33% 108M 6s
79650K .......... .......... .......... .......... .......... 33% 55.4M 6s
79700K .......... .......... .......... .......... .......... 33% 42.7M 6s
79750K .......... .......... .......... .......... .......... 33% 150M 6s
79800K .......... .......... .......... .......... .......... 33% 79.5M 6s
79850K .......... .......... .......... .......... .......... 33% 43.1M 6s
79900K .......... .......... .......... .......... .......... 33% 10.1M 6s
79950K .......... .......... .......... .......... .......... 33% 204M 6s
80000K .......... .......... .......... .......... .......... 33% 280M 6s
80050K .......... .......... .......... .......... .......... 33% 265M 6s
80100K .......... .......... .......... .......... .......... 33% 181M 6s
80150K .......... .......... .......... .......... .......... 33% 274M 6s
80200K .......... .......... .......... .......... .......... 33% 2.56M 6s
80250K .......... .......... .......... .......... .......... 33% 53.0M 6s
80300K .......... .......... .......... .......... .......... 33% 103M 6s
80350K .......... .......... .......... .......... .......... 33% 58.2M 6s
80400K .......... .......... .......... .......... .......... 33% 48.0M 6s
80450K .......... .......... .......... .......... .......... 33% 80.5M 6s
80500K .......... .......... .......... .......... .......... 34% 53.1M 6s
80550K .......... .......... .......... .......... .......... 34% 11.1M 6s
80600K .......... .......... .......... .......... .......... 34% 85.0M 6s
80650K .......... .......... .......... .......... .......... 34% 48.0M 6s
80700K .......... .......... .......... .......... .......... 34% 62.8M 6s
80750K .......... .......... .......... .......... .......... 34% 72.3M 6s
80800K .......... .......... .......... .......... .......... 34% 46.8M 6s
80850K .......... .......... .......... .......... .......... 34% 85.4M 6s
80900K .......... .......... .......... .......... .......... 34% 67.2M 6s
80950K .......... .......... .......... .......... .......... 34% 82.0M 6s
81000K .......... .......... .......... .......... .......... 34% 56.8M 6s
81050K .......... .......... .......... .......... .......... 34% 116M 6s
81100K .......... .......... .......... .......... .......... 34% 109M 6s
81150K .......... .......... .......... .......... .......... 34% 78.9M 6s
81200K .......... .......... .......... .......... .......... 34% 53.9M 6s
81250K .......... .......... .......... .......... .......... 34% 66.5M 6s
81300K .......... .......... .......... .......... .......... 34% 83.3M 6s
81350K .......... .......... .......... .......... .......... 34% 73.1M 6s
81400K .......... .......... .......... .......... .......... 34% 116M 6s
81450K .......... .......... .......... .......... .......... 34% 45.0M 6s
81500K .......... .......... .......... .......... .......... 34% 67.2M 6s
81550K .......... .......... .......... .......... .......... 34% 15.8M 6s
81600K .......... .......... .......... .......... .......... 34% 166M 6s
81650K .......... .......... .......... .......... .......... 34% 242M 6s
81700K .......... .......... .......... .......... .......... 34% 174M 6s
81750K .......... .......... .......... .......... .......... 34% 214M 6s
81800K .......... .......... .......... .......... .......... 34% 200M 6s
81850K .......... .......... .......... .......... .......... 34% 18.9M 6s
81900K .......... .......... .......... .......... .......... 34% 242M 6s
81950K .......... .......... .......... .......... .......... 34% 289M 6s
82000K .......... .......... .......... .......... .......... 34% 5.06M 6s
82050K .......... .......... .......... .......... .......... 34% 256M 6s
82100K .......... .......... .......... .......... .......... 34% 11.7M 6s
82150K .......... .......... .......... .......... .......... 34% 14.1M 6s
82200K .......... .......... .......... .......... .......... 34% 53.7M 6s
82250K .......... .......... .......... .......... .......... 34% 48.5M 6s
82300K .......... .......... .......... .......... .......... 34% 58.8M 6s
82350K .......... .......... .......... .......... .......... 34% 66.3M 6s
82400K .......... .......... .......... .......... .......... 34% 18.9M 6s
82450K .......... .......... .......... .......... .......... 34% 249M 6s
82500K .......... .......... .......... .......... .......... 34% 198M 6s
82550K .......... .......... .......... .......... .......... 34% 193M 6s
82600K .......... .......... .......... .......... .......... 34% 30.8M 6s
82650K .......... .......... .......... .......... .......... 34% 215M 6s
82700K .......... .......... .......... .......... .......... 34% 304M 6s
82750K .......... .......... .......... .......... .......... 34% 14.9M 6s
82800K .......... .......... .......... .......... .......... 34% 201M 6s
82850K .......... .......... .......... .......... .......... 35% 272M 6s
82900K .......... .......... .......... .......... .......... 35% 195M 6s
82950K .......... .......... .......... .......... .......... 35% 277M 6s
83000K .......... .......... .......... .......... .......... 35% 199M 6s
83050K .......... .......... .......... .......... .......... 35% 147M 6s
83100K .......... .......... .......... .......... .......... 35% 122M 6s
83150K .......... .......... .......... .......... .......... 35% 132M 6s
83200K .......... .......... .......... .......... .......... 35% 10.2M 6s
83250K .......... .......... .......... .......... .......... 35% 295M 6s
83300K .......... .......... .......... .......... .......... 35% 258M 6s
83350K .......... .......... .......... .......... .......... 35% 278M 6s
83400K .......... .......... .......... .......... .......... 35% 236M 6s
83450K .......... .......... .......... .......... .......... 35% 10.9M 6s
83500K .......... .......... .......... .......... .......... 35% 249M 6s
83550K .......... .......... .......... .......... .......... 35% 205M 6s
83600K .......... .......... .......... .......... .......... 35% 239M 6s
83650K .......... .......... .......... .......... .......... 35% 205M 6s
83700K .......... .......... .......... .......... .......... 35% 269M 6s
83750K .......... .......... .......... .......... .......... 35% 9.99M 6s
83800K .......... .......... .......... .......... .......... 35% 280M 6s
83850K .......... .......... .......... .......... .......... 35% 279M 6s
83900K .......... .......... .......... .......... .......... 35% 323M 6s
83950K .......... .......... .......... .......... .......... 35% 14.1M 6s
84000K .......... .......... .......... .......... .......... 35% 289M 6s
84050K .......... .......... .......... .......... .......... 35% 291M 6s
84100K .......... .......... .......... .......... .......... 35% 237M 6s
84150K .......... .......... .......... .......... .......... 35% 2.92M 6s
84200K .......... .......... .......... .......... .......... 35% 72.4M 6s
84250K .......... .......... .......... .......... .......... 35% 91.7M 6s
84300K .......... .......... .......... .......... .......... 35% 62.0M 6s
84350K .......... .......... .......... .......... .......... 35% 56.9M 6s
84400K .......... .......... .......... .......... .......... 35% 77.9M 6s
84450K .......... .......... .......... .......... .......... 35% 73.3M 6s
84500K .......... .......... .......... .......... .......... 35% 62.4M 6s
84550K .......... .......... .......... .......... .......... 35% 62.5M 6s
84600K .......... .......... .......... .......... .......... 35% 21.8M 6s
84650K .......... .......... .......... .......... .......... 35% 27.3M 6s
84700K .......... .......... .......... .......... .......... 35% 52.0M 6s
84750K .......... .......... .......... .......... .......... 35% 42.1M 6s
84800K .......... .......... .......... .......... .......... 35% 134M 6s
84850K .......... .......... .......... .......... .......... 35% 44.3M 6s
84900K .......... .......... .......... .......... .......... 35% 45.0M 6s
84950K .......... .......... .......... .......... .......... 35% 57.3M 6s
85000K .......... .......... .......... .......... .......... 35% 85.7M 6s
85050K .......... .......... .......... .......... .......... 35% 89.5M 6s
85100K .......... .......... .......... .......... .......... 35% 51.4M 6s
85150K .......... .......... .......... .......... .......... 35% 90.0M 6s
85200K .......... .......... .......... .......... .......... 35% 64.7M 6s
85250K .......... .......... .......... .......... .......... 36% 69.3M 6s
85300K .......... .......... .......... .......... .......... 36% 64.3M 6s
85350K .......... .......... .......... .......... .......... 36% 57.6M 6s
85400K .......... .......... .......... .......... .......... 36% 116M 6s
85450K .......... .......... .......... .......... .......... 36% 85.0M 6s
85500K .......... .......... .......... .......... .......... 36% 82.6M 6s
85550K .......... .......... .......... .......... .......... 36% 43.4M 6s
85600K .......... .......... .......... .......... .......... 36% 26.6M 6s
85650K .......... .......... .......... .......... .......... 36% 56.7M 6s
85700K .......... .......... .......... .......... .......... 36% 69.2M 6s
85750K .......... .......... .......... .......... .......... 36% 107M 6s
85800K .......... .......... .......... .......... .......... 36% 71.1M 6s
85850K .......... .......... .......... .......... .......... 36% 47.6M 6s
85900K .......... .......... .......... .......... .......... 36% 9.13M 6s
85950K .......... .......... .......... .......... .......... 36% 76.6M 6s
86000K .......... .......... .......... .......... .......... 36% 64.7M 6s
86050K .......... .......... .......... .......... .......... 36% 13.3M 6s
86100K .......... .......... .......... .......... .......... 36% 12.2M 6s
86150K .......... .......... .......... .......... .......... 36% 41.0M 6s
86200K .......... .......... .......... .......... .......... 36% 106M 6s
86250K .......... .......... .......... .......... .......... 36% 18.1M 6s
86300K .......... .......... .......... .......... .......... 36% 15.8M 6s
86350K .......... .......... .......... .......... .......... 36% 190M 6s
86400K .......... .......... .......... .......... .......... 36% 185M 6s
86450K .......... .......... .......... .......... .......... 36% 323M 6s
86500K .......... .......... .......... .......... .......... 36% 13.8M 6s
86550K .......... .......... .......... .......... .......... 36% 238M 6s
86600K .......... .......... .......... .......... .......... 36% 153M 6s
86650K .......... .......... .......... .......... .......... 36% 220M 6s
86700K .......... .......... .......... .......... .......... 36% 82.4M 6s
86750K .......... .......... .......... .......... .......... 36% 52.7M 6s
86800K .......... .......... .......... .......... .......... 36% 10.4M 6s
86850K .......... .......... .......... .......... .......... 36% 302M 6s
86900K .......... .......... .......... .......... .......... 36% 187M 6s
86950K .......... .......... .......... .......... .......... 36% 249M 6s
87000K .......... .......... .......... .......... .......... 36% 226M 6s
87050K .......... .......... .......... .......... .......... 36% 298M 6s
87100K .......... .......... .......... .......... .......... 36% 233M 6s
87150K .......... .......... .......... .......... .......... 36% 60.5M 6s
87200K .......... .......... .......... .......... .......... 36% 56.5M 6s
87250K .......... .......... .......... .......... .......... 36% 19.6M 6s
87300K .......... .......... .......... .......... .......... 36% 72.9M 6s
87350K .......... .......... .......... .......... .......... 36% 101M 6s
87400K .......... .......... .......... .......... .......... 36% 67.8M 6s
87450K .......... .......... .......... .......... .......... 36% 74.8M 6s
87500K .......... .......... .......... .......... .......... 36% 48.5M 6s
87550K .......... .......... .......... .......... .......... 36% 45.4M 6s
87600K .......... .......... .......... .......... .......... 37% 85.5M 6s
87650K .......... .......... .......... .......... .......... 37% 27.7M 6s
87700K .......... .......... .......... .......... .......... 37% 312M 5s
87750K .......... .......... .......... .......... .......... 37% 19.5M 5s
87800K .......... .......... .......... .......... .......... 37% 46.7M 5s
87850K .......... .......... .......... .......... .......... 37% 102M 5s
87900K .......... .......... .......... .......... .......... 37% 76.6M 5s
87950K .......... .......... .......... .......... .......... 37% 66.2M 5s
88000K .......... .......... .......... .......... .......... 37% 23.5M 5s
88050K .......... .......... .......... .......... .......... 37% 3.16M 6s
88100K .......... .......... .......... .......... .......... 37% 79.5M 5s
88150K .......... .......... .......... .......... .......... 37% 62.9M 5s
88200K .......... .......... .......... .......... .......... 37% 51.7M 5s
88250K .......... .......... .......... .......... .......... 37% 60.1M 5s
88300K .......... .......... .......... .......... .......... 37% 86.3M 5s
88350K .......... .......... .......... .......... .......... 37% 93.0M 5s
88400K .......... .......... .......... .......... .......... 37% 33.9M 5s
88450K .......... .......... .......... .......... .......... 37% 60.2M 5s
88500K .......... .......... .......... .......... .......... 37% 74.8M 5s
88550K .......... .......... .......... .......... .......... 37% 70.9M 5s
88600K .......... .......... .......... .......... .......... 37% 80.3M 5s
88650K .......... .......... .......... .......... .......... 37% 40.8M 5s
88700K .......... .......... .......... .......... .......... 37% 50.5M 5s
88750K .......... .......... .......... .......... .......... 37% 23.2M 5s
88800K .......... .......... .......... .......... .......... 37% 55.0M 5s
88850K .......... .......... .......... .......... .......... 37% 55.9M 5s
88900K .......... .......... .......... .......... .......... 37% 59.2M 5s
88950K .......... .......... .......... .......... .......... 37% 58.3M 5s
89000K .......... .......... .......... .......... .......... 37% 62.8M 5s
89050K .......... .......... .......... .......... .......... 37% 63.9M 5s
89100K .......... .......... .......... .......... .......... 37% 53.4M 5s
89150K .......... .......... .......... .......... .......... 37% 54.0M 5s
89200K .......... .......... .......... .......... .......... 37% 51.6M 5s
89250K .......... .......... .......... .......... .......... 37% 59.6M 5s
89300K .......... .......... .......... .......... .......... 37% 51.6M 5s
89350K .......... .......... .......... .......... .......... 37% 60.7M 5s
89400K .......... .......... .......... .......... .......... 37% 44.1M 5s
89450K .......... .......... .......... .......... .......... 37% 70.2M 5s
89500K .......... .......... .......... .......... .......... 37% 77.9M 5s
89550K .......... .......... .......... .......... .......... 37% 66.4M 5s
89600K .......... .......... .......... .......... .......... 37% 51.3M 5s
89650K .......... .......... .......... .......... .......... 37% 72.3M 5s
89700K .......... .......... .......... .......... .......... 37% 54.4M 5s
89750K .......... .......... .......... .......... .......... 37% 56.0M 5s
89800K .......... .......... .......... .......... .......... 37% 49.5M 5s
89850K .......... .......... .......... .......... .......... 37% 74.6M 5s
89900K .......... .......... .......... .......... .......... 37% 11.4M 5s
89950K .......... .......... .......... .......... .......... 38% 28.1M 5s
90000K .......... .......... .......... .......... .......... 38% 46.3M 5s
90050K .......... .......... .......... .......... .......... 38% 23.0M 5s
90100K .......... .......... .......... .......... .......... 38% 12.4M 5s
90150K .......... .......... .......... .......... .......... 38% 37.9M 5s
90200K .......... .......... .......... .......... .......... 38% 24.7M 5s
90250K .......... .......... .......... .......... .......... 38% 26.4M 5s
90300K .......... .......... .......... .......... .......... 38% 60.0M 5s
90350K .......... .......... .......... .......... .......... 38% 23.7M 5s
90400K .......... .......... .......... .......... .......... 38% 38.7M 5s
90450K .......... .......... .......... .......... .......... 38% 47.5M 5s
90500K .......... .......... .......... .......... .......... 38% 58.6M 5s
90550K .......... .......... .......... .......... .......... 38% 62.0M 5s
90600K .......... .......... .......... .......... .......... 38% 50.4M 5s
90650K .......... .......... .......... .......... .......... 38% 56.5M 5s
90700K .......... .......... .......... .......... .......... 38% 45.2M 5s
90750K .......... .......... .......... .......... .......... 38% 52.8M 5s
90800K .......... .......... .......... .......... .......... 38% 68.3M 5s
90850K .......... .......... .......... .......... .......... 38% 71.1M 5s
90900K .......... .......... .......... .......... .......... 38% 20.0M 5s
90950K .......... .......... .......... .......... .......... 38% 45.2M 5s
91000K .......... .......... .......... .......... .......... 38% 40.6M 5s
91050K .......... .......... .......... .......... .......... 38% 51.1M 5s
91100K .......... .......... .......... .......... .......... 38% 57.5M 5s
91150K .......... .......... .......... .......... .......... 38% 55.6M 5s
91200K .......... .......... .......... .......... .......... 38% 40.1M 5s
91250K .......... .......... .......... .......... .......... 38% 86.7M 5s
91300K .......... .......... .......... .......... .......... 38% 206M 5s
91350K .......... .......... .......... .......... .......... 38% 231M 5s
91400K .......... .......... .......... .......... .......... 38% 240M 5s
91450K .......... .......... .......... .......... .......... 38% 223M 5s
91500K .......... .......... .......... .......... .......... 38% 108M 5s
91550K .......... .......... .......... .......... .......... 38% 69.7M 5s
91600K .......... .......... .......... .......... .......... 38% 35.7M 5s
91650K .......... .......... .......... .......... .......... 38% 21.3M 5s
91700K .......... .......... .......... .......... .......... 38% 84.8M 5s
91750K .......... .......... .......... .......... .......... 38% 39.6M 5s
91800K .......... .......... .......... .......... .......... 38% 54.8M 5s
91850K .......... .......... .......... .......... .......... 38% 56.0M 5s
91900K .......... .......... .......... .......... .......... 38% 55.2M 5s
91950K .......... .......... .......... .......... .......... 38% 54.1M 5s
92000K .......... .......... .......... .......... .......... 38% 55.3M 5s
92050K .......... .......... .......... .......... .......... 38% 60.7M 5s
92100K .......... .......... .......... .......... .......... 38% 2.73M 5s
92150K .......... .......... .......... .......... .......... 38% 59.1M 5s
92200K .......... .......... .......... .......... .......... 38% 61.8M 5s
92250K .......... .......... .......... .......... .......... 38% 6.58M 5s
92300K .......... .......... .......... .......... .......... 38% 54.5M 5s
92350K .......... .......... .......... .......... .......... 39% 60.3M 5s
92400K .......... .......... .......... .......... .......... 39% 65.3M 5s
92450K .......... .......... .......... .......... .......... 39% 38.3M 5s
92500K .......... .......... .......... .......... .......... 39% 56.4M 5s
92550K .......... .......... .......... .......... .......... 39% 79.4M 5s
92600K .......... .......... .......... .......... .......... 39% 82.8M 5s
92650K .......... .......... .......... .......... .......... 39% 69.6M 5s
92700K .......... .......... .......... .......... .......... 39% 89.2M 5s
92750K .......... .......... .......... .......... .......... 39% 55.9M 5s
92800K .......... .......... .......... .......... .......... 39% 70.7M 5s
92850K .......... .......... .......... .......... .......... 39% 64.1M 5s
92900K .......... .......... .......... .......... .......... 39% 64.8M 5s
92950K .......... .......... .......... .......... .......... 39% 62.3M 5s
93000K .......... .......... .......... .......... .......... 39% 71.7M 5s
93050K .......... .......... .......... .......... .......... 39% 29.6M 5s
93100K .......... .......... .......... .......... .......... 39% 15.4M 5s
93150K .......... .......... .......... .......... .......... 39% 59.6M 5s
93200K .......... .......... .......... .......... .......... 39% 68.2M 5s
93250K .......... .......... .......... .......... .......... 39% 7.76M 5s
93300K .......... .......... .......... .......... .......... 39% 42.9M 5s
93350K .......... .......... .......... .......... .......... 39% 49.8M 5s
93400K .......... .......... .......... .......... .......... 39% 59.4M 5s
93450K .......... .......... .......... .......... .......... 39% 59.9M 5s
93500K .......... .......... .......... .......... .......... 39% 21.5M 5s
93550K .......... .......... .......... .......... .......... 39% 72.5M 5s
93600K .......... .......... .......... .......... .......... 39% 76.4M 5s
93650K .......... .......... .......... .......... .......... 39% 58.9M 5s
93700K .......... .......... .......... .......... .......... 39% 73.6M 5s
93750K .......... .......... .......... .......... .......... 39% 18.2M 5s
93800K .......... .......... .......... .......... .......... 39% 73.0M 5s
93850K .......... .......... .......... .......... .......... 39% 56.9M 5s
93900K .......... .......... .......... .......... .......... 39% 59.2M 5s
93950K .......... .......... .......... .......... .......... 39% 72.1M 5s
94000K .......... .......... .......... .......... .......... 39% 80.9M 5s
94050K .......... .......... .......... .......... .......... 39% 56.1M 5s
94100K .......... .......... .......... .......... .......... 39% 55.5M 5s
94150K .......... .......... .......... .......... .......... 39% 64.4M 5s
94200K .......... .......... .......... .......... .......... 39% 63.0M 5s
94250K .......... .......... .......... .......... .......... 39% 41.2M 5s
94300K .......... .......... .......... .......... .......... 39% 35.2M 5s
94350K .......... .......... .......... .......... .......... 39% 27.6M 5s
94400K .......... .......... .......... .......... .......... 39% 56.7M 5s
94450K .......... .......... .......... .......... .......... 39% 26.1M 5s
94500K .......... .......... .......... .......... .......... 39% 76.6M 5s
94550K .......... .......... .......... .......... .......... 39% 40.0M 5s
94600K .......... .......... .......... .......... .......... 39% 57.1M 5s
94650K .......... .......... .......... .......... .......... 39% 25.7M 5s
94700K .......... .......... .......... .......... .......... 40% 60.7M 5s
94750K .......... .......... .......... .......... .......... 40% 17.2M 5s
94800K .......... .......... .......... .......... .......... 40% 18.5M 5s
94850K .......... .......... .......... .......... .......... 40% 56.6M 5s
94900K .......... .......... .......... .......... .......... 40% 65.2M 5s
94950K .......... .......... .......... .......... .......... 40% 58.7M 5s
95000K .......... .......... .......... .......... .......... 40% 59.8M 5s
95050K .......... .......... .......... .......... .......... 40% 65.7M 5s
95100K .......... .......... .......... .......... .......... 40% 78.3M 5s
95150K .......... .......... .......... .......... .......... 40% 34.7M 5s
95200K .......... .......... .......... .......... .......... 40% 58.3M 5s
95250K .......... .......... .......... .......... .......... 40% 27.4M 5s
95300K .......... .......... .......... .......... .......... 40% 25.8M 5s
95350K .......... .......... .......... .......... .......... 40% 66.8M 5s
95400K .......... .......... .......... .......... .......... 40% 76.2M 5s
95450K .......... .......... .......... .......... .......... 40% 67.1M 5s
95500K .......... .......... .......... .......... .......... 40% 30.3M 5s
95550K .......... .......... .......... .......... .......... 40% 21.0M 5s
95600K .......... .......... .......... .......... .......... 40% 53.4M 5s
95650K .......... .......... .......... .......... .......... 40% 13.9M 5s
95700K .......... .......... .......... .......... .......... 40% 71.7M 5s
95750K .......... .......... .......... .......... .......... 40% 75.0M 5s
95800K .......... .......... .......... .......... .......... 40% 49.4M 5s
95850K .......... .......... .......... .......... .......... 40% 67.3M 5s
95900K .......... .......... .......... .......... .......... 40% 82.8M 5s
95950K .......... .......... .......... .......... .......... 40% 78.3M 5s
96000K .......... .......... .......... .......... .......... 40% 82.0M 5s
96050K .......... .......... .......... .......... .......... 40% 51.3M 5s
96100K .......... .......... .......... .......... .......... 40% 19.5M 5s
96150K .......... .......... .......... .......... .......... 40% 61.7M 5s
96200K .......... .......... .......... .......... .......... 40% 68.4M 5s
96250K .......... .......... .......... .......... .......... 40% 7.21M 5s
96300K .......... .......... .......... .......... .......... 40% 53.1M 5s
96350K .......... .......... .......... .......... .......... 40% 32.0M 5s
96400K .......... .......... .......... .......... .......... 40% 285M 5s
96450K .......... .......... .......... .......... .......... 40% 55.0M 5s
96500K .......... .......... .......... .......... .......... 40% 101M 5s
96550K .......... .......... .......... .......... .......... 40% 55.2M 5s
96600K .......... .......... .......... .......... .......... 40% 50.7M 5s
96650K .......... .......... .......... .......... .......... 40% 79.3M 5s
96700K .......... .......... .......... .......... .......... 40% 80.2M 5s
96750K .......... .......... .......... .......... .......... 40% 48.9M 5s
96800K .......... .......... .......... .......... .......... 40% 68.8M 5s
96850K .......... .......... .......... .......... .......... 40% 79.4M 5s
96900K .......... .......... .......... .......... .......... 40% 59.1M 5s
96950K .......... .......... .......... .......... .......... 40% 81.0M 5s
97000K .......... .......... .......... .......... .......... 40% 60.7M 5s
97050K .......... .......... .......... .......... .......... 41% 88.1M 5s
97100K .......... .......... .......... .......... .......... 41% 50.7M 5s
97150K .......... .......... .......... .......... .......... 41% 62.7M 5s
97200K .......... .......... .......... .......... .......... 41% 16.1M 5s
97250K .......... .......... .......... .......... .......... 41% 50.5M 5s
97300K .......... .......... .......... .......... .......... 41% 6.34M 5s
97350K .......... .......... .......... .......... .......... 41% 220M 5s
97400K .......... .......... .......... .......... .......... 41% 178M 5s
97450K .......... .......... .......... .......... .......... 41% 27.8M 5s
97500K .......... .......... .......... .......... .......... 41% 59.9M 5s
97550K .......... .......... .......... .......... .......... 41% 37.2M 5s
97600K .......... .......... .......... .......... .......... 41% 14.6M 5s
97650K .......... .......... .......... .......... .......... 41% 197M 5s
97700K .......... .......... .......... .......... .......... 41% 185M 5s
97750K .......... .......... .......... .......... .......... 41% 170M 5s
97800K .......... .......... .......... .......... .......... 41% 36.9M 5s
97850K .......... .......... .......... .......... .......... 41% 116M 5s
97900K .......... .......... .......... .......... .......... 41% 15.8M 5s
97950K .......... .......... .......... .......... .......... 41% 244M 5s
98000K .......... .......... .......... .......... .......... 41% 91.3M 5s
98050K .......... .......... .......... .......... .......... 41% 22.0M 5s
98100K .......... .......... .......... .......... .......... 41% 67.0M 5s
98150K .......... .......... .......... .......... .......... 41% 81.2M 5s
98200K .......... .......... .......... .......... .......... 41% 16.9M 5s
98250K .......... .......... .......... .......... .......... 41% 72.1M 5s
98300K .......... .......... .......... .......... .......... 41% 60.1M 5s
98350K .......... .......... .......... .......... .......... 41% 32.4M 5s
98400K .......... .......... .......... .......... .......... 41% 63.0M 5s
98450K .......... .......... .......... .......... .......... 41% 73.0M 5s
98500K .......... .......... .......... .......... .......... 41% 51.0M 5s
98550K .......... .......... .......... .......... .......... 41% 33.5M 5s
98600K .......... .......... .......... .......... .......... 41% 6.37M 5s
98650K .......... .......... .......... .......... .......... 41% 51.1M 5s
98700K .......... .......... .......... .......... .......... 41% 69.9M 5s
98750K .......... .......... .......... .......... .......... 41% 67.4M 5s
98800K .......... .......... .......... .......... .......... 41% 59.7M 5s
98850K .......... .......... .......... .......... .......... 41% 60.5M 5s
98900K .......... .......... .......... .......... .......... 41% 72.2M 5s
98950K .......... .......... .......... .......... .......... 41% 50.7M 5s
99000K .......... .......... .......... .......... .......... 41% 50.1M 5s
99050K .......... .......... .......... .......... .......... 41% 41.2M 5s
99100K .......... .......... .......... .......... .......... 41% 50.0M 5s
99150K .......... .......... .......... .......... .......... 41% 73.0M 5s
99200K .......... .......... .......... .......... .......... 41% 55.3M 5s
99250K .......... .......... .......... .......... .......... 41% 55.3M 5s
99300K .......... .......... .......... .......... .......... 41% 67.2M 5s
99350K .......... .......... .......... .......... .......... 41% 37.9M 5s
99400K .......... .......... .......... .......... .......... 41% 64.8M 5s
99450K .......... .......... .......... .......... .......... 42% 74.9M 5s
99500K .......... .......... .......... .......... .......... 42% 4.14M 5s
99550K .......... .......... .......... .......... .......... 42% 60.3M 5s
99600K .......... .......... .......... .......... .......... 42% 77.4M 5s
99650K .......... .......... .......... .......... .......... 42% 84.5M 5s
99700K .......... .......... .......... .......... .......... 42% 85.4M 5s
99750K .......... .......... .......... .......... .......... 42% 152M 5s
99800K .......... .......... .......... .......... .......... 42% 86.8M 5s
99850K .......... .......... .......... .......... .......... 42% 70.1M 5s
99900K .......... .......... .......... .......... .......... 42% 99.6M 5s
99950K .......... .......... .......... .......... .......... 42% 68.5M 5s
100000K .......... .......... .......... .......... .......... 42% 45.7M 5s
100050K .......... .......... .......... .......... .......... 42% 58.0M 5s
100100K .......... .......... .......... .......... .......... 42% 61.5M 5s
100150K .......... .......... .......... .......... .......... 42% 64.4M 5s
100200K .......... .......... .......... .......... .......... 42% 62.1M 5s
100250K .......... .......... .......... .......... .......... 42% 23.5M 5s
100300K .......... .......... .......... .......... .......... 42% 48.4M 5s
100350K .......... .......... .......... .......... .......... 42% 12.6M 5s
100400K .......... .......... .......... .......... .......... 42% 45.7M 5s
100450K .......... .......... .......... .......... .......... 42% 50.2M 5s
100500K .......... .......... .......... .......... .......... 42% 60.4M 5s
100550K .......... .......... .......... .......... .......... 42% 51.5M 5s
100600K .......... .......... .......... .......... .......... 42% 66.0M 5s
100650K .......... .......... .......... .......... .......... 42% 60.2M 5s
100700K .......... .......... .......... .......... .......... 42% 58.5M 5s
100750K .......... .......... .......... .......... .......... 42% 59.2M 5s
100800K .......... .......... .......... .......... .......... 42% 51.1M 5s
100850K .......... .......... .......... .......... .......... 42% 6.17M 5s
100900K .......... .......... .......... .......... .......... 42% 5.95M 5s
100950K .......... .......... .......... .......... .......... 42% 52.4M 5s
101000K .......... .......... .......... .......... .......... 42% 62.0M 5s
101050K .......... .......... .......... .......... .......... 42% 67.1M 5s
101100K .......... .......... .......... .......... .......... 42% 65.8M 5s
101150K .......... .......... .......... .......... .......... 42% 8.67M 5s
101200K .......... .......... .......... .......... .......... 42% 65.8M 5s
101250K .......... .......... .......... .......... .......... 42% 64.3M 5s
101300K .......... .......... .......... .......... .......... 42% 51.1M 5s
101350K .......... .......... .......... .......... .......... 42% 51.5M 5s
101400K .......... .......... .......... .......... .......... 42% 9.44M 5s
101450K .......... .......... .......... .......... .......... 42% 47.4M 5s
101500K .......... .......... .......... .......... .......... 42% 58.1M 5s
101550K .......... .......... .......... .......... .......... 42% 54.8M 5s
101600K .......... .......... .......... .......... .......... 42% 59.8M 5s
101650K .......... .......... .......... .......... .......... 42% 65.7M 5s
101700K .......... .......... .......... .......... .......... 42% 56.9M 5s
101750K .......... .......... .......... .......... .......... 42% 56.3M 5s
101800K .......... .......... .......... .......... .......... 43% 71.9M 5s
101850K .......... .......... .......... .......... .......... 43% 61.9M 5s
101900K .......... .......... .......... .......... .......... 43% 9.36M 5s
101950K .......... .......... .......... .......... .......... 43% 56.6M 5s
102000K .......... .......... .......... .......... .......... 43% 50.0M 5s
102050K .......... .......... .......... .......... .......... 43% 58.8M 5s
102100K .......... .......... .......... .......... .......... 43% 59.2M 5s
102150K .......... .......... .......... .......... .......... 43% 54.4M 5s
102200K .......... .......... .......... .......... .......... 43% 56.5M 5s
102250K .......... .......... .......... .......... .......... 43% 67.6M 5s
102300K .......... .......... .......... .......... .......... 43% 56.6M 5s
102350K .......... .......... .......... .......... .......... 43% 50.6M 5s
102400K .......... .......... .......... .......... .......... 43% 6.82M 5s
102450K .......... .......... .......... .......... .......... 43% 66.9M 5s
102500K .......... .......... .......... .......... .......... 43% 54.4M 5s
102550K .......... .......... .......... .......... .......... 43% 58.3M 5s
102600K .......... .......... .......... .......... .......... 43% 71.6M 5s
102650K .......... .......... .......... .......... .......... 43% 67.0M 5s
102700K .......... .......... .......... .......... .......... 43% 69.5M 5s
102750K .......... .......... .......... .......... .......... 43% 67.2M 5s
102800K .......... .......... .......... .......... .......... 43% 70.4M 5s
102850K .......... .......... .......... .......... .......... 43% 70.7M 5s
102900K .......... .......... .......... .......... .......... 43% 18.5M 5s
102950K .......... .......... .......... .......... .......... 43% 60.8M 5s
103000K .......... .......... .......... .......... .......... 43% 68.5M 5s
103050K .......... .......... .......... .......... .......... 43% 74.1M 5s
103100K .......... .......... .......... .......... .......... 43% 79.6M 5s
103150K .......... .......... .......... .......... .......... 43% 47.2M 5s
103200K .......... .......... .......... .......... .......... 43% 48.9M 5s
103250K .......... .......... .......... .......... .......... 43% 60.0M 5s
103300K .......... .......... .......... .......... .......... 43% 13.5M 5s
103350K .......... .......... .......... .......... .......... 43% 55.4M 5s
103400K .......... .......... .......... .......... .......... 43% 10.9M 5s
103450K .......... .......... .......... .......... .......... 43% 46.2M 5s
103500K .......... .......... .......... .......... .......... 43% 51.3M 5s
103550K .......... .......... .......... .......... .......... 43% 41.0M 5s
103600K .......... .......... .......... .......... .......... 43% 61.8M 5s
103650K .......... .......... .......... .......... .......... 43% 48.8M 5s
103700K .......... .......... .......... .......... .......... 43% 25.4M 5s
103750K .......... .......... .......... .......... .......... 43% 58.0M 5s
103800K .......... .......... .......... .......... .......... 43% 6.82M 5s
103850K .......... .......... .......... .......... .......... 43% 66.9M 5s
103900K .......... .......... .......... .......... .......... 43% 50.6M 5s
103950K .......... .......... .......... .......... .......... 43% 45.2M 5s
104000K .......... .......... .......... .......... .......... 43% 69.1M 5s
104050K .......... .......... .......... .......... .......... 43% 72.2M 5s
104100K .......... .......... .......... .......... .......... 43% 70.4M 5s
104150K .......... .......... .......... .......... .......... 44% 62.4M 5s
104200K .......... .......... .......... .......... .......... 44% 69.0M 5s
104250K .......... .......... .......... .......... .......... 44% 56.7M 5s
104300K .......... .......... .......... .......... .......... 44% 73.3M 5s
104350K .......... .......... .......... .......... .......... 44% 64.4M 5s
104400K .......... .......... .......... .......... .......... 44% 68.0M 5s
104450K .......... .......... .......... .......... .......... 44% 9.44M 5s
104500K .......... .......... .......... .......... .......... 44% 73.7M 5s
104550K .......... .......... .......... .......... .......... 44% 54.1M 5s
104600K .......... .......... .......... .......... .......... 44% 67.0M 5s
104650K .......... .......... .......... .......... .......... 44% 68.2M 5s
104700K .......... .......... .......... .......... .......... 44% 57.3M 5s
104750K .......... .......... .......... .......... .......... 44% 54.4M 5s
104800K .......... .......... .......... .......... .......... 44% 72.4M 5s
104850K .......... .......... .......... .......... .......... 44% 74.1M 5s
104900K .......... .......... .......... .......... .......... 44% 78.7M 5s
104950K .......... .......... .......... .......... .......... 44% 7.61M 5s
105000K .......... .......... .......... .......... .......... 44% 68.7M 5s
105050K .......... .......... .......... .......... .......... 44% 69.8M 5s
105100K .......... .......... .......... .......... .......... 44% 74.1M 5s
105150K .......... .......... .......... .......... .......... 44% 66.5M 5s
105200K .......... .......... .......... .......... .......... 44% 59.7M 5s
105250K .......... .......... .......... .......... .......... 44% 70.0M 5s
105300K .......... .......... .......... .......... .......... 44% 67.4M 5s
105350K .......... .......... .......... .......... .......... 44% 54.3M 5s
105400K .......... .......... .......... .......... .......... 44% 60.8M 5s
105450K .......... .......... .......... .......... .......... 44% 58.0M 5s
105500K .......... .......... .......... .......... .......... 44% 70.5M 5s
105550K .......... .......... .......... .......... .......... 44% 54.9M 5s
105600K .......... .......... .......... .......... .......... 44% 67.5M 5s
105650K .......... .......... .......... .......... .......... 44% 66.7M 5s
105700K .......... .......... .......... .......... .......... 44% 64.2M 5s
105750K .......... .......... .......... .......... .......... 44% 44.4M 5s
105800K .......... .......... .......... .......... .......... 44% 59.5M 5s
105850K .......... .......... .......... .......... .......... 44% 7.90M 5s
105900K .......... .......... .......... .......... .......... 44% 49.3M 5s
105950K .......... .......... .......... .......... .......... 44% 8.10M 5s
106000K .......... .......... .......... .......... .......... 44% 69.3M 5s
106050K .......... .......... .......... .......... .......... 44% 76.0M 5s
106100K .......... .......... .......... .......... .......... 44% 73.9M 5s
106150K .......... .......... .......... .......... .......... 44% 67.0M 5s
106200K .......... .......... .......... .......... .......... 44% 76.0M 5s
106250K .......... .......... .......... .......... .......... 44% 74.7M 5s
106300K .......... .......... .......... .......... .......... 44% 76.4M 5s
106350K .......... .......... .......... .......... .......... 44% 6.92M 5s
106400K .......... .......... .......... .......... .......... 44% 73.6M 5s
106450K .......... .......... .......... .......... .......... 44% 35.6M 5s
106500K .......... .......... .......... .......... .......... 44% 251M 5s
106550K .......... .......... .......... .......... .......... 45% 197M 5s
106600K .......... .......... .......... .......... .......... 45% 8.31M 5s
106650K .......... .......... .......... .......... .......... 45% 54.2M 5s
106700K .......... .......... .......... .......... .......... 45% 51.8M 5s
106750K .......... .......... .......... .......... .......... 45% 8.27M 5s
106800K .......... .......... .......... .......... .......... 45% 253M 5s
106850K .......... .......... .......... .......... .......... 45% 230M 5s
106900K .......... .......... .......... .......... .......... 45% 170M 5s
106950K .......... .......... .......... .......... .......... 45% 41.7M 5s
107000K .......... .......... .......... .......... .......... 45% 251M 5s
107050K .......... .......... .......... .......... .......... 45% 258M 5s
107100K .......... .......... .......... .......... .......... 45% 188M 5s
107150K .......... .......... .......... .......... .......... 45% 216M 5s
107200K .......... .......... .......... .......... .......... 45% 244M 5s
107250K .......... .......... .......... .......... .......... 45% 188M 5s
107300K .......... .......... .......... .......... .......... 45% 139M 5s
107350K .......... .......... .......... .......... .......... 45% 193M 5s
107400K .......... .......... .......... .......... .......... 45% 231M 5s
107450K .......... .......... .......... .......... .......... 45% 45.0M 5s
107500K .......... .......... .......... .......... .......... 45% 205M 5s
107550K .......... .......... .......... .......... .......... 45% 227M 5s
107600K .......... .......... .......... .......... .......... 45% 215M 5s
107650K .......... .......... .......... .......... .......... 45% 71.0M 5s
107700K .......... .......... .......... .......... .......... 45% 134M 5s
107750K .......... .......... .......... .......... .......... 45% 55.6M 5s
107800K .......... .......... .......... .......... .......... 45% 52.4M 5s
107850K .......... .......... .......... .......... .......... 45% 4.27M 5s
107900K .......... .......... .......... .......... .......... 45% 59.6M 5s
107950K .......... .......... .......... .......... .......... 45% 65.1M 5s
108000K .......... .......... .......... .......... .......... 45% 14.7M 5s
108050K .......... .......... .......... .......... .......... 45% 21.7M 5s
108100K .......... .......... .......... .......... .......... 45% 56.5M 5s
108150K .......... .......... .......... .......... .......... 45% 25.8M 5s
108200K .......... .......... .......... .......... .......... 45% 24.1M 5s
108250K .......... .......... .......... .......... .......... 45% 41.2M 5s
108300K .......... .......... .......... .......... .......... 45% 54.9M 4s
108350K .......... .......... .......... .......... .......... 45% 55.6M 4s
108400K .......... .......... .......... .......... .......... 45% 63.3M 4s
108450K .......... .......... .......... .......... .......... 45% 71.3M 4s
108500K .......... .......... .......... .......... .......... 45% 29.7M 4s
108550K .......... .......... .......... .......... .......... 45% 231M 4s
108600K .......... .......... .......... .......... .......... 45% 277M 4s
108650K .......... .......... .......... .......... .......... 45% 248M 4s
108700K .......... .......... .......... .......... .......... 45% 316M 4s
108750K .......... .......... .......... .......... .......... 45% 256M 4s
108800K .......... .......... .......... .......... .......... 45% 264M 4s
108850K .......... .......... .......... .......... .......... 45% 234M 4s
108900K .......... .......... .......... .......... .......... 46% 282M 4s
108950K .......... .......... .......... .......... .......... 46% 109M 4s
109000K .......... .......... .......... .......... .......... 46% 71.3M 4s
109050K .......... .......... .......... .......... .......... 46% 15.1M 4s
109100K .......... .......... .......... .......... .......... 46% 88.2M 4s
109150K .......... .......... .......... .......... .......... 46% 13.7M 4s
109200K .......... .......... .......... .......... .......... 46% 80.3M 4s
109250K .......... .......... .......... .......... .......... 46% 42.7M 4s
109300K .......... .......... .......... .......... .......... 46% 127M 4s
109350K .......... .......... .......... .......... .......... 46% 72.3M 4s
109400K .......... .......... .......... .......... .......... 46% 55.9M 4s
109450K .......... .......... .......... .......... .......... 46% 77.3M 4s
109500K .......... .......... .......... .......... .......... 46% 39.6M 4s
109550K .......... .......... .......... .......... .......... 46% 170M 4s
109600K .......... .......... .......... .......... .......... 46% 66.8M 4s
109650K .......... .......... .......... .......... .......... 46% 62.8M 4s
109700K .......... .......... .......... .......... .......... 46% 35.2M 4s
109750K .......... .......... .......... .......... .......... 46% 66.1M 4s
109800K .......... .......... .......... .......... .......... 46% 9.05M 4s
109850K .......... .......... .......... .......... .......... 46% 37.9M 4s
109900K .......... .......... .......... .......... .......... 46% 64.4M 4s
109950K .......... .......... .......... .......... .......... 46% 58.4M 4s
110000K .......... .......... .......... .......... .......... 46% 4.80M 4s
110050K .......... .......... .......... .......... .......... 46% 127M 4s
110100K .......... .......... .......... .......... .......... 46% 72.9M 4s
110150K .......... .......... .......... .......... .......... 46% 92.6M 4s
110200K .......... .......... .......... .......... .......... 46% 59.0M 4s
110250K .......... .......... .......... .......... .......... 46% 55.3M 4s
110300K .......... .......... .......... .......... .......... 46% 77.3M 4s
110350K .......... .......... .......... .......... .......... 46% 5.40M 4s
110400K .......... .......... .......... .......... .......... 46% 30.1M 4s
110450K .......... .......... .......... .......... .......... 46% 61.0M 4s
110500K .......... .......... .......... .......... .......... 46% 20.3M 4s
110550K .......... .......... .......... .......... .......... 46% 72.2M 4s
110600K .......... .......... .......... .......... .......... 46% 71.1M 4s
110650K .......... .......... .......... .......... .......... 46% 70.1M 4s
110700K .......... .......... .......... .......... .......... 46% 19.3M 4s
110750K .......... .......... .......... .......... .......... 46% 58.4M 4s
110800K .......... .......... .......... .......... .......... 46% 57.6M 4s
110850K .......... .......... .......... .......... .......... 46% 60.6M 4s
110900K .......... .......... .......... .......... .......... 46% 61.3M 4s
110950K .......... .......... .......... .......... .......... 46% 66.7M 4s
111000K .......... .......... .......... .......... .......... 46% 60.2M 4s
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111100K .......... .......... .......... .......... .......... 46% 192M 4s
111150K .......... .......... .......... .......... .......... 46% 193M 4s
111200K .......... .......... .......... .......... .......... 46% 249M 4s
111250K .......... .......... .......... .......... .......... 46% 114M 4s
111300K .......... .......... .......... .......... .......... 47% 59.7M 4s
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111400K .......... .......... .......... .......... .......... 47% 65.5M 4s
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111500K .......... .......... .......... .......... .......... 47% 67.3M 4s
111550K .......... .......... .......... .......... .......... 47% 51.0M 4s
111600K .......... .......... .......... .......... .......... 47% 60.7M 4s
111650K .......... .......... .......... .......... .......... 47% 57.8M 4s
111700K .......... .......... .......... .......... .......... 47% 73.6M 4s
111750K .......... .......... .......... .......... .......... 47% 78.4M 4s
111800K .......... .......... .......... .......... .......... 47% 30.5M 4s
111850K .......... .......... .......... .......... .......... 47% 8.08M 4s
111900K .......... .......... .......... .......... .......... 47% 67.2M 4s
111950K .......... .......... .......... .......... .......... 47% 11.0M 4s
112000K .......... .......... .......... .......... .......... 47% 48.3M 4s
112050K .......... .......... .......... .......... .......... 47% 18.4M 4s
112100K .......... .......... .......... .......... .......... 47% 50.8M 4s
112150K .......... .......... .......... .......... .......... 47% 70.8M 4s
112200K .......... .......... .......... .......... .......... 47% 59.6M 4s
112250K .......... .......... .......... .......... .......... 47% 57.2M 4s
112300K .......... .......... .......... .......... .......... 47% 48.7M 4s
112350K .......... .......... .......... .......... .......... 47% 61.2M 4s
112400K .......... .......... .......... .......... .......... 47% 57.9M 4s
112450K .......... .......... .......... .......... .......... 47% 55.1M 4s
112500K .......... .......... .......... .......... .......... 47% 13.7M 4s
112550K .......... .......... .......... .......... .......... 47% 17.4M 4s
112600K .......... .......... .......... .......... .......... 47% 6.72M 4s
112650K .......... .......... .......... .......... .......... 47% 25.0M 4s
112700K .......... .......... .......... .......... .......... 47% 10.8M 4s
112750K .......... .......... .......... .......... .......... 47% 69.9M 4s
112800K .......... .......... .......... .......... .......... 47% 69.6M 4s
112850K .......... .......... .......... .......... .......... 47% 21.6M 4s
112900K .......... .......... .......... .......... .......... 47% 52.3M 4s
112950K .......... .......... .......... .......... .......... 47% 59.7M 4s
113000K .......... .......... .......... .......... .......... 47% 63.4M 4s
113050K .......... .......... .......... .......... .......... 47% 25.6M 4s
113100K .......... .......... .......... .......... .......... 47% 62.0M 4s
113150K .......... .......... .......... .......... .......... 47% 79.1M 4s
113200K .......... .......... .......... .......... .......... 47% 73.4M 4s
113250K .......... .......... .......... .......... .......... 47% 73.8M 4s
113300K .......... .......... .......... .......... .......... 47% 68.0M 4s
113350K .......... .......... .......... .......... .......... 47% 62.1M 4s
113400K .......... .......... .......... .......... .......... 47% 53.6M 4s
113450K .......... .......... .......... .......... .......... 47% 66.1M 4s
113500K .......... .......... .......... .......... .......... 47% 69.2M 4s
113550K .......... .......... .......... .......... .......... 47% 34.9M 4s
113600K .......... .......... .......... .......... .......... 47% 249M 4s
113650K .......... .......... .......... .......... .......... 48% 245M 4s
113700K .......... .......... .......... .......... .......... 48% 218M 4s
113750K .......... .......... .......... .......... .......... 48% 246M 4s
113800K .......... .......... .......... .......... .......... 48% 223M 4s
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113900K .......... .......... .......... .......... .......... 48% 185M 4s
113950K .......... .......... .......... .......... .......... 48% 251M 4s
114000K .......... .......... .......... .......... .......... 48% 179M 4s
114050K .......... .......... .......... .......... .......... 48% 44.5M 4s
114100K .......... .......... .......... .......... .......... 48% 162M 4s
114150K .......... .......... .......... .......... .......... 48% 199M 4s
114200K .......... .......... .......... .......... .......... 48% 105M 4s
114250K .......... .......... .......... .......... .......... 48% 48.0M 4s
114300K .......... .......... .......... .......... .......... 48% 28.9M 4s
114350K .......... .......... .......... .......... .......... 48% 44.5M 4s
114400K .......... .......... .......... .......... .......... 48% 4.92M 4s
114450K .......... .......... .......... .......... .......... 48% 50.4M 4s
114500K .......... .......... .......... .......... .......... 48% 19.9M 4s
114550K .......... .......... .......... .......... .......... 48% 70.0M 4s
114600K .......... .......... .......... .......... .......... 48% 15.9M 4s
114650K .......... .......... .......... .......... .......... 48% 61.9M 4s
114700K .......... .......... .......... .......... .......... 48% 73.6M 4s
114750K .......... .......... .......... .......... .......... 48% 59.0M 4s
114800K .......... .......... .......... .......... .......... 48% 59.4M 4s
114850K .......... .......... .......... .......... .......... 48% 54.6M 4s
114900K .......... .......... .......... .......... .......... 48% 54.1M 4s
114950K .......... .......... .......... .......... .......... 48% 16.6M 4s
115000K .......... .......... .......... .......... .......... 48% 46.3M 4s
115050K .......... .......... .......... .......... .......... 48% 54.1M 4s
115100K .......... .......... .......... .......... .......... 48% 32.5M 4s
115150K .......... .......... .......... .......... .......... 48% 32.0M 4s
115200K .......... .......... .......... .......... .......... 48% 68.4M 4s
115250K .......... .......... .......... .......... .......... 48% 28.2M 4s
115300K .......... .......... .......... .......... .......... 48% 31.0M 4s
115350K .......... .......... .......... .......... .......... 48% 24.2M 4s
115400K .......... .......... .......... .......... .......... 48% 72.9M 4s
115450K .......... .......... .......... .......... .......... 48% 81.8M 4s
115500K .......... .......... .......... .......... .......... 48% 25.2M 4s
115550K .......... .......... .......... .......... .......... 48% 63.5M 4s
115600K .......... .......... .......... .......... .......... 48% 39.6M 4s
115650K .......... .......... .......... .......... .......... 48% 73.6M 4s
115700K .......... .......... .......... .......... .......... 48% 74.0M 4s
115750K .......... .......... .......... .......... .......... 48% 27.4M 4s
115800K .......... .......... .......... .......... .......... 48% 66.5M 4s
115850K .......... .......... .......... .......... .......... 48% 78.0M 4s
115900K .......... .......... .......... .......... .......... 48% 73.1M 4s
115950K .......... .......... .......... .......... .......... 48% 62.1M 4s
116000K .......... .......... .......... .......... .......... 49% 83.2M 4s
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116100K .......... .......... .......... .......... .......... 49% 33.3M 4s
116150K .......... .......... .......... .......... .......... 49% 204M 4s
116200K .......... .......... .......... .......... .......... 49% 233M 4s
116250K .......... .......... .......... .......... .......... 49% 40.3M 4s
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116400K .......... .......... .......... .......... .......... 49% 65.5M 4s
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116500K .......... .......... .......... .......... .......... 49% 56.9M 4s
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116600K .......... .......... .......... .......... .......... 49% 28.7M 4s
116650K .......... .......... .......... .......... .......... 49% 9.59M 4s
116700K .......... .......... .......... .......... .......... 49% 12.0M 4s
116750K .......... .......... .......... .......... .......... 49% 137M 4s
116800K .......... .......... .......... .......... .......... 49% 70.6M 4s
116850K .......... .......... .......... .......... .......... 49% 86.7M 4s
116900K .......... .......... .......... .......... .......... 49% 9.43M 4s
116950K .......... .......... .......... .......... .......... 49% 11.4M 4s
117000K .......... .......... .......... .......... .......... 49% 114M 4s
117050K .......... .......... .......... .......... .......... 49% 86.3M 4s
117100K .......... .......... .......... .......... .......... 49% 47.0M 4s
117150K .......... .......... .......... .......... .......... 49% 83.6M 4s
117200K .......... .......... .......... .......... .......... 49% 86.0M 4s
117250K .......... .......... .......... .......... .......... 49% 32.6M 4s
117300K .......... .......... .......... .......... .......... 49% 16.7M 4s
117350K .......... .......... .......... .......... .......... 49% 96.4M 4s
117400K .......... .......... .......... .......... .......... 49% 79.1M 4s
117450K .......... .......... .......... .......... .......... 49% 88.5M 4s
117500K .......... .......... .......... .......... .......... 49% 80.5M 4s
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117600K .......... .......... .......... .......... .......... 49% 20.9M 4s
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117700K .......... .......... .......... .......... .......... 49% 74.0M 4s
117750K .......... .......... .......... .......... .......... 49% 117M 4s
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117900K .......... .......... .......... .......... .......... 49% 162M 4s
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118000K .......... .......... .......... .......... .......... 49% 66.1M 4s
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118100K .......... .......... .......... .......... .......... 49% 63.4M 4s
118150K .......... .......... .......... .......... .......... 49% 31.3M 4s
118200K .......... .......... .......... .......... .......... 49% 71.0M 4s
118250K .......... .......... .......... .......... .......... 49% 72.7M 4s
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118400K .......... .......... .......... .......... .......... 50% 21.9M 4s
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118500K .......... .......... .......... .......... .......... 50% 13.4M 4s
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118650K .......... .......... .......... .......... .......... 50% 27.5M 4s
118700K .......... .......... .......... .......... .......... 50% 18.7M 4s
118750K .......... .......... .......... .......... .......... 50% 72.8M 4s
118800K .......... .......... .......... .......... .......... 50% 66.7M 4s
118850K .......... .......... .......... .......... .......... 50% 63.0M 4s
118900K .......... .......... .......... .......... .......... 50% 126M 4s
118950K .......... .......... .......... .......... .......... 50% 94.4M 4s
119000K .......... .......... .......... .......... .......... 50% 71.9M 4s
119050K .......... .......... .......... .......... .......... 50% 63.8M 4s
119100K .......... .......... .......... .......... .......... 50% 60.0M 4s
119150K .......... .......... .......... .......... .......... 50% 29.3M 4s
119200K .......... .......... .......... .......... .......... 50% 73.4M 4s
119250K .......... .......... .......... .......... .......... 50% 78.6M 4s
119300K .......... .......... .......... .......... .......... 50% 68.4M 4s
119350K .......... .......... .......... .......... .......... 50% 78.0M 4s
119400K .......... .......... .......... .......... .......... 50% 76.7M 4s
119450K .......... .......... .......... .......... .......... 50% 67.1M 4s
119500K .......... .......... .......... .......... .......... 50% 58.8M 4s
119550K .......... .......... .......... .......... .......... 50% 63.0M 4s
119600K .......... .......... .......... .......... .......... 50% 64.0M 4s
119650K .......... .......... .......... .......... .......... 50% 30.5M 4s
119700K .......... .......... .......... .......... .......... 50% 10.0M 4s
119750K .......... .......... .......... .......... .......... 50% 154M 4s
119800K .......... .......... .......... .......... .......... 50% 214M 4s
119850K .......... .......... .......... .......... .......... 50% 150M 4s
119900K .......... .......... .......... .......... .......... 50% 224M 4s
119950K .......... .......... .......... .......... .......... 50% 195M 4s
120000K .......... .......... .......... .......... .......... 50% 139M 4s
120050K .......... .......... .......... .......... .......... 50% 148M 4s
120100K .......... .......... .......... .......... .......... 50% 96.5M 4s
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120200K .......... .......... .......... .......... .......... 50% 67.9M 4s
120250K .......... .......... .......... .......... .......... 50% 62.0M 4s
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120400K .......... .......... .......... .......... .......... 50% 65.2M 4s
120450K .......... .......... .......... .......... .......... 50% 7.09M 4s
120500K .......... .......... .......... .......... .......... 50% 71.6M 4s
120550K .......... .......... .......... .......... .......... 50% 38.3M 4s
120600K .......... .......... .......... .......... .......... 50% 29.5M 4s
120650K .......... .......... .......... .......... .......... 50% 30.7M 4s
120700K .......... .......... .......... .......... .......... 50% 66.4M 4s
120750K .......... .......... .......... .......... .......... 51% 23.8M 4s
120800K .......... .......... .......... .......... .......... 51% 57.1M 4s
120850K .......... .......... .......... .......... .......... 51% 63.1M 4s
120900K .......... .......... .......... .......... .......... 51% 49.3M 4s
120950K .......... .......... .......... .......... .......... 51% 9.32M 4s
121000K .......... .......... .......... .......... .......... 51% 41.9M 4s
121050K .......... .......... .......... .......... .......... 51% 97.2M 4s
121100K .......... .......... .......... .......... .......... 51% 49.4M 4s
121150K .......... .......... .......... .......... .......... 51% 66.5M 4s
121200K .......... .......... .......... .......... .......... 51% 76.4M 4s
121250K .......... .......... .......... .......... .......... 51% 105M 4s
121300K .......... .......... .......... .......... .......... 51% 64.3M 4s
121350K .......... .......... .......... .......... .......... 51% 14.9M 4s
121400K .......... .......... .......... .......... .......... 51% 96.3M 4s
121450K .......... .......... .......... .......... .......... 51% 30.8M 4s
121500K .......... .......... .......... .......... .......... 51% 194M 4s
121550K .......... .......... .......... .......... .......... 51% 120M 4s
121600K .......... .......... .......... .......... .......... 51% 60.7M 4s
121650K .......... .......... .......... .......... .......... 51% 35.4M 4s
121700K .......... .......... .......... .......... .......... 51% 95.0M 4s
121750K .......... .......... .......... .......... .......... 51% 96.4M 4s
121800K .......... .......... .......... .......... .......... 51% 43.9M 4s
121850K .......... .......... .......... .......... .......... 51% 55.6M 4s
121900K .......... .......... .......... .......... .......... 51% 93.1M 4s
121950K .......... .......... .......... .......... .......... 51% 74.2M 4s
122000K .......... .......... .......... .......... .......... 51% 47.9M 4s
122050K .......... .......... .......... .......... .......... 51% 82.1M 4s
122100K .......... .......... .......... .......... .......... 51% 28.4M 4s
122150K .......... .......... .......... .......... .......... 51% 129M 4s
122200K .......... .......... .......... .......... .......... 51% 104M 4s
122250K .......... .......... .......... .......... .......... 51% 49.1M 4s
122300K .......... .......... .......... .......... .......... 51% 13.5M 4s
122350K .......... .......... .......... .......... .......... 51% 150M 4s
122400K .......... .......... .......... .......... .......... 51% 91.4M 4s
122450K .......... .......... .......... .......... .......... 51% 91.8M 4s
122500K .......... .......... .......... .......... .......... 51% 27.2M 4s
122550K .......... .......... .......... .......... .......... 51% 42.5M 4s
122600K .......... .......... .......... .......... .......... 51% 5.79M 4s
122650K .......... .......... .......... .......... .......... 51% 69.9M 4s
122700K .......... .......... .......... .......... .......... 51% 5.56M 4s
122750K .......... .......... .......... .......... .......... 51% 67.6M 4s
122800K .......... .......... .......... .......... .......... 51% 91.8M 4s
122850K .......... .......... .......... .......... .......... 51% 43.8M 4s
122900K .......... .......... .......... .......... .......... 51% 107M 4s
122950K .......... .......... .......... .......... .......... 51% 72.2M 4s
123000K .......... .......... .......... .......... .......... 51% 81.5M 4s
123050K .......... .......... .......... .......... .......... 51% 32.9M 4s
123100K .......... .......... .......... .......... .......... 52% 160M 4s
123150K .......... .......... .......... .......... .......... 52% 72.3M 4s
123200K .......... .......... .......... .......... .......... 52% 33.1M 4s
123250K .......... .......... .......... .......... .......... 52% 32.7M 4s
123300K .......... .......... .......... .......... .......... 52% 53.6M 4s
123350K .......... .......... .......... .......... .......... 52% 231M 4s
123400K .......... .......... .......... .......... .......... 52% 47.2M 4s
123450K .......... .......... .......... .......... .......... 52% 50.7M 4s
123500K .......... .......... .......... .......... .......... 52% 59.8M 4s
123550K .......... .......... .......... .......... .......... 52% 68.7M 4s
123600K .......... .......... .......... .......... .......... 52% 58.3M 4s
123650K .......... .......... .......... .......... .......... 52% 72.2M 4s
123700K .......... .......... .......... .......... .......... 52% 30.0M 4s
123750K .......... .......... .......... .......... .......... 52% 26.2M 4s
123800K .......... .......... .......... .......... .......... 52% 62.8M 4s
123850K .......... .......... .......... .......... .......... 52% 71.1M 4s
123900K .......... .......... .......... .......... .......... 52% 58.9M 4s
123950K .......... .......... .......... .......... .......... 52% 67.5M 4s
124000K .......... .......... .......... .......... .......... 52% 70.6M 4s
124050K .......... .......... .......... .......... .......... 52% 66.1M 4s
124100K .......... .......... .......... .......... .......... 52% 58.9M 4s
124150K .......... .......... .......... .......... .......... 52% 52.4M 4s
124200K .......... .......... .......... .......... .......... 52% 65.6M 4s
124250K .......... .......... .......... .......... .......... 52% 29.9M 4s
124300K .......... .......... .......... .......... .......... 52% 61.9M 4s
124350K .......... .......... .......... .......... .......... 52% 74.9M 4s
124400K .......... .......... .......... .......... .......... 52% 76.1M 4s
124450K .......... .......... .......... .......... .......... 52% 9.09M 4s
124500K .......... .......... .......... .......... .......... 52% 60.9M 4s
124550K .......... .......... .......... .......... .......... 52% 67.2M 4s
124600K .......... .......... .......... .......... .......... 52% 19.3M 4s
124650K .......... .......... .......... .......... .......... 52% 59.3M 4s
124700K .......... .......... .......... .......... .......... 52% 72.7M 4s
124750K .......... .......... .......... .......... .......... 52% 20.4M 4s
124800K .......... .......... .......... .......... .......... 52% 66.5M 4s
124850K .......... .......... .......... .......... .......... 52% 20.5M 4s
124900K .......... .......... .......... .......... .......... 52% 12.2M 4s
124950K .......... .......... .......... .......... .......... 52% 64.3M 4s
125000K .......... .......... .......... .......... .......... 52% 64.7M 4s
125050K .......... .......... .......... .......... .......... 52% 107M 4s
125100K .......... .......... .......... .......... .......... 52% 72.0M 4s
125150K .......... .......... .......... .......... .......... 52% 55.4M 4s
125200K .......... .......... .......... .......... .......... 52% 97.4M 4s
125250K .......... .......... .......... .......... .......... 52% 40.3M 4s
125300K .......... .......... .......... .......... .......... 52% 127M 4s
125350K .......... .......... .......... .......... .......... 52% 24.5M 4s
125400K .......... .......... .......... .......... .......... 52% 55.6M 4s
125450K .......... .......... .......... .......... .......... 52% 57.7M 4s
125500K .......... .......... .......... .......... .......... 53% 50.0M 4s
125550K .......... .......... .......... .......... .......... 53% 53.3M 4s
125600K .......... .......... .......... .......... .......... 53% 57.1M 4s
125650K .......... .......... .......... .......... .......... 53% 70.4M 4s
125700K .......... .......... .......... .......... .......... 53% 52.7M 4s
125750K .......... .......... .......... .......... .......... 53% 15.4M 4s
125800K .......... .......... .......... .......... .......... 53% 52.4M 4s
125850K .......... .......... .......... .......... .......... 53% 61.4M 4s
125900K .......... .......... .......... .......... .......... 53% 55.2M 4s
125950K .......... .......... .......... .......... .......... 53% 24.7M 4s
126000K .......... .......... .......... .......... .......... 53% 53.4M 4s
126050K .......... .......... .......... .......... .......... 53% 74.3M 4s
126100K .......... .......... .......... .......... .......... 53% 63.8M 4s
126150K .......... .......... .......... .......... .......... 53% 75.0M 4s
126200K .......... .......... .......... .......... .......... 53% 68.3M 4s
126250K .......... .......... .......... .......... .......... 53% 18.7M 4s
126300K .......... .......... .......... .......... .......... 53% 179M 4s
126350K .......... .......... .......... .......... .......... 53% 214M 4s
126400K .......... .......... .......... .......... .......... 53% 197M 4s
126450K .......... .......... .......... .......... .......... 53% 111M 4s
126500K .......... .......... .......... .......... .......... 53% 149M 4s
126550K .......... .......... .......... .......... .......... 53% 235M 4s
126600K .......... .......... .......... .......... .......... 53% 36.0M 4s
126650K .......... .......... .......... .......... .......... 53% 31.9M 4s
126700K .......... .......... .......... .......... .......... 53% 5.53M 4s
126750K .......... .......... .......... .......... .......... 53% 10.7M 4s
126800K .......... .......... .......... .......... .......... 53% 12.9M 4s
126850K .......... .......... .......... .......... .......... 53% 49.3M 4s
126900K .......... .......... .......... .......... .......... 53% 46.5M 4s
126950K .......... .......... .......... .......... .......... 53% 59.8M 4s
127000K .......... .......... .......... .......... .......... 53% 62.7M 4s
127050K .......... .......... .......... .......... .......... 53% 17.3M 4s
127100K .......... .......... .......... .......... .......... 53% 61.4M 4s
127150K .......... .......... .......... .......... .......... 53% 75.6M 4s
127200K .......... .......... .......... .......... .......... 53% 16.5M 4s
127250K .......... .......... .......... .......... .......... 53% 67.1M 4s
127300K .......... .......... .......... .......... .......... 53% 10.8M 4s
127350K .......... .......... .......... .......... .......... 53% 76.6M 4s
127400K .......... .......... .......... .......... .......... 53% 58.7M 4s
127450K .......... .......... .......... .......... .......... 53% 48.7M 4s
127500K .......... .......... .......... .......... .......... 53% 57.1M 4s
127550K .......... .......... .......... .......... .......... 53% 60.5M 4s
127600K .......... .......... .......... .......... .......... 53% 65.0M 4s
127650K .......... .......... .......... .......... .......... 53% 61.2M 4s
127700K .......... .......... .......... .......... .......... 53% 45.4M 4s
127750K .......... .......... .......... .......... .......... 53% 64.4M 4s
127800K .......... .......... .......... .......... .......... 53% 26.8M 4s
127850K .......... .......... .......... .......... .......... 54% 68.7M 4s
127900K .......... .......... .......... .......... .......... 54% 53.3M 4s
127950K .......... .......... .......... .......... .......... 54% 66.9M 4s
128000K .......... .......... .......... .......... .......... 54% 66.9M 4s
128050K .......... .......... .......... .......... .......... 54% 74.6M 4s
128100K .......... .......... .......... .......... .......... 54% 68.3M 4s
128150K .......... .......... .......... .......... .......... 54% 73.8M 4s
128200K .......... .......... .......... .......... .......... 54% 61.4M 4s
128250K .......... .......... .......... .......... .......... 54% 57.3M 4s
128300K .......... .......... .......... .......... .......... 54% 34.3M 4s
128350K .......... .......... .......... .......... .......... 54% 86.8M 4s
128400K .......... .......... .......... .......... .......... 54% 79.4M 4s
128450K .......... .......... .......... .......... .......... 54% 89.5M 4s
128500K .......... .......... .......... .......... .......... 54% 82.3M 4s
128550K .......... .......... .......... .......... .......... 54% 79.9M 4s
128600K .......... .......... .......... .......... .......... 54% 52.6M 4s
128650K .......... .......... .......... .......... .......... 54% 62.2M 4s
128700K .......... .......... .......... .......... .......... 54% 37.7M 4s
128750K .......... .......... .......... .......... .......... 54% 10.8M 4s
128800K .......... .......... .......... .......... .......... 54% 15.6M 4s
128850K .......... .......... .......... .......... .......... 54% 273M 4s
128900K .......... .......... .......... .......... .......... 54% 265M 4s
128950K .......... .......... .......... .......... .......... 54% 22.9M 4s
129000K .......... .......... .......... .......... .......... 54% 70.1M 4s
129050K .......... .......... .......... .......... .......... 54% 49.9M 4s
129100K .......... .......... .......... .......... .......... 54% 65.1M 4s
129150K .......... .......... .......... .......... .......... 54% 58.6M 4s
129200K .......... .......... .......... .......... .......... 54% 117M 4s
129250K .......... .......... .......... .......... .......... 54% 98.3M 4s
129300K .......... .......... .......... .......... .......... 54% 20.0M 4s
129350K .......... .......... .......... .......... .......... 54% 95.3M 4s
129400K .......... .......... .......... .......... .......... 54% 46.5M 4s
129450K .......... .......... .......... .......... .......... 54% 85.1M 4s
129500K .......... .......... .......... .......... .......... 54% 59.3M 4s
129550K .......... .......... .......... .......... .......... 54% 63.2M 4s
129600K .......... .......... .......... .......... .......... 54% 39.3M 4s
129650K .......... .......... .......... .......... .......... 54% 46.1M 4s
129700K .......... .......... .......... .......... .......... 54% 129M 4s
129750K .......... .......... .......... .......... .......... 54% 13.7M 4s
129800K .......... .......... .......... .......... .......... 54% 80.3M 4s
129850K .......... .......... .......... .......... .......... 54% 102M 4s
129900K .......... .......... .......... .......... .......... 54% 62.9M 4s
129950K .......... .......... .......... .......... .......... 54% 62.7M 4s
130000K .......... .......... .......... .......... .......... 54% 24.5M 4s
130050K .......... .......... .......... .......... .......... 54% 104M 4s
130100K .......... .......... .......... .......... .......... 54% 20.3M 4s
130150K .......... .......... .......... .......... .......... 54% 110M 4s
130200K .......... .......... .......... .......... .......... 55% 71.5M 4s
130250K .......... .......... .......... .......... .......... 55% 111M 4s
130300K .......... .......... .......... .......... .......... 55% 28.0M 4s
130350K .......... .......... .......... .......... .......... 55% 68.8M 4s
130400K .......... .......... .......... .......... .......... 55% 104M 4s
130450K .......... .......... .......... .......... .......... 55% 53.1M 4s
130500K .......... .......... .......... .......... .......... 55% 69.3M 4s
130550K .......... .......... .......... .......... .......... 55% 106M 4s
130600K .......... .......... .......... .......... .......... 55% 48.3M 4s
130650K .......... .......... .......... .......... .......... 55% 115M 4s
130700K .......... .......... .......... .......... .......... 55% 7.66M 4s
130750K .......... .......... .......... .......... .......... 55% 30.7M 4s
130800K .......... .......... .......... .......... .......... 55% 11.7M 4s
130850K .......... .......... .......... .......... .......... 55% 10.8M 4s
130900K .......... .......... .......... .......... .......... 55% 26.6M 4s
130950K .......... .......... .......... .......... .......... 55% 55.8M 4s
131000K .......... .......... .......... .......... .......... 55% 46.1M 4s
131050K .......... .......... .......... .......... .......... 55% 18.0M 4s
131100K .......... .......... .......... .......... .......... 55% 166M 4s
131150K .......... .......... .......... .......... .......... 55% 13.2M 4s
131200K .......... .......... .......... .......... .......... 55% 45.5M 4s
131250K .......... .......... .......... .......... .......... 55% 177M 4s
131300K .......... .......... .......... .......... .......... 55% 14.2M 4s
131350K .......... .......... .......... .......... .......... 55% 89.7M 4s
131400K .......... .......... .......... .......... .......... 55% 22.5M 4s
131450K .......... .......... .......... .......... .......... 55% 72.4M 4s
131500K .......... .......... .......... .......... .......... 55% 38.6M 4s
131550K .......... .......... .......... .......... .......... 55% 56.7M 4s
131600K .......... .......... .......... .......... .......... 55% 94.3M 4s
131650K .......... .......... .......... .......... .......... 55% 63.5M 4s
131700K .......... .......... .......... .......... .......... 55% 84.2M 3s
131750K .......... .......... .......... .......... .......... 55% 84.0M 3s
131800K .......... .......... .......... .......... .......... 55% 77.5M 3s
131850K .......... .......... .......... .......... .......... 55% 21.6M 3s
131900K .......... .......... .......... .......... .......... 55% 73.7M 3s
131950K .......... .......... .......... .......... .......... 55% 110M 3s
132000K .......... .......... .......... .......... .......... 55% 44.3M 3s
132050K .......... .......... .......... .......... .......... 55% 21.3M 3s
132100K .......... .......... .......... .......... .......... 55% 66.3M 3s
132150K .......... .......... .......... .......... .......... 55% 53.0M 3s
132200K .......... .......... .......... .......... .......... 55% 117M 3s
132250K .......... .......... .......... .......... .......... 55% 64.2M 3s
132300K .......... .......... .......... .......... .......... 55% 119M 3s
132350K .......... .......... .......... .......... .......... 55% 41.1M 3s
132400K .......... .......... .......... .......... .......... 55% 83.7M 3s
132450K .......... .......... .......... .......... .......... 55% 35.7M 3s
132500K .......... .......... .......... .......... .......... 55% 111M 3s
132550K .......... .......... .......... .......... .......... 55% 88.2M 3s
132600K .......... .......... .......... .......... .......... 56% 54.8M 3s
132650K .......... .......... .......... .......... .......... 56% 66.9M 3s
132700K .......... .......... .......... .......... .......... 56% 86.1M 3s
132750K .......... .......... .......... .......... .......... 56% 113M 3s
132800K .......... .......... .......... .......... .......... 56% 51.6M 3s
132850K .......... .......... .......... .......... .......... 56% 10.5M 3s
132900K .......... .......... .......... .......... .......... 56% 18.5M 3s
132950K .......... .......... .......... .......... .......... 56% 170M 3s
133000K .......... .......... .......... .......... .......... 56% 71.2M 3s
133050K .......... .......... .......... .......... .......... 56% 48.0M 3s
133100K .......... .......... .......... .......... .......... 56% 59.1M 3s
133150K .......... .......... .......... .......... .......... 56% 40.3M 3s
133200K .......... .......... .......... .......... .......... 56% 128M 3s
133250K .......... .......... .......... .......... .......... 56% 48.2M 3s
133300K .......... .......... .......... .......... .......... 56% 147M 3s
133350K .......... .......... .......... .......... .......... 56% 25.1M 3s
133400K .......... .......... .......... .......... .......... 56% 55.0M 3s
133450K .......... .......... .......... .......... .......... 56% 165M 3s
133500K .......... .......... .......... .......... .......... 56% 51.1M 3s
133550K .......... .......... .......... .......... .......... 56% 49.2M 3s
133600K .......... .......... .......... .......... .......... 56% 43.1M 3s
133650K .......... .......... .......... .......... .......... 56% 61.3M 3s
133700K .......... .......... .......... .......... .......... 56% 60.1M 3s
133750K .......... .......... .......... .......... .......... 56% 14.0M 3s
133800K .......... .......... .......... .......... .......... 56% 89.9M 3s
133850K .......... .......... .......... .......... .......... 56% 63.5M 3s
133900K .......... .......... .......... .......... .......... 56% 83.4M 3s
133950K .......... .......... .......... .......... .......... 56% 51.4M 3s
134000K .......... .......... .......... .......... .......... 56% 47.7M 3s
134050K .......... .......... .......... .......... .......... 56% 66.5M 3s
134100K .......... .......... .......... .......... .......... 56% 35.8M 3s
134150K .......... .......... .......... .......... .......... 56% 101M 3s
134200K .......... .......... .......... .......... .......... 56% 26.9M 3s
134250K .......... .......... .......... .......... .......... 56% 47.1M 3s
134300K .......... .......... .......... .......... .......... 56% 69.5M 3s
134350K .......... .......... .......... .......... .......... 56% 55.3M 3s
134400K .......... .......... .......... .......... .......... 56% 60.1M 3s
134450K .......... .......... .......... .......... .......... 56% 50.0M 3s
134500K .......... .......... .......... .......... .......... 56% 68.6M 3s
134550K .......... .......... .......... .......... .......... 56% 51.0M 3s
134600K .......... .......... .......... .......... .......... 56% 53.8M 3s
134650K .......... .......... .......... .......... .......... 56% 76.5M 3s
134700K .......... .......... .......... .......... .......... 56% 8.18M 3s
134750K .......... .......... .......... .......... .......... 56% 53.7M 3s
134800K .......... .......... .......... .......... .......... 56% 19.0M 3s
134850K .......... .......... .......... .......... .......... 56% 3.93M 3s
134900K .......... .......... .......... .......... .......... 56% 226M 3s
134950K .......... .......... .......... .......... .......... 57% 301M 3s
135000K .......... .......... .......... .......... .......... 57% 205M 3s
135050K .......... .......... .......... .......... .......... 57% 295M 3s
135100K .......... .......... .......... .......... .......... 57% 65.6M 3s
135150K .......... .......... .......... .......... .......... 57% 11.9M 3s
135200K .......... .......... .......... .......... .......... 57% 95.0M 3s
135250K .......... .......... .......... .......... .......... 57% 130M 3s
135300K .......... .......... .......... .......... .......... 57% 83.8M 3s
135350K .......... .......... .......... .......... .......... 57% 54.4M 3s
135400K .......... .......... .......... .......... .......... 57% 10.8M 3s
135450K .......... .......... .......... .......... .......... 57% 48.1M 3s
135500K .......... .......... .......... .......... .......... 57% 52.2M 3s
135550K .......... .......... .......... .......... .......... 57% 54.0M 3s
135600K .......... .......... .......... .......... .......... 57% 26.4M 3s
135650K .......... .......... .......... .......... .......... 57% 62.0M 3s
135700K .......... .......... .......... .......... .......... 57% 65.8M 3s
135750K .......... .......... .......... .......... .......... 57% 56.3M 3s
135800K .......... .......... .......... .......... .......... 57% 58.4M 3s
135850K .......... .......... .......... .......... .......... 57% 48.1M 3s
135900K .......... .......... .......... .......... .......... 57% 246M 3s
135950K .......... .......... .......... .......... .......... 57% 146M 3s
136000K .......... .......... .......... .......... .......... 57% 111M 3s
136050K .......... .......... .......... .......... .......... 57% 43.8M 3s
136100K .......... .......... .......... .......... .......... 57% 5.56M 3s
136150K .......... .......... .......... .......... .......... 57% 274M 3s
136200K .......... .......... .......... .......... .......... 57% 260M 3s
136250K .......... .......... .......... .......... .......... 57% 237M 3s
136300K .......... .......... .......... .......... .......... 57% 203M 3s
136350K .......... .......... .......... .......... .......... 57% 7.54M 3s
136400K .......... .......... .......... .......... .......... 57% 71.9M 3s
136450K .......... .......... .......... .......... .......... 57% 67.9M 3s
136500K .......... .......... .......... .......... .......... 57% 66.5M 3s
136550K .......... .......... .......... .......... .......... 57% 21.1M 3s
136600K .......... .......... .......... .......... .......... 57% 32.6M 3s
136650K .......... .......... .......... .......... .......... 57% 17.5M 3s
136700K .......... .......... .......... .......... .......... 57% 54.4M 3s
136750K .......... .......... .......... .......... .......... 57% 60.9M 3s
136800K .......... .......... .......... .......... .......... 57% 62.0M 3s
136850K .......... .......... .......... .......... .......... 57% 39.7M 3s
136900K .......... .......... .......... .......... .......... 57% 54.0M 3s
136950K .......... .......... .......... .......... .......... 57% 53.3M 3s
137000K .......... .......... .......... .......... .......... 57% 51.4M 3s
137050K .......... .......... .......... .......... .......... 57% 67.6M 3s
137100K .......... .......... .......... .......... .......... 57% 26.0M 3s
137150K .......... .......... .......... .......... .......... 57% 69.8M 3s
137200K .......... .......... .......... .......... .......... 57% 82.6M 3s
137250K .......... .......... .......... .......... .......... 57% 70.4M 3s
137300K .......... .......... .......... .......... .......... 57% 43.2M 3s
137350K .......... .......... .......... .......... .......... 58% 67.5M 3s
137400K .......... .......... .......... .......... .......... 58% 71.6M 3s
137450K .......... .......... .......... .......... .......... 58% 64.4M 3s
137500K .......... .......... .......... .......... .......... 58% 53.9M 3s
137550K .......... .......... .......... .......... .......... 58% 66.5M 3s
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137650K .......... .......... .......... .......... .......... 58% 53.9M 3s
137700K .......... .......... .......... .......... .......... 58% 65.6M 3s
137750K .......... .......... .......... .......... .......... 58% 69.6M 3s
137800K .......... .......... .......... .......... .......... 58% 68.5M 3s
137850K .......... .......... .......... .......... .......... 58% 65.3M 3s
137900K .......... .......... .......... .......... .......... 58% 55.4M 3s
137950K .......... .......... .......... .......... .......... 58% 62.1M 3s
138000K .......... .......... .......... .......... .......... 58% 60.8M 3s
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138100K .......... .......... .......... .......... .......... 58% 49.4M 3s
138150K .......... .......... .......... .......... .......... 58% 61.0M 3s
138200K .......... .......... .......... .......... .......... 58% 64.2M 3s
138250K .......... .......... .......... .......... .......... 58% 64.6M 3s
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138350K .......... .......... .......... .......... .......... 58% 37.1M 3s
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138800K .......... .......... .......... .......... .......... 58% 49.4M 3s
138850K .......... .......... .......... .......... .......... 58% 21.4M 3s
138900K .......... .......... .......... .......... .......... 58% 19.0M 3s
138950K .......... .......... .......... .......... .......... 58% 4.53M 3s
139000K .......... .......... .......... .......... .......... 58% 45.4M 3s
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139100K .......... .......... .......... .......... .......... 58% 73.2M 3s
139150K .......... .......... .......... .......... .......... 58% 29.0M 3s
139200K .......... .......... .......... .......... .......... 58% 48.4M 3s
139250K .......... .......... .......... .......... .......... 58% 65.9M 3s
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140000K .......... .......... .......... .......... .......... 59% 64.0M 3s
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140100K .......... .......... .......... .......... .......... 59% 6.29M 3s
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140200K .......... .......... .......... .......... .......... 59% 72.2M 3s
140250K .......... .......... .......... .......... .......... 59% 92.0M 3s
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140900K .......... .......... .......... .......... .......... 59% 72.8M 3s
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141000K .......... .......... .......... .......... .......... 59% 6.79M 3s
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141200K .......... .......... .......... .......... .......... 59% 62.5M 3s
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141500K .......... .......... .......... .......... .......... 59% 74.6M 3s
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141600K .......... .......... .......... .......... .......... 59% 29.2M 3s
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141800K .......... .......... .......... .......... .......... 59% 69.2M 3s
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141900K .......... .......... .......... .......... .......... 59% 78.3M 3s
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142150K .......... .......... .......... .......... .......... 60% 75.0M 3s
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142250K .......... .......... .......... .......... .......... 60% 63.8M 3s
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142500K .......... .......... .......... .......... .......... 60% 341M 3s
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143000K .......... .......... .......... .......... .......... 60% 106M 3s
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143150K .......... .......... .......... .......... .......... 60% 264M 3s
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143900K .......... .......... .......... .......... .......... 60% 76.7M 3s
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146100K .......... .......... .......... .......... .......... 61% 76.0M 3s
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146250K .......... .......... .......... .......... .......... 61% 78.2M 3s
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146750K .......... .......... .......... .......... .......... 61% 96.7M 3s
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146850K .......... .......... .......... .......... .......... 62% 27.9M 3s
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147000K .......... .......... .......... .......... .......... 62% 24.1M 3s
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147150K .......... .......... .......... .......... .......... 62% 66.9M 3s
147200K .......... .......... .......... .......... .......... 62% 58.3M 3s
147250K .......... .......... .......... .......... .......... 62% 69.5M 3s
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147400K .......... .......... .......... .......... .......... 62% 63.3M 3s
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147700K .......... .......... .......... .......... .......... 62% 73.5M 3s
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147800K .......... .......... .......... .......... .......... 62% 15.1M 3s
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147900K .......... .......... .......... .......... .......... 62% 71.6M 3s
147950K .......... .......... .......... .......... .......... 62% 67.9M 3s
148000K .......... .......... .......... .......... .......... 62% 72.0M 3s
148050K .......... .......... .......... .......... .......... 62% 11.1M 3s
148100K .......... .......... .......... .......... .......... 62% 18.3M 3s
148150K .......... .......... .......... .......... .......... 62% 17.5M 3s
148200K .......... .......... .......... .......... .......... 62% 54.2M 3s
148250K .......... .......... .......... .......... .......... 62% 47.3M 3s
148300K .......... .......... .......... .......... .......... 62% 61.4M 3s
148350K .......... .......... .......... .......... .......... 62% 51.4M 3s
148400K .......... .......... .......... .......... .......... 62% 53.0M 3s
148450K .......... .......... .......... .......... .......... 62% 23.1M 3s
148500K .......... .......... .......... .......... .......... 62% 69.8M 3s
148550K .......... .......... .......... .......... .......... 62% 65.6M 3s
148600K .......... .......... .......... .......... .......... 62% 7.20M 3s
148650K .......... .......... .......... .......... .......... 62% 50.3M 3s
148700K .......... .......... .......... .......... .......... 62% 49.4M 3s
148750K .......... .......... .......... .......... .......... 62% 49.1M 3s
148800K .......... .......... .......... .......... .......... 62% 16.9M 3s
148850K .......... .......... .......... .......... .......... 62% 62.4M 3s
148900K .......... .......... .......... .......... .......... 62% 69.9M 3s
148950K .......... .......... .......... .......... .......... 62% 66.4M 3s
149000K .......... .......... .......... .......... .......... 62% 6.30M 3s
149050K .......... .......... .......... .......... .......... 62% 66.2M 3s
149100K .......... .......... .......... .......... .......... 62% 77.5M 3s
149150K .......... .......... .......... .......... .......... 63% 72.7M 3s
149200K .......... .......... .......... .......... .......... 63% 65.3M 3s
149250K .......... .......... .......... .......... .......... 63% 80.2M 3s
149300K .......... .......... .......... .......... .......... 63% 6.70M 3s
149350K .......... .......... .......... .......... .......... 63% 272M 3s
149400K .......... .......... .......... .......... .......... 63% 299M 3s
149450K .......... .......... .......... .......... .......... 63% 270M 3s
149500K .......... .......... .......... .......... .......... 63% 309M 3s
149550K .......... .......... .......... .......... .......... 63% 309M 3s
149600K .......... .......... .......... .......... .......... 63% 126M 3s
149650K .......... .......... .......... .......... .......... 63% 54.6M 3s
149700K .......... .......... .......... .......... .......... 63% 39.7M 3s
149750K .......... .......... .......... .......... .......... 63% 115M 3s
149800K .......... .......... .......... .......... .......... 63% 5.29M 3s
149850K .......... .......... .......... .......... .......... 63% 60.7M 3s
149900K .......... .......... .......... .......... .......... 63% 53.0M 3s
149950K .......... .......... .......... .......... .......... 63% 45.0M 3s
150000K .......... .......... .......... .......... .......... 63% 92.2M 3s
150050K .......... .......... .......... .......... .......... 63% 58.3M 3s
150100K .......... .......... .......... .......... .......... 63% 28.6M 3s
150150K .......... .......... .......... .......... .......... 63% 212M 3s
150200K .......... .......... .......... .......... .......... 63% 312M 3s
150250K .......... .......... .......... .......... .......... 63% 129M 3s
150300K .......... .......... .......... .......... .......... 63% 84.8M 3s
150350K .......... .......... .......... .......... .......... 63% 122M 3s
150400K .......... .......... .......... .......... .......... 63% 64.6M 3s
150450K .......... .......... .......... .......... .......... 63% 82.6M 3s
150500K .......... .......... .......... .......... .......... 63% 79.5M 3s
150550K .......... .......... .......... .......... .......... 63% 41.4M 3s
150600K .......... .......... .......... .......... .......... 63% 58.1M 3s
150650K .......... .......... .......... .......... .......... 63% 123M 3s
150700K .......... .......... .......... .......... .......... 63% 93.4M 3s
150750K .......... .......... .......... .......... .......... 63% 51.8M 3s
150800K .......... .......... .......... .......... .......... 63% 131M 3s
150850K .......... .......... .......... .......... .......... 63% 61.0M 3s
150900K .......... .......... .......... .......... .......... 63% 44.3M 3s
150950K .......... .......... .......... .......... .......... 63% 142M 3s
151000K .......... .......... .......... .......... .......... 63% 72.3M 3s
151050K .......... .......... .......... .......... .......... 63% 57.8M 3s
151100K .......... .......... .......... .......... .......... 63% 53.4M 3s
151150K .......... .......... .......... .......... .......... 63% 32.7M 3s
151200K .......... .......... .......... .......... .......... 63% 105M 3s
151250K .......... .......... .......... .......... .......... 63% 69.1M 3s
151300K .......... .......... .......... .......... .......... 63% 84.0M 3s
151350K .......... .......... .......... .......... .......... 63% 59.0M 3s
151400K .......... .......... .......... .......... .......... 63% 86.3M 3s
151450K .......... .......... .......... .......... .......... 63% 105M 3s
151500K .......... .......... .......... .......... .......... 63% 51.2M 3s
151550K .......... .......... .......... .......... .......... 64% 85.7M 3s
151600K .......... .......... .......... .......... .......... 64% 17.6M 3s
151650K .......... .......... .......... .......... .......... 64% 208M 3s
151700K .......... .......... .......... .......... .......... 64% 67.5M 3s
151750K .......... .......... .......... .......... .......... 64% 24.4M 3s
151800K .......... .......... .......... .......... .......... 64% 110M 3s
151850K .......... .......... .......... .......... .......... 64% 47.7M 3s
151900K .......... .......... .......... .......... .......... 64% 44.4M 3s
151950K .......... .......... .......... .......... .......... 64% 48.0M 3s
152000K .......... .......... .......... .......... .......... 64% 65.4M 3s
152050K .......... .......... .......... .......... .......... 64% 60.9M 3s
152100K .......... .......... .......... .......... .......... 64% 28.3M 3s
152150K .......... .......... .......... .......... .......... 64% 11.0M 3s
152200K .......... .......... .......... .......... .......... 64% 33.0M 3s
152250K .......... .......... .......... .......... .......... 64% 22.5M 3s
152300K .......... .......... .......... .......... .......... 64% 85.6M 3s
152350K .......... .......... .......... .......... .......... 64% 75.9M 3s
152400K .......... .......... .......... .......... .......... 64% 47.1M 3s
152450K .......... .......... .......... .......... .......... 64% 62.4M 3s
152500K .......... .......... .......... .......... .......... 64% 14.2M 3s
152550K .......... .......... .......... .......... .......... 64% 137M 3s
152600K .......... .......... .......... .......... .......... 64% 75.6M 3s
152650K .......... .......... .......... .......... .......... 64% 3.52M 3s
152700K .......... .......... .......... .......... .......... 64% 233M 3s
152750K .......... .......... .......... .......... .......... 64% 211M 3s
152800K .......... .......... .......... .......... .......... 64% 202M 3s
152850K .......... .......... .......... .......... .......... 64% 268M 3s
152900K .......... .......... .......... .......... .......... 64% 297M 3s
152950K .......... .......... .......... .......... .......... 64% 254M 3s
153000K .......... .......... .......... .......... .......... 64% 316M 3s
153050K .......... .......... .......... .......... .......... 64% 7.27M 3s
153100K .......... .......... .......... .......... .......... 64% 8.37M 3s
153150K .......... .......... .......... .......... .......... 64% 145M 3s
153200K .......... .......... .......... .......... .......... 64% 55.4M 3s
153250K .......... .......... .......... .......... .......... 64% 140M 3s
153300K .......... .......... .......... .......... .......... 64% 94.6M 3s
153350K .......... .......... .......... .......... .......... 64% 20.5M 3s
153400K .......... .......... .......... .......... .......... 64% 51.9M 3s
153450K .......... .......... .......... .......... .......... 64% 75.6M 3s
153500K .......... .......... .......... .......... .......... 64% 106M 3s
153550K .......... .......... .......... .......... .......... 64% 92.5M 3s
153600K .......... .......... .......... .......... .......... 64% 89.1M 3s
153650K .......... .......... .......... .......... .......... 64% 42.3M 3s
153700K .......... .......... .......... .......... .......... 64% 78.9M 3s
153750K .......... .......... .......... .......... .......... 64% 86.3M 3s
153800K .......... .......... .......... .......... .......... 64% 45.3M 3s
153850K .......... .......... .......... .......... .......... 64% 7.49M 3s
153900K .......... .......... .......... .......... .......... 65% 65.7M 3s
153950K .......... .......... .......... .......... .......... 65% 48.5M 3s
154000K .......... .......... .......... .......... .......... 65% 81.5M 3s
154050K .......... .......... .......... .......... .......... 65% 46.4M 3s
154100K .......... .......... .......... .......... .......... 65% 19.2M 3s
154150K .......... .......... .......... .......... .......... 65% 66.4M 3s
154200K .......... .......... .......... .......... .......... 65% 157M 3s
154250K .......... .......... .......... .......... .......... 65% 52.1M 3s
154300K .......... .......... .......... .......... .......... 65% 83.9M 3s
154350K .......... .......... .......... .......... .......... 65% 57.2M 3s
154400K .......... .......... .......... .......... .......... 65% 54.3M 3s
154450K .......... .......... .......... .......... .......... 65% 66.2M 3s
154500K .......... .......... .......... .......... .......... 65% 60.8M 3s
154550K .......... .......... .......... .......... .......... 65% 53.9M 3s
154600K .......... .......... .......... .......... .......... 65% 50.3M 3s
154650K .......... .......... .......... .......... .......... 65% 49.1M 3s
154700K .......... .......... .......... .......... .......... 65% 38.2M 3s
154750K .......... .......... .......... .......... .......... 65% 50.0M 3s
154800K .......... .......... .......... .......... .......... 65% 53.2M 3s
154850K .......... .......... .......... .......... .......... 65% 50.3M 3s
154900K .......... .......... .......... .......... .......... 65% 52.7M 3s
154950K .......... .......... .......... .......... .......... 65% 65.5M 3s
155000K .......... .......... .......... .......... .......... 65% 63.6M 3s
155050K .......... .......... .......... .......... .......... 65% 50.9M 3s
155100K .......... .......... .......... .......... .......... 65% 55.7M 3s
155150K .......... .......... .......... .......... .......... 65% 62.6M 3s
155200K .......... .......... .......... .......... .......... 65% 73.9M 3s
155250K .......... .......... .......... .......... .......... 65% 78.9M 3s
155300K .......... .......... .......... .......... .......... 65% 65.4M 3s
155350K .......... .......... .......... .......... .......... 65% 88.0M 3s
155400K .......... .......... .......... .......... .......... 65% 94.7M 3s
155450K .......... .......... .......... .......... .......... 65% 85.9M 3s
155500K .......... .......... .......... .......... .......... 65% 35.3M 3s
155550K .......... .......... .......... .......... .......... 65% 3.61M 3s
155600K .......... .......... .......... .......... .......... 65% 68.4M 3s
155650K .......... .......... .......... .......... .......... 65% 59.0M 3s
155700K .......... .......... .......... .......... .......... 65% 61.0M 3s
155750K .......... .......... .......... .......... .......... 65% 60.4M 3s
155800K .......... .......... .......... .......... .......... 65% 5.20M 3s
155850K .......... .......... .......... .......... .......... 65% 2.89M 3s
155900K .......... .......... .......... .......... .......... 65% 13.5M 3s
155950K .......... .......... .......... .......... .......... 65% 11.4M 3s
156000K .......... .......... .......... .......... .......... 65% 60.4M 3s
156050K .......... .......... .......... .......... .......... 65% 19.5M 3s
156100K .......... .......... .......... .......... .......... 65% 42.0M 3s
156150K .......... .......... .......... .......... .......... 65% 59.4M 3s
156200K .......... .......... .......... .......... .......... 65% 49.8M 3s
156250K .......... .......... .......... .......... .......... 66% 56.0M 3s
156300K .......... .......... .......... .......... .......... 66% 9.17M 3s
156350K .......... .......... .......... .......... .......... 66% 56.0M 3s
156400K .......... .......... .......... .......... .......... 66% 35.1M 3s
156450K .......... .......... .......... .......... .......... 66% 15.3M 3s
156500K .......... .......... .......... .......... .......... 66% 23.9M 3s
156550K .......... .......... .......... .......... .......... 66% 63.7M 3s
156600K .......... .......... .......... .......... .......... 66% 62.1M 3s
156650K .......... .......... .......... .......... .......... 66% 4.77M 3s
156700K .......... .......... .......... .......... .......... 66% 69.1M 3s
156750K .......... .......... .......... .......... .......... 66% 59.0M 3s
156800K .......... .......... .......... .......... .......... 66% 61.3M 3s
156850K .......... .......... .......... .......... .......... 66% 39.9M 3s
156900K .......... .......... .......... .......... .......... 66% 53.7M 3s
156950K .......... .......... .......... .......... .......... 66% 60.2M 3s
157000K .......... .......... .......... .......... .......... 66% 64.5M 3s
157050K .......... .......... .......... .......... .......... 66% 72.3M 3s
157100K .......... .......... .......... .......... .......... 66% 38.5M 3s
157150K .......... .......... .......... .......... .......... 66% 24.0M 3s
157200K .......... .......... .......... .......... .......... 66% 12.6M 3s
157250K .......... .......... .......... .......... .......... 66% 57.2M 3s
157300K .......... .......... .......... .......... .......... 66% 9.98M 3s
157350K .......... .......... .......... .......... .......... 66% 70.7M 3s
157400K .......... .......... .......... .......... .......... 66% 68.8M 3s
157450K .......... .......... .......... .......... .......... 66% 78.9M 3s
157500K .......... .......... .......... .......... .......... 66% 63.6M 3s
157550K .......... .......... .......... .......... .......... 66% 13.1M 3s
157600K .......... .......... .......... .......... .......... 66% 67.3M 3s
157650K .......... .......... .......... .......... .......... 66% 77.8M 3s
157700K .......... .......... .......... .......... .......... 66% 72.9M 3s
157750K .......... .......... .......... .......... .......... 66% 58.2M 3s
157800K .......... .......... .......... .......... .......... 66% 16.9M 3s
157850K .......... .......... .......... .......... .......... 66% 79.3M 3s
157900K .......... .......... .......... .......... .......... 66% 9.17M 3s
157950K .......... .......... .......... .......... .......... 66% 76.0M 3s
158000K .......... .......... .......... .......... .......... 66% 74.6M 3s
158050K .......... .......... .......... .......... .......... 66% 74.5M 3s
158100K .......... .......... .......... .......... .......... 66% 6.61M 3s
158150K .......... .......... .......... .......... .......... 66% 17.9M 3s
158200K .......... .......... .......... .......... .......... 66% 70.8M 3s
158250K .......... .......... .......... .......... .......... 66% 19.2M 3s
158300K .......... .......... .......... .......... .......... 66% 30.1M 3s
158350K .......... .......... .......... .......... .......... 66% 62.3M 3s
158400K .......... .......... .......... .......... .......... 66% 53.6M 3s
158450K .......... .......... .......... .......... .......... 66% 5.64M 3s
158500K .......... .......... .......... .......... .......... 66% 47.7M 3s
158550K .......... .......... .......... .......... .......... 66% 18.1M 3s
158600K .......... .......... .......... .......... .......... 66% 21.3M 3s
158650K .......... .......... .......... .......... .......... 67% 13.8M 3s
158700K .......... .......... .......... .......... .......... 67% 23.9M 3s
158750K .......... .......... .......... .......... .......... 67% 14.6M 3s
158800K .......... .......... .......... .......... .......... 67% 73.7M 3s
158850K .......... .......... .......... .......... .......... 67% 76.5M 3s
158900K .......... .......... .......... .......... .......... 67% 67.4M 3s
158950K .......... .......... .......... .......... .......... 67% 78.1M 3s
159000K .......... .......... .......... .......... .......... 67% 71.6M 3s
159050K .......... .......... .......... .......... .......... 67% 8.44M 3s
159100K .......... .......... .......... .......... .......... 67% 64.0M 3s
159150K .......... .......... .......... .......... .......... 67% 75.1M 3s
159200K .......... .......... .......... .......... .......... 67% 75.8M 3s
159250K .......... .......... .......... .......... .......... 67% 74.9M 3s
159300K .......... .......... .......... .......... .......... 67% 67.3M 3s
159350K .......... .......... .......... .......... .......... 67% 75.1M 3s
159400K .......... .......... .......... .......... .......... 67% 78.5M 3s
159450K .......... .......... .......... .......... .......... 67% 76.6M 3s
159500K .......... .......... .......... .......... .......... 67% 65.8M 3s
159550K .......... .......... .......... .......... .......... 67% 74.0M 3s
159600K .......... .......... .......... .......... .......... 67% 76.5M 2s
159650K .......... .......... .......... .......... .......... 67% 77.9M 2s
159700K .......... .......... .......... .......... .......... 67% 58.6M 2s
159750K .......... .......... .......... .......... .......... 67% 16.9M 2s
159800K .......... .......... .......... .......... .......... 67% 64.5M 2s
159850K .......... .......... .......... .......... .......... 67% 56.2M 2s
159900K .......... .......... .......... .......... .......... 67% 50.7M 2s
159950K .......... .......... .......... .......... .......... 67% 31.4M 2s
160000K .......... .......... .......... .......... .......... 67% 59.2M 2s
160050K .......... .......... .......... .......... .......... 67% 31.6M 2s
160100K .......... .......... .......... .......... .......... 67% 26.2M 2s
160150K .......... .......... .......... .......... .......... 67% 74.2M 2s
160200K .......... .......... .......... .......... .......... 67% 17.9M 2s
160250K .......... .......... .......... .......... .......... 67% 68.0M 2s
160300K .......... .......... .......... .......... .......... 67% 66.1M 2s
160350K .......... .......... .......... .......... .......... 67% 77.6M 2s
160400K .......... .......... .......... .......... .......... 67% 80.4M 2s
160450K .......... .......... .......... .......... .......... 67% 74.8M 2s
160500K .......... .......... .......... .......... .......... 67% 16.0M 2s
160550K .......... .......... .......... .......... .......... 67% 63.9M 2s
160600K .......... .......... .......... .......... .......... 67% 73.7M 2s
160650K .......... .......... .......... .......... .......... 67% 74.7M 2s
160700K .......... .......... .......... .......... .......... 67% 64.5M 2s
160750K .......... .......... .......... .......... .......... 67% 82.0M 2s
160800K .......... .......... .......... .......... .......... 67% 36.1M 2s
160850K .......... .......... .......... .......... .......... 67% 78.0M 2s
160900K .......... .......... .......... .......... .......... 67% 34.7M 2s
160950K .......... .......... .......... .......... .......... 67% 77.9M 2s
161000K .......... .......... .......... .......... .......... 68% 34.5M 2s
161050K .......... .......... .......... .......... .......... 68% 65.5M 2s
161100K .......... .......... .......... .......... .......... 68% 31.8M 2s
161150K .......... .......... .......... .......... .......... 68% 30.2M 2s
161200K .......... .......... .......... .......... .......... 68% 64.5M 2s
161250K .......... .......... .......... .......... .......... 68% 35.2M 2s
161300K .......... .......... .......... .......... .......... 68% 24.6M 2s
161350K .......... .......... .......... .......... .......... 68% 79.2M 2s
161400K .......... .......... .......... .......... .......... 68% 80.2M 2s
161450K .......... .......... .......... .......... .......... 68% 75.9M 2s
161500K .......... .......... .......... .......... .......... 68% 20.2M 2s
161550K .......... .......... .......... .......... .......... 68% 63.2M 2s
161600K .......... .......... .......... .......... .......... 68% 71.5M 2s
161650K .......... .......... .......... .......... .......... 68% 72.5M 2s
161700K .......... .......... .......... .......... .......... 68% 27.5M 2s
161750K .......... .......... .......... .......... .......... 68% 76.7M 2s
161800K .......... .......... .......... .......... .......... 68% 81.7M 2s
161850K .......... .......... .......... .......... .......... 68% 18.9M 2s
161900K .......... .......... .......... .......... .......... 68% 6.40M 2s
161950K .......... .......... .......... .......... .......... 68% 57.9M 2s
162000K .......... .......... .......... .......... .......... 68% 65.0M 2s
162050K .......... .......... .......... .......... .......... 68% 60.2M 2s
162100K .......... .......... .......... .......... .......... 68% 64.1M 2s
162150K .......... .......... .......... .......... .......... 68% 77.6M 2s
162200K .......... .......... .......... .......... .......... 68% 72.4M 2s
162250K .......... .......... .......... .......... .......... 68% 76.2M 2s
162300K .......... .......... .......... .......... .......... 68% 64.7M 2s
162350K .......... .......... .......... .......... .......... 68% 69.0M 2s
162400K .......... .......... .......... .......... .......... 68% 74.8M 2s
162450K .......... .......... .......... .......... .......... 68% 67.7M 2s
162500K .......... .......... .......... .......... .......... 68% 54.5M 2s
162550K .......... .......... .......... .......... .......... 68% 54.6M 2s
162600K .......... .......... .......... .......... .......... 68% 57.5M 2s
162650K .......... .......... .......... .......... .......... 68% 61.9M 2s
162700K .......... .......... .......... .......... .......... 68% 14.9M 2s
162750K .......... .......... .......... .......... .......... 68% 12.0M 2s
162800K .......... .......... .......... .......... .......... 68% 68.5M 2s
162850K .......... .......... .......... .......... .......... 68% 55.2M 2s
162900K .......... .......... .......... .......... .......... 68% 55.5M 2s
162950K .......... .......... .......... .......... .......... 68% 75.2M 2s
163000K .......... .......... .......... .......... .......... 68% 65.3M 2s
163050K .......... .......... .......... .......... .......... 68% 63.0M 2s
163100K .......... .......... .......... .......... .......... 68% 70.9M 2s
163150K .......... .......... .......... .......... .......... 68% 74.5M 2s
163200K .......... .......... .......... .......... .......... 68% 13.9M 2s
163250K .......... .......... .......... .......... .......... 68% 49.5M 2s
163300K .......... .......... .......... .......... .......... 68% 71.6M 2s
163350K .......... .......... .......... .......... .......... 68% 17.6M 2s
163400K .......... .......... .......... .......... .......... 69% 49.4M 2s
163450K .......... .......... .......... .......... .......... 69% 5.05M 2s
163500K .......... .......... .......... .......... .......... 69% 220M 2s
163550K .......... .......... .......... .......... .......... 69% 202M 2s
163600K .......... .......... .......... .......... .......... 69% 290M 2s
163650K .......... .......... .......... .......... .......... 69% 235M 2s
163700K .......... .......... .......... .......... .......... 69% 278M 2s
163750K .......... .......... .......... .......... .......... 69% 12.6M 2s
163800K .......... .......... .......... .......... .......... 69% 53.2M 2s
163850K .......... .......... .......... .......... .......... 69% 63.5M 2s
163900K .......... .......... .......... .......... .......... 69% 53.4M 2s
163950K .......... .......... .......... .......... .......... 69% 59.6M 2s
164000K .......... .......... .......... .......... .......... 69% 47.1M 2s
164050K .......... .......... .......... .......... .......... 69% 68.6M 2s
164100K .......... .......... .......... .......... .......... 69% 47.1M 2s
164150K .......... .......... .......... .......... .......... 69% 6.68M 2s
164200K .......... .......... .......... .......... .......... 69% 39.1M 2s
164250K .......... .......... .......... .......... .......... 69% 57.2M 2s
164300K .......... .......... .......... .......... .......... 69% 55.0M 2s
164350K .......... .......... .......... .......... .......... 69% 60.2M 2s
164400K .......... .......... .......... .......... .......... 69% 67.6M 2s
164450K .......... .......... .......... .......... .......... 69% 76.1M 2s
164500K .......... .......... .......... .......... .......... 69% 64.9M 2s
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164600K .......... .......... .......... .......... .......... 69% 74.6M 2s
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164700K .......... .......... .......... .......... .......... 69% 65.0M 2s
164750K .......... .......... .......... .......... .......... 69% 68.0M 2s
164800K .......... .......... .......... .......... .......... 69% 49.4M 2s
164850K .......... .......... .......... .......... .......... 69% 54.1M 2s
164900K .......... .......... .......... .......... .......... 69% 49.4M 2s
164950K .......... .......... .......... .......... .......... 69% 23.9M 2s
165000K .......... .......... .......... .......... .......... 69% 47.1M 2s
165050K .......... .......... .......... .......... .......... 69% 6.83M 2s
165100K .......... .......... .......... .......... .......... 69% 39.6M 2s
165150K .......... .......... .......... .......... .......... 69% 59.7M 2s
165200K .......... .......... .......... .......... .......... 69% 71.2M 2s
165250K .......... .......... .......... .......... .......... 69% 73.9M 2s
165300K .......... .......... .......... .......... .......... 69% 67.4M 2s
165350K .......... .......... .......... .......... .......... 69% 75.1M 2s
165400K .......... .......... .......... .......... .......... 69% 74.8M 2s
165450K .......... .......... .......... .......... .......... 69% 78.8M 2s
165500K .......... .......... .......... .......... .......... 69% 6.04M 2s
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165700K .......... .......... .......... .......... .......... 69% 39.1M 2s
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165900K .......... .......... .......... .......... .......... 70% 62.1M 2s
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166000K .......... .......... .......... .......... .......... 70% 63.9M 2s
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166100K .......... .......... .......... .......... .......... 70% 53.6M 2s
166150K .......... .......... .......... .......... .......... 70% 65.3M 2s
166200K .......... .......... .......... .......... .......... 70% 66.8M 2s
166250K .......... .......... .......... .......... .......... 70% 68.8M 2s
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166350K .......... .......... .......... .......... .......... 70% 6.68M 2s
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166450K .......... .......... .......... .......... .......... 70% 67.0M 2s
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166750K .......... .......... .......... .......... .......... 70% 63.2M 2s
166800K .......... .......... .......... .......... .......... 70% 58.5M 2s
166850K .......... .......... .......... .......... .......... 70% 65.0M 2s
166900K .......... .......... .......... .......... .......... 70% 63.5M 2s
166950K .......... .......... .......... .......... .......... 70% 79.0M 2s
167000K .......... .......... .......... .......... .......... 70% 73.7M 2s
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167100K .......... .......... .......... .......... .......... 70% 67.0M 2s
167150K .......... .......... .......... .......... .......... 70% 72.5M 2s
167200K .......... .......... .......... .......... .......... 70% 35.5M 2s
167250K .......... .......... .......... .......... .......... 70% 69.4M 2s
167300K .......... .......... .......... .......... .......... 70% 9.08M 2s
167350K .......... .......... .......... .......... .......... 70% 59.7M 2s
167400K .......... .......... .......... .......... .......... 70% 65.1M 2s
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167500K .......... .......... .......... .......... .......... 70% 57.7M 2s
167550K .......... .......... .......... .......... .......... 70% 67.1M 2s
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167850K .......... .......... .......... .......... .......... 70% 79.1M 2s
167900K .......... .......... .......... .......... .......... 70% 66.0M 2s
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168000K .......... .......... .......... .......... .......... 70% 79.7M 2s
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168100K .......... .......... .......... .......... .......... 71% 66.1M 2s
168150K .......... .......... .......... .......... .......... 71% 6.03M 2s
168200K .......... .......... .......... .......... .......... 71% 63.6M 2s
168250K .......... .......... .......... .......... .......... 71% 69.2M 2s
168300K .......... .......... .......... .......... .......... 71% 74.9M 2s
168350K .......... .......... .......... .......... .......... 71% 67.4M 2s
168400K .......... .......... .......... .......... .......... 71% 80.2M 2s
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168700K .......... .......... .......... .......... .......... 71% 65.6M 2s
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168800K .......... .......... .......... .......... .......... 71% 25.4M 2s
168850K .......... .......... .......... .......... .......... 71% 240M 2s
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169000K .......... .......... .......... .......... .......... 71% 253M 2s
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169100K .......... .......... .......... .......... .......... 71% 259M 2s
169150K .......... .......... .......... .......... .......... 71% 201M 2s
169200K .......... .......... .......... .......... .......... 71% 239M 2s
169250K .......... .......... .......... .......... .......... 71% 280M 2s
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169350K .......... .......... .......... .......... .......... 71% 11.0M 2s
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170000K .......... .......... .......... .......... .......... 71% 228M 2s
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170200K .......... .......... .......... .......... .......... 71% 95.7M 2s
170250K .......... .......... .......... .......... .......... 71% 53.8M 2s
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171500K .......... .......... .......... .......... .......... 72% 208M 2s
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172150K .......... .......... .......... .......... .......... 72% 75.1M 2s
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172250K .......... .......... .......... .......... .......... 72% 33.6M 2s
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173000K .......... .......... .......... .......... .......... 73% 3.78M 2s
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173100K .......... .......... .......... .......... .......... 73% 82.5M 2s
173150K .......... .......... .......... .......... .......... 73% 89.5M 2s
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173250K .......... .......... .......... .......... .......... 73% 69.3M 2s
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177250K .......... .......... .......... .......... .......... 74% 45.7M 2s
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177600K .......... .......... .......... .......... .......... 75% 7.78M 2s
177650K .......... .......... .......... .......... .......... 75% 80.7M 2s
177700K .......... .......... .......... .......... .......... 75% 76.4M 2s
177750K .......... .......... .......... .......... .......... 75% 62.3M 2s
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177850K .......... .......... .......... .......... .......... 75% 62.1M 2s
177900K .......... .......... .......... .......... .......... 75% 70.0M 2s
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178000K .......... .......... .......... .......... .......... 75% 4.71M 2s
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178100K .......... .......... .......... .......... .......... 75% 25.2M 2s
178150K .......... .......... .......... .......... .......... 75% 51.2M 2s
178200K .......... .......... .......... .......... .......... 75% 6.59M 2s
178250K .......... .......... .......... .......... .......... 75% 72.8M 2s
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178350K .......... .......... .......... .......... .......... 75% 78.3M 2s
178400K .......... .......... .......... .......... .......... 75% 77.2M 2s
178450K .......... .......... .......... .......... .......... 75% 55.2M 2s
178500K .......... .......... .......... .......... .......... 75% 50.9M 2s
178550K .......... .......... .......... .......... .......... 75% 51.4M 2s
178600K .......... .......... .......... .......... .......... 75% 58.9M 2s
178650K .......... .......... .......... .......... .......... 75% 7.52M 2s
178700K .......... .......... .......... .......... .......... 75% 59.1M 2s
178750K .......... .......... .......... .......... .......... 75% 50.9M 2s
178800K .......... .......... .......... .......... .......... 75% 60.8M 2s
178850K .......... .......... .......... .......... .......... 75% 57.6M 2s
178900K .......... .......... .......... .......... .......... 75% 56.1M 2s
178950K .......... .......... .......... .......... .......... 75% 58.2M 2s
179000K .......... .......... .......... .......... .......... 75% 3.81M 2s
179050K .......... .......... .......... .......... .......... 75% 49.5M 2s
179100K .......... .......... .......... .......... .......... 75% 56.4M 2s
179150K .......... .......... .......... .......... .......... 75% 52.9M 2s
179200K .......... .......... .......... .......... .......... 75% 5.93M 2s
179250K .......... .......... .......... .......... .......... 75% 237M 2s
179300K .......... .......... .......... .......... .......... 75% 308M 2s
179350K .......... .......... .......... .......... .......... 75% 142M 2s
179400K .......... .......... .......... .......... .......... 75% 305M 2s
179450K .......... .......... .......... .......... .......... 75% 296M 2s
179500K .......... .......... .......... .......... .......... 75% 327M 2s
179550K .......... .......... .......... .......... .......... 75% 271M 2s
179600K .......... .......... .......... .......... .......... 75% 316M 2s
179650K .......... .......... .......... .......... .......... 75% 317M 2s
179700K .......... .......... .......... .......... .......... 75% 305M 2s
179750K .......... .......... .......... .......... .......... 75% 226M 2s
179800K .......... .......... .......... .......... .......... 75% 265M 2s
179850K .......... .......... .......... .......... .......... 75% 76.7M 2s
179900K .......... .......... .......... .......... .......... 75% 285M 2s
179950K .......... .......... .......... .......... .......... 76% 228M 2s
180000K .......... .......... .......... .......... .......... 76% 268M 2s
180050K .......... .......... .......... .......... .......... 76% 257M 2s
180100K .......... .......... .......... .......... .......... 76% 239M 2s
180150K .......... .......... .......... .......... .......... 76% 214M 2s
180200K .......... .......... .......... .......... .......... 76% 223M 2s
180250K .......... .......... .......... .......... .......... 76% 249M 2s
180300K .......... .......... .......... .......... .......... 76% 262M 2s
180350K .......... .......... .......... .......... .......... 76% 212M 2s
180400K .......... .......... .......... .......... .......... 76% 226M 2s
180450K .......... .......... .......... .......... .......... 76% 249M 2s
180500K .......... .......... .......... .......... .......... 76% 260M 2s
180550K .......... .......... .......... .......... .......... 76% 227M 2s
180600K .......... .......... .......... .......... .......... 76% 173M 2s
180650K .......... .......... .......... .......... .......... 76% 225M 2s
180700K .......... .......... .......... .......... .......... 76% 256M 2s
180750K .......... .......... .......... .......... .......... 76% 220M 2s
180800K .......... .......... .......... .......... .......... 76% 259M 2s
180850K .......... .......... .......... .......... .......... 76% 13.9M 2s
180900K .......... .......... .......... .......... .......... 76% 255M 2s
180950K .......... .......... .......... .......... .......... 76% 5.72M 2s
181000K .......... .......... .......... .......... .......... 76% 241M 2s
181050K .......... .......... .......... .......... .......... 76% 221M 2s
181100K .......... .......... .......... .......... .......... 76% 260M 2s
181150K .......... .......... .......... .......... .......... 76% 240M 2s
181200K .......... .......... .......... .......... .......... 76% 174M 2s
181250K .......... .......... .......... .......... .......... 76% 197M 2s
181300K .......... .......... .......... .......... .......... 76% 230M 2s
181350K .......... .......... .......... .......... .......... 76% 238M 2s
181400K .......... .......... .......... .......... .......... 76% 225M 2s
181450K .......... .......... .......... .......... .......... 76% 7.67M 2s
181500K .......... .......... .......... .......... .......... 76% 302M 2s
181550K .......... .......... .......... .......... .......... 76% 272M 2s
181600K .......... .......... .......... .......... .......... 76% 6.57M 2s
181650K .......... .......... .......... .......... .......... 76% 177M 2s
181700K .......... .......... .......... .......... .......... 76% 3.09M 2s
181750K .......... .......... .......... .......... .......... 76% 199M 2s
181800K .......... .......... .......... .......... .......... 76% 252M 2s
181850K .......... .......... .......... .......... .......... 76% 256M 2s
181900K .......... .......... .......... .......... .......... 76% 206M 2s
181950K .......... .......... .......... .......... .......... 76% 239M 2s
182000K .......... .......... .......... .......... .......... 76% 263M 2s
182050K .......... .......... .......... .......... .......... 76% 254M 2s
182100K .......... .......... .......... .......... .......... 76% 66.4M 2s
182150K .......... .......... .......... .......... .......... 76% 258M 2s
182200K .......... .......... .......... .......... .......... 76% 255M 2s
182250K .......... .......... .......... .......... .......... 76% 236M 2s
182300K .......... .......... .......... .......... .......... 77% 212M 2s
182350K .......... .......... .......... .......... .......... 77% 12.2M 2s
182400K .......... .......... .......... .......... .......... 77% 49.3M 2s
182450K .......... .......... .......... .......... .......... 77% 138M 2s
182500K .......... .......... .......... .......... .......... 77% 7.35M 2s
182550K .......... .......... .......... .......... .......... 77% 219M 2s
182600K .......... .......... .......... .......... .......... 77% 260M 2s
182650K .......... .......... .......... .......... .......... 77% 247M 2s
182700K .......... .......... .......... .......... .......... 77% 228M 2s
182750K .......... .......... .......... .......... .......... 77% 7.86M 2s
182800K .......... .......... .......... .......... .......... 77% 221M 2s
182850K .......... .......... .......... .......... .......... 77% 201M 2s
182900K .......... .......... .......... .......... .......... 77% 249M 2s
182950K .......... .......... .......... .......... .......... 77% 186M 2s
183000K .......... .......... .......... .......... .......... 77% 146M 2s
183050K .......... .......... .......... .......... .......... 77% 127M 2s
183100K .......... .......... .......... .......... .......... 77% 3.77M 2s
183150K .......... .......... .......... .......... .......... 77% 123M 2s
183200K .......... .......... .......... .......... .......... 77% 75.6M 2s
183250K .......... .......... .......... .......... .......... 77% 94.5M 2s
183300K .......... .......... .......... .......... .......... 77% 41.3M 2s
183350K .......... .......... .......... .......... .......... 77% 104M 2s
183400K .......... .......... .......... .......... .......... 77% 98.8M 2s
183450K .......... .......... .......... .......... .......... 77% 91.2M 2s
183500K .......... .......... .......... .......... .......... 77% 69.9M 2s
183550K .......... .......... .......... .......... .......... 77% 58.7M 2s
183600K .......... .......... .......... .......... .......... 77% 9.37M 2s
183650K .......... .......... .......... .......... .......... 77% 5.05M 2s
183700K .......... .......... .......... .......... .......... 77% 78.3M 2s
183750K .......... .......... .......... .......... .......... 77% 71.7M 2s
183800K .......... .......... .......... .......... .......... 77% 103M 2s
183850K .......... .......... .......... .......... .......... 77% 103M 2s
183900K .......... .......... .......... .......... .......... 77% 66.6M 2s
183950K .......... .......... .......... .......... .......... 77% 93.0M 2s
184000K .......... .......... .......... .......... .......... 77% 114M 2s
184050K .......... .......... .......... .......... .......... 77% 61.7M 2s
184100K .......... .......... .......... .......... .......... 77% 160M 2s
184150K .......... .......... .......... .......... .......... 77% 91.5M 2s
184200K .......... .......... .......... .......... .......... 77% 84.4M 2s
184250K .......... .......... .......... .......... .......... 77% 118M 2s
184300K .......... .......... .......... .......... .......... 77% 97.4M 2s
184350K .......... .......... .......... .......... .......... 77% 64.0M 2s
184400K .......... .......... .......... .......... .......... 77% 98.2M 2s
184450K .......... .......... .......... .......... .......... 77% 75.1M 2s
184500K .......... .......... .......... .......... .......... 77% 79.2M 2s
184550K .......... .......... .......... .......... .......... 77% 117M 2s
184600K .......... .......... .......... .......... .......... 77% 12.9M 2s
184650K .......... .......... .......... .......... .......... 77% 152M 2s
184700K .......... .......... .......... .......... .......... 78% 58.1M 2s
184750K .......... .......... .......... .......... .......... 78% 189M 2s
184800K .......... .......... .......... .......... .......... 78% 208M 2s
184850K .......... .......... .......... .......... .......... 78% 164M 2s
184900K .......... .......... .......... .......... .......... 78% 196M 2s
184950K .......... .......... .......... .......... .......... 78% 148M 2s
185000K .......... .......... .......... .......... .......... 78% 137M 2s
185050K .......... .......... .......... .......... .......... 78% 129M 2s
185100K .......... .......... .......... .......... .......... 78% 118M 2s
185150K .......... .......... .......... .......... .......... 78% 123M 2s
185200K .......... .......... .......... .......... .......... 78% 242M 2s
185250K .......... .......... .......... .......... .......... 78% 154M 2s
185300K .......... .......... .......... .......... .......... 78% 107M 2s
185350K .......... .......... .......... .......... .......... 78% 105M 2s
185400K .......... .......... .......... .......... .......... 78% 7.32M 2s
185450K .......... .......... .......... .......... .......... 78% 209M 2s
185500K .......... .......... .......... .......... .......... 78% 186M 2s
185550K .......... .......... .......... .......... .......... 78% 213M 2s
185600K .......... .......... .......... .......... .......... 78% 263M 2s
185650K .......... .......... .......... .......... .......... 78% 252M 2s
185700K .......... .......... .......... .......... .......... 78% 298M 2s
185750K .......... .......... .......... .......... .......... 78% 216M 2s
185800K .......... .......... .......... .......... .......... 78% 2.53M 2s
185850K .......... .......... .......... .......... .......... 78% 93.1M 2s
185900K .......... .......... .......... .......... .......... 78% 62.0M 2s
185950K .......... .......... .......... .......... .......... 78% 84.6M 2s
186000K .......... .......... .......... .......... .......... 78% 72.0M 2s
186050K .......... .......... .......... .......... .......... 78% 90.2M 2s
186100K .......... .......... .......... .......... .......... 78% 93.4M 2s
186150K .......... .......... .......... .......... .......... 78% 50.5M 2s
186200K .......... .......... .......... .......... .......... 78% 53.8M 2s
186250K .......... .......... .......... .......... .......... 78% 57.3M 2s
186300K .......... .......... .......... .......... .......... 78% 60.8M 2s
186350K .......... .......... .......... .......... .......... 78% 46.6M 2s
186400K .......... .......... .......... .......... .......... 78% 52.3M 2s
186450K .......... .......... .......... .......... .......... 78% 63.4M 2s
186500K .......... .......... .......... .......... .......... 78% 65.6M 2s
186550K .......... .......... .......... .......... .......... 78% 33.8M 2s
186600K .......... .......... .......... .......... .......... 78% 7.35M 2s
186650K .......... .......... .......... .......... .......... 78% 198M 2s
186700K .......... .......... .......... .......... .......... 78% 187M 2s
186750K .......... .......... .......... .......... .......... 78% 173M 2s
186800K .......... .......... .......... .......... .......... 78% 173M 2s
186850K .......... .......... .......... .......... .......... 78% 189M 2s
186900K .......... .......... .......... .......... .......... 78% 210M 2s
186950K .......... .......... .......... .......... .......... 78% 169M 2s
187000K .......... .......... .......... .......... .......... 78% 169M 2s
187050K .......... .......... .......... .......... .......... 79% 248M 2s
187100K .......... .......... .......... .......... .......... 79% 244M 2s
187150K .......... .......... .......... .......... .......... 79% 5.04M 2s
187200K .......... .......... .......... .......... .......... 79% 53.0M 2s
187250K .......... .......... .......... .......... .......... 79% 49.1M 2s
187300K .......... .......... .......... .......... .......... 79% 65.5M 2s
187350K .......... .......... .......... .......... .......... 79% 67.5M 2s
187400K .......... .......... .......... .......... .......... 79% 56.1M 2s
187450K .......... .......... .......... .......... .......... 79% 59.3M 2s
187500K .......... .......... .......... .......... .......... 79% 79.9M 2s
187550K .......... .......... .......... .......... .......... 79% 43.2M 2s
187600K .......... .......... .......... .......... .......... 79% 188M 2s
187650K .......... .......... .......... .......... .......... 79% 10.1M 2s
187700K .......... .......... .......... .......... .......... 79% 5.16M 2s
187750K .......... .......... .......... .......... .......... 79% 123M 2s
187800K .......... .......... .......... .......... .......... 79% 60.2M 2s
187850K .......... .......... .......... .......... .......... 79% 63.1M 2s
187900K .......... .......... .......... .......... .......... 79% 78.3M 2s
187950K .......... .......... .......... .......... .......... 79% 46.9M 2s
188000K .......... .......... .......... .......... .......... 79% 47.9M 2s
188050K .......... .......... .......... .......... .......... 79% 253M 2s
188100K .......... .......... .......... .......... .......... 79% 52.3M 2s
188150K .......... .......... .......... .......... .......... 79% 57.1M 2s
188200K .......... .......... .......... .......... .......... 79% 64.0M 2s
188250K .......... .......... .......... .......... .......... 79% 124M 2s
188300K .......... .......... .......... .......... .......... 79% 7.01M 2s
188350K .......... .......... .......... .......... .......... 79% 48.1M 2s
188400K .......... .......... .......... .......... .......... 79% 57.5M 2s
188450K .......... .......... .......... .......... .......... 79% 51.5M 2s
188500K .......... .......... .......... .......... .......... 79% 46.4M 2s
188550K .......... .......... .......... .......... .......... 79% 45.6M 2s
188600K .......... .......... .......... .......... .......... 79% 62.3M 2s
188650K .......... .......... .......... .......... .......... 79% 42.3M 2s
188700K .......... .......... .......... .......... .......... 79% 57.5M 2s
188750K .......... .......... .......... .......... .......... 79% 60.0M 2s
188800K .......... .......... .......... .......... .......... 79% 69.6M 2s
188850K .......... .......... .......... .......... .......... 79% 65.3M 2s
188900K .......... .......... .......... .......... .......... 79% 4.43M 2s
188950K .......... .......... .......... .......... .......... 79% 31.4M 2s
189000K .......... .......... .......... .......... .......... 79% 72.0M 2s
189050K .......... .......... .......... .......... .......... 79% 63.0M 2s
189100K .......... .......... .......... .......... .......... 79% 77.7M 2s
189150K .......... .......... .......... .......... .......... 79% 76.1M 1s
189200K .......... .......... .......... .......... .......... 79% 58.3M 1s
189250K .......... .......... .......... .......... .......... 79% 55.3M 1s
189300K .......... .......... .......... .......... .......... 79% 21.7M 1s
189350K .......... .......... .......... .......... .......... 79% 73.3M 1s
189400K .......... .......... .......... .......... .......... 79% 9.62M 1s
189450K .......... .......... .......... .......... .......... 80% 12.3M 1s
189500K .......... .......... .......... .......... .......... 80% 48.3M 1s
189550K .......... .......... .......... .......... .......... 80% 7.06M 1s
189600K .......... .......... .......... .......... .......... 80% 69.1M 1s
189650K .......... .......... .......... .......... .......... 80% 66.3M 1s
189700K .......... .......... .......... .......... .......... 80% 10.3M 1s
189750K .......... .......... .......... .......... .......... 80% 15.7M 1s
189800K .......... .......... .......... .......... .......... 80% 71.2M 1s
189850K .......... .......... .......... .......... .......... 80% 12.6M 1s
189900K .......... .......... .......... .......... .......... 80% 10.7M 1s
189950K .......... .......... .......... .......... .......... 80% 56.8M 1s
190000K .......... .......... .......... .......... .......... 80% 17.1M 1s
190050K .......... .......... .......... .......... .......... 80% 9.52M 1s
190100K .......... .......... .......... .......... .......... 80% 70.7M 1s
190150K .......... .......... .......... .......... .......... 80% 15.7M 1s
190200K .......... .......... .......... .......... .......... 80% 67.1M 1s
190250K .......... .......... .......... .......... .......... 80% 52.6M 1s
190300K .......... .......... .......... .......... .......... 80% 75.4M 1s
190350K .......... .......... .......... .......... .......... 80% 70.8M 1s
190400K .......... .......... .......... .......... .......... 80% 76.3M 1s
190450K .......... .......... .......... .......... .......... 80% 69.5M 1s
190500K .......... .......... .......... .......... .......... 80% 66.6M 1s
190550K .......... .......... .......... .......... .......... 80% 55.5M 1s
190600K .......... .......... .......... .......... .......... 80% 71.1M 1s
190650K .......... .......... .......... .......... .......... 80% 54.7M 1s
190700K .......... .......... .......... .......... .......... 80% 58.8M 1s
190750K .......... .......... .......... .......... .......... 80% 57.9M 1s
190800K .......... .......... .......... .......... .......... 80% 53.8M 1s
190850K .......... .......... .......... .......... .......... 80% 53.2M 1s
190900K .......... .......... .......... .......... .......... 80% 54.5M 1s
190950K .......... .......... .......... .......... .......... 80% 57.7M 1s
191000K .......... .......... .......... .......... .......... 80% 75.3M 1s
191050K .......... .......... .......... .......... .......... 80% 61.8M 1s
191100K .......... .......... .......... .......... .......... 80% 57.4M 1s
191150K .......... .......... .......... .......... .......... 80% 59.7M 1s
191200K .......... .......... .......... .......... .......... 80% 81.1M 1s
191250K .......... .......... .......... .......... .......... 80% 67.5M 1s
191300K .......... .......... .......... .......... .......... 80% 81.3M 1s
191350K .......... .......... .......... .......... .......... 80% 78.5M 1s
191400K .......... .......... .......... .......... .......... 80% 73.7M 1s
191450K .......... .......... .......... .......... .......... 80% 47.8M 1s
191500K .......... .......... .......... .......... .......... 80% 70.8M 1s
191550K .......... .......... .......... .......... .......... 80% 61.1M 1s
191600K .......... .......... .......... .......... .......... 80% 70.0M 1s
191650K .......... .......... .......... .......... .......... 80% 67.2M 1s
191700K .......... .......... .......... .......... .......... 80% 63.6M 1s
191750K .......... .......... .......... .......... .......... 80% 72.5M 1s
191800K .......... .......... .......... .......... .......... 81% 61.6M 1s
191850K .......... .......... .......... .......... .......... 81% 53.9M 1s
191900K .......... .......... .......... .......... .......... 81% 66.3M 1s
191950K .......... .......... .......... .......... .......... 81% 69.7M 1s
192000K .......... .......... .......... .......... .......... 81% 60.3M 1s
192050K .......... .......... .......... .......... .......... 81% 63.1M 1s
192100K .......... .......... .......... .......... .......... 81% 72.6M 1s
192150K .......... .......... .......... .......... .......... 81% 74.5M 1s
192200K .......... .......... .......... .......... .......... 81% 55.1M 1s
192250K .......... .......... .......... .......... .......... 81% 54.3M 1s
192300K .......... .......... .......... .......... .......... 81% 75.2M 1s
192350K .......... .......... .......... .......... .......... 81% 72.6M 1s
192400K .......... .......... .......... .......... .......... 81% 79.5M 1s
192450K .......... .......... .......... .......... .......... 81% 68.5M 1s
192500K .......... .......... .......... .......... .......... 81% 75.0M 1s
192550K .......... .......... .......... .......... .......... 81% 79.0M 1s
192600K .......... .......... .......... .......... .......... 81% 74.8M 1s
192650K .......... .......... .......... .......... .......... 81% 72.1M 1s
192700K .......... .......... .......... .......... .......... 81% 72.4M 1s
192750K .......... .......... .......... .......... .......... 81% 74.9M 1s
192800K .......... .......... .......... .......... .......... 81% 79.0M 1s
192850K .......... .......... .......... .......... .......... 81% 65.0M 1s
192900K .......... .......... .......... .......... .......... 81% 77.7M 1s
192950K .......... .......... .......... .......... .......... 81% 30.4M 1s
193000K .......... .......... .......... .......... .......... 81% 12.5M 1s
193050K .......... .......... .......... .......... .......... 81% 65.8M 1s
193100K .......... .......... .......... .......... .......... 81% 46.5M 1s
193150K .......... .......... .......... .......... .......... 81% 32.0M 1s
193200K .......... .......... .......... .......... .......... 81% 37.7M 1s
193250K .......... .......... .......... .......... .......... 81% 60.4M 1s
193300K .......... .......... .......... .......... .......... 81% 54.1M 1s
193350K .......... .......... .......... .......... .......... 81% 76.8M 1s
193400K .......... .......... .......... .......... .......... 81% 66.2M 1s
193450K .......... .......... .......... .......... .......... 81% 18.8M 1s
193500K .......... .......... .......... .......... .......... 81% 51.2M 1s
193550K .......... .......... .......... .......... .......... 81% 74.0M 1s
193600K .......... .......... .......... .......... .......... 81% 73.3M 1s
193650K .......... .......... .......... .......... .......... 81% 60.8M 1s
193700K .......... .......... .......... .......... .......... 81% 3.92M 1s
193750K .......... .......... .......... .......... .......... 81% 47.9M 1s
193800K .......... .......... .......... .......... .......... 81% 62.2M 1s
193850K .......... .......... .......... .......... .......... 81% 75.3M 1s
193900K .......... .......... .......... .......... .......... 81% 64.5M 1s
193950K .......... .......... .......... .......... .......... 81% 61.2M 1s
194000K .......... .......... .......... .......... .......... 81% 4.88M 1s
194050K .......... .......... .......... .......... .......... 81% 48.3M 1s
194100K .......... .......... .......... .......... .......... 81% 7.27M 1s
194150K .......... .......... .......... .......... .......... 82% 62.9M 1s
194200K .......... .......... .......... .......... .......... 82% 75.9M 1s
194250K .......... .......... .......... .......... .......... 82% 55.5M 1s
194300K .......... .......... .......... .......... .......... 82% 15.0M 1s
194350K .......... .......... .......... .......... .......... 82% 11.6M 1s
194400K .......... .......... .......... .......... .......... 82% 18.4M 1s
194450K .......... .......... .......... .......... .......... 82% 8.60M 1s
194500K .......... .......... .......... .......... .......... 82% 24.3M 1s
194550K .......... .......... .......... .......... .......... 82% 54.8M 1s
194600K .......... .......... .......... .......... .......... 82% 8.50M 1s
194650K .......... .......... .......... .......... .......... 82% 36.2M 1s
194700K .......... .......... .......... .......... .......... 82% 44.6M 1s
194750K .......... .......... .......... .......... .......... 82% 56.3M 1s
194800K .......... .......... .......... .......... .......... 82% 55.1M 1s
194850K .......... .......... .......... .......... .......... 82% 47.3M 1s
194900K .......... .......... .......... .......... .......... 82% 52.2M 1s
194950K .......... .......... .......... .......... .......... 82% 60.8M 1s
195000K .......... .......... .......... .......... .......... 82% 6.71M 1s
195050K .......... .......... .......... .......... .......... 82% 60.0M 1s
195100K .......... .......... .......... .......... .......... 82% 69.8M 1s
195150K .......... .......... .......... .......... .......... 82% 74.0M 1s
195200K .......... .......... .......... .......... .......... 82% 77.1M 1s
195250K .......... .......... .......... .......... .......... 82% 67.5M 1s
195300K .......... .......... .......... .......... .......... 82% 65.8M 1s
195350K .......... .......... .......... .......... .......... 82% 69.5M 1s
195400K .......... .......... .......... .......... .......... 82% 46.5M 1s
195450K .......... .......... .......... .......... .......... 82% 44.8M 1s
195500K .......... .......... .......... .......... .......... 82% 49.7M 1s
195550K .......... .......... .......... .......... .......... 82% 4.54M 1s
195600K .......... .......... .......... .......... .......... 82% 42.7M 1s
195650K .......... .......... .......... .......... .......... 82% 58.2M 1s
195700K .......... .......... .......... .......... .......... 82% 77.4M 1s
195750K .......... .......... .......... .......... .......... 82% 42.5M 1s
195800K .......... .......... .......... .......... .......... 82% 6.39M 1s
195850K .......... .......... .......... .......... .......... 82% 58.0M 1s
195900K .......... .......... .......... .......... .......... 82% 71.1M 1s
195950K .......... .......... .......... .......... .......... 82% 73.4M 1s
196000K .......... .......... .......... .......... .......... 82% 72.1M 1s
196050K .......... .......... .......... .......... .......... 82% 55.3M 1s
196100K .......... .......... .......... .......... .......... 82% 63.6M 1s
196150K .......... .......... .......... .......... .......... 82% 77.8M 1s
196200K .......... .......... .......... .......... .......... 82% 61.0M 1s
196250K .......... .......... .......... .......... .......... 82% 62.3M 1s
196300K .......... .......... .......... .......... .......... 82% 80.5M 1s
196350K .......... .......... .......... .......... .......... 82% 74.8M 1s
196400K .......... .......... .......... .......... .......... 82% 38.3M 1s
196450K .......... .......... .......... .......... .......... 82% 57.6M 1s
196500K .......... .......... .......... .......... .......... 82% 62.8M 1s
196550K .......... .......... .......... .......... .......... 83% 74.1M 1s
196600K .......... .......... .......... .......... .......... 83% 78.1M 1s
196650K .......... .......... .......... .......... .......... 83% 25.3M 1s
196700K .......... .......... .......... .......... .......... 83% 70.4M 1s
196750K .......... .......... .......... .......... .......... 83% 74.1M 1s
196800K .......... .......... .......... .......... .......... 83% 55.3M 1s
196850K .......... .......... .......... .......... .......... 83% 65.6M 1s
196900K .......... .......... .......... .......... .......... 83% 71.0M 1s
196950K .......... .......... .......... .......... .......... 83% 74.0M 1s
197000K .......... .......... .......... .......... .......... 83% 60.8M 1s
197050K .......... .......... .......... .......... .......... 83% 46.6M 1s
197100K .......... .......... .......... .......... .......... 83% 70.2M 1s
197150K .......... .......... .......... .......... .......... 83% 6.50M 1s
197200K .......... .......... .......... .......... .......... 83% 67.3M 1s
197250K .......... .......... .......... .......... .......... 83% 61.3M 1s
197300K .......... .......... .......... .......... .......... 83% 74.1M 1s
197350K .......... .......... .......... .......... .......... 83% 75.8M 1s
197400K .......... .......... .......... .......... .......... 83% 73.8M 1s
197450K .......... .......... .......... .......... .......... 83% 65.9M 1s
197500K .......... .......... .......... .......... .......... 83% 70.3M 1s
197550K .......... .......... .......... .......... .......... 83% 68.4M 1s
197600K .......... .......... .......... .......... .......... 83% 70.9M 1s
197650K .......... .......... .......... .......... .......... 83% 65.8M 1s
197700K .......... .......... .......... .......... .......... 83% 72.1M 1s
197750K .......... .......... .......... .......... .......... 83% 47.9M 1s
197800K .......... .......... .......... .......... .......... 83% 48.1M 1s
197850K .......... .......... .......... .......... .......... 83% 51.0M 1s
197900K .......... .......... .......... .......... .......... 83% 59.7M 1s
197950K .......... .......... .......... .......... .......... 83% 59.4M 1s
198000K .......... .......... .......... .......... .......... 83% 69.7M 1s
198050K .......... .......... .......... .......... .......... 83% 67.6M 1s
198100K .......... .......... .......... .......... .......... 83% 76.4M 1s
198150K .......... .......... .......... .......... .......... 83% 70.8M 1s
198200K .......... .......... .......... .......... .......... 83% 75.0M 1s
198250K .......... .......... .......... .......... .......... 83% 64.1M 1s
198300K .......... .......... .......... .......... .......... 83% 54.4M 1s
198350K .......... .......... .......... .......... .......... 83% 65.6M 1s
198400K .......... .......... .......... .......... .......... 83% 69.4M 1s
198450K .......... .......... .......... .......... .......... 83% 27.3M 1s
198500K .......... .......... .......... .......... .......... 83% 66.7M 1s
198550K .......... .......... .......... .......... .......... 83% 68.9M 1s
198600K .......... .......... .......... .......... .......... 83% 76.7M 1s
198650K .......... .......... .......... .......... .......... 83% 66.2M 1s
198700K .......... .......... .......... .......... .......... 83% 76.4M 1s
198750K .......... .......... .......... .......... .......... 83% 31.5M 1s
198800K .......... .......... .......... .......... .......... 83% 21.0M 1s
198850K .......... .......... .......... .......... .......... 83% 245M 1s
198900K .......... .......... .......... .......... .......... 84% 6.19M 1s
198950K .......... .......... .......... .......... .......... 84% 268M 1s
199000K .......... .......... .......... .......... .......... 84% 240M 1s
199050K .......... .......... .......... .......... .......... 84% 217M 1s
199100K .......... .......... .......... .......... .......... 84% 221M 1s
199150K .......... .......... .......... .......... .......... 84% 243M 1s
199200K .......... .......... .......... .......... .......... 84% 260M 1s
199250K .......... .......... .......... .......... .......... 84% 216M 1s
199300K .......... .......... .......... .......... .......... 84% 14.3M 1s
199350K .......... .......... .......... .......... .......... 84% 8.45M 1s
199400K .......... .......... .......... .......... .......... 84% 158M 1s
199450K .......... .......... .......... .......... .......... 84% 224M 1s
199500K .......... .......... .......... .......... .......... 84% 239M 1s
199550K .......... .......... .......... .......... .......... 84% 87.5M 1s
199600K .......... .......... .......... .......... .......... 84% 129M 1s
199650K .......... .......... .......... .......... .......... 84% 45.6M 1s
199700K .......... .......... .......... .......... .......... 84% 47.5M 1s
199750K .......... .......... .......... .......... .......... 84% 65.1M 1s
199800K .......... .......... .......... .......... .......... 84% 6.58M 1s
199850K .......... .......... .......... .......... .......... 84% 51.5M 1s
199900K .......... .......... .......... .......... .......... 84% 42.2M 1s
199950K .......... .......... .......... .......... .......... 84% 63.9M 1s
200000K .......... .......... .......... .......... .......... 84% 48.4M 1s
200050K .......... .......... .......... .......... .......... 84% 82.5M 1s
200100K .......... .......... .......... .......... .......... 84% 7.47M 1s
200150K .......... .......... .......... .......... .......... 84% 11.4M 1s
200200K .......... .......... .......... .......... .......... 84% 101M 1s
200250K .......... .......... .......... .......... .......... 84% 82.6M 1s
200300K .......... .......... .......... .......... .......... 84% 78.7M 1s
200350K .......... .......... .......... .......... .......... 84% 47.4M 1s
200400K .......... .......... .......... .......... .......... 84% 79.4M 1s
200450K .......... .......... .......... .......... .......... 84% 63.9M 1s
200500K .......... .......... .......... .......... .......... 84% 40.0M 1s
200550K .......... .......... .......... .......... .......... 84% 56.0M 1s
200600K .......... .......... .......... .......... .......... 84% 152M 1s
200650K .......... .......... .......... .......... .......... 84% 85.1M 1s
200700K .......... .......... .......... .......... .......... 84% 78.8M 1s
200750K .......... .......... .......... .......... .......... 84% 11.4M 1s
200800K .......... .......... .......... .......... .......... 84% 56.7M 1s
200850K .......... .......... .......... .......... .......... 84% 123M 1s
200900K .......... .......... .......... .......... .......... 84% 66.5M 1s
200950K .......... .......... .......... .......... .......... 84% 109M 1s
201000K .......... .......... .......... .......... .......... 84% 61.5M 1s
201050K .......... .......... .......... .......... .......... 84% 50.5M 1s
201100K .......... .......... .......... .......... .......... 84% 180M 1s
201150K .......... .......... .......... .......... .......... 84% 109M 1s
201200K .......... .......... .......... .......... .......... 84% 67.0M 1s
201250K .......... .......... .......... .......... .......... 85% 69.4M 1s
201300K .......... .......... .......... .......... .......... 85% 10.0M 1s
201350K .......... .......... .......... .......... .......... 85% 78.0M 1s
201400K .......... .......... .......... .......... .......... 85% 57.7M 1s
201450K .......... .......... .......... .......... .......... 85% 6.11M 1s
201500K .......... .......... .......... .......... .......... 85% 75.8M 1s
201550K .......... .......... .......... .......... .......... 85% 71.4M 1s
201600K .......... .......... .......... .......... .......... 85% 79.6M 1s
201650K .......... .......... .......... .......... .......... 85% 117M 1s
201700K .......... .......... .......... .......... .......... 85% 82.9M 1s
201750K .......... .......... .......... .......... .......... 85% 53.3M 1s
201800K .......... .......... .......... .......... .......... 85% 105M 1s
201850K .......... .......... .......... .......... .......... 85% 63.5M 1s
201900K .......... .......... .......... .......... .......... 85% 57.6M 1s
201950K .......... .......... .......... .......... .......... 85% 104M 1s
202000K .......... .......... .......... .......... .......... 85% 25.6M 1s
202050K .......... .......... .......... .......... .......... 85% 99.3M 1s
202100K .......... .......... .......... .......... .......... 85% 56.8M 1s
202150K .......... .......... .......... .......... .......... 85% 79.3M 1s
202200K .......... .......... .......... .......... .......... 85% 104M 1s
202250K .......... .......... .......... .......... .......... 85% 126M 1s
202300K .......... .......... .......... .......... .......... 85% 95.9M 1s
202350K .......... .......... .......... .......... .......... 85% 8.30M 1s
202400K .......... .......... .......... .......... .......... 85% 172M 1s
202450K .......... .......... .......... .......... .......... 85% 153M 1s
202500K .......... .......... .......... .......... .......... 85% 109M 1s
202550K .......... .......... .......... .......... .......... 85% 206M 1s
202600K .......... .......... .......... .......... .......... 85% 176M 1s
202650K .......... .......... .......... .......... .......... 85% 97.8M 1s
202700K .......... .......... .......... .......... .......... 85% 191M 1s
202750K .......... .......... .......... .......... .......... 85% 225M 1s
202800K .......... .......... .......... .......... .......... 85% 159M 1s
202850K .......... .......... .......... .......... .......... 85% 129M 1s
202900K .......... .......... .......... .......... .......... 85% 94.3M 1s
202950K .......... .......... .......... .......... .......... 85% 65.4M 1s
203000K .......... .......... .......... .......... .......... 85% 7.58M 1s
203050K .......... .......... .......... .......... .......... 85% 16.7M 1s
203100K .......... .......... .......... .......... .......... 85% 81.7M 1s
203150K .......... .......... .......... .......... .......... 85% 120M 1s
203200K .......... .......... .......... .......... .......... 85% 88.9M 1s
203250K .......... .......... .......... .......... .......... 85% 68.6M 1s
203300K .......... .......... .......... .......... .......... 85% 50.8M 1s
203350K .......... .......... .......... .......... .......... 85% 191M 1s
203400K .......... .......... .......... .......... .......... 85% 7.57M 1s
203450K .......... .......... .......... .......... .......... 85% 168M 1s
203500K .......... .......... .......... .......... .......... 85% 158M 1s
203550K .......... .......... .......... .......... .......... 85% 232M 1s
203600K .......... .......... .......... .......... .......... 85% 155M 1s
203650K .......... .......... .......... .......... .......... 86% 55.8M 1s
203700K .......... .......... .......... .......... .......... 86% 170M 1s
203750K .......... .......... .......... .......... .......... 86% 7.10M 1s
203800K .......... .......... .......... .......... .......... 86% 70.5M 1s
203850K .......... .......... .......... .......... .......... 86% 73.5M 1s
203900K .......... .......... .......... .......... .......... 86% 60.7M 1s
203950K .......... .......... .......... .......... .......... 86% 60.1M 1s
204000K .......... .......... .......... .......... .......... 86% 11.2M 1s
204050K .......... .......... .......... .......... .......... 86% 284M 1s
204100K .......... .......... .......... .......... .......... 86% 279M 1s
204150K .......... .......... .......... .......... .......... 86% 288M 1s
204200K .......... .......... .......... .......... .......... 86% 5.51M 1s
204250K .......... .......... .......... .......... .......... 86% 205M 1s
204300K .......... .......... .......... .......... .......... 86% 118M 1s
204350K .......... .......... .......... .......... .......... 86% 59.4M 1s
204400K .......... .......... .......... .......... .......... 86% 126M 1s
204450K .......... .......... .......... .......... .......... 86% 13.8M 1s
204500K .......... .......... .......... .......... .......... 86% 124M 1s
204550K .......... .......... .......... .......... .......... 86% 235M 1s
204600K .......... .......... .......... .......... .......... 86% 130M 1s
204650K .......... .......... .......... .......... .......... 86% 183M 1s
204700K .......... .......... .......... .......... .......... 86% 238M 1s
204750K .......... .......... .......... .......... .......... 86% 14.7M 1s
204800K .......... .......... .......... .......... .......... 86% 67.5M 1s
204850K .......... .......... .......... .......... .......... 86% 65.3M 1s
204900K .......... .......... .......... .......... .......... 86% 46.2M 1s
204950K .......... .......... .......... .......... .......... 86% 62.0M 1s
205000K .......... .......... .......... .......... .......... 86% 155M 1s
205050K .......... .......... .......... .......... .......... 86% 64.0M 1s
205100K .......... .......... .......... .......... .......... 86% 40.7M 1s
205150K .......... .......... .......... .......... .......... 86% 81.2M 1s
205200K .......... .......... .......... .......... .......... 86% 85.9M 1s
205250K .......... .......... .......... .......... .......... 86% 89.2M 1s
205300K .......... .......... .......... .......... .......... 86% 78.2M 1s
205350K .......... .......... .......... .......... .......... 86% 11.2M 1s
205400K .......... .......... .......... .......... .......... 86% 64.8M 1s
205450K .......... .......... .......... .......... .......... 86% 74.9M 1s
205500K .......... .......... .......... .......... .......... 86% 6.23M 1s
205550K .......... .......... .......... .......... .......... 86% 70.4M 1s
205600K .......... .......... .......... .......... .......... 86% 83.5M 1s
205650K .......... .......... .......... .......... .......... 86% 51.3M 1s
205700K .......... .......... .......... .......... .......... 86% 85.8M 1s
205750K .......... .......... .......... .......... .......... 86% 58.3M 1s
205800K .......... .......... .......... .......... .......... 86% 59.3M 1s
205850K .......... .......... .......... .......... .......... 86% 66.8M 1s
205900K .......... .......... .......... .......... .......... 86% 56.4M 1s
205950K .......... .......... .......... .......... .......... 86% 63.3M 1s
206000K .......... .......... .......... .......... .......... 87% 73.7M 1s
206050K .......... .......... .......... .......... .......... 87% 71.7M 1s
206100K .......... .......... .......... .......... .......... 87% 51.2M 1s
206150K .......... .......... .......... .......... .......... 87% 70.6M 1s
206200K .......... .......... .......... .......... .......... 87% 64.2M 1s
206250K .......... .......... .......... .......... .......... 87% 57.7M 1s
206300K .......... .......... .......... .......... .......... 87% 68.9M 1s
206350K .......... .......... .......... .......... .......... 87% 60.1M 1s
206400K .......... .......... .......... .......... .......... 87% 12.3M 1s
206450K .......... .......... .......... .......... .......... 87% 65.1M 1s
206500K .......... .......... .......... .......... .......... 87% 48.3M 1s
206550K .......... .......... .......... .......... .......... 87% 60.5M 1s
206600K .......... .......... .......... .......... .......... 87% 71.9M 1s
206650K .......... .......... .......... .......... .......... 87% 60.8M 1s
206700K .......... .......... .......... .......... .......... 87% 62.8M 1s
206750K .......... .......... .......... .......... .......... 87% 63.1M 1s
206800K .......... .......... .......... .......... .......... 87% 65.9M 1s
206850K .......... .......... .......... .......... .......... 87% 58.8M 1s
206900K .......... .......... .......... .......... .......... 87% 41.3M 1s
206950K .......... .......... .......... .......... .......... 87% 75.8M 1s
207000K .......... .......... .......... .......... .......... 87% 23.0M 1s
207050K .......... .......... .......... .......... .......... 87% 66.5M 1s
207100K .......... .......... .......... .......... .......... 87% 29.6M 1s
207150K .......... .......... .......... .......... .......... 87% 32.3M 1s
207200K .......... .......... .......... .......... .......... 87% 48.9M 1s
207250K .......... .......... .......... .......... .......... 87% 66.7M 1s
207300K .......... .......... .......... .......... .......... 87% 50.5M 1s
207350K .......... .......... .......... .......... .......... 87% 63.2M 1s
207400K .......... .......... .......... .......... .......... 87% 71.1M 1s
207450K .......... .......... .......... .......... .......... 87% 68.4M 1s
207500K .......... .......... .......... .......... .......... 87% 10.8M 1s
207550K .......... .......... .......... .......... .......... 87% 50.1M 1s
207600K .......... .......... .......... .......... .......... 87% 55.2M 1s
207650K .......... .......... .......... .......... .......... 87% 66.0M 1s
207700K .......... .......... .......... .......... .......... 87% 8.07M 1s
207750K .......... .......... .......... .......... .......... 87% 62.9M 1s
207800K .......... .......... .......... .......... .......... 87% 55.8M 1s
207850K .......... .......... .......... .......... .......... 87% 61.1M 1s
207900K .......... .......... .......... .......... .......... 87% 70.6M 1s
207950K .......... .......... .......... .......... .......... 87% 66.2M 1s
208000K .......... .......... .......... .......... .......... 87% 61.1M 1s
208050K .......... .......... .......... .......... .......... 87% 4.05M 1s
208100K .......... .......... .......... .......... .......... 87% 20.2M 1s
208150K .......... .......... .......... .......... .......... 87% 57.6M 1s
208200K .......... .......... .......... .......... .......... 87% 68.4M 1s
208250K .......... .......... .......... .......... .......... 87% 77.8M 1s
208300K .......... .......... .......... .......... .......... 87% 73.9M 1s
208350K .......... .......... .......... .......... .......... 88% 58.8M 1s
208400K .......... .......... .......... .......... .......... 88% 68.5M 1s
208450K .......... .......... .......... .......... .......... 88% 71.2M 1s
208500K .......... .......... .......... .......... .......... 88% 69.1M 1s
208550K .......... .......... .......... .......... .......... 88% 36.1M 1s
208600K .......... .......... .......... .......... .......... 88% 71.4M 1s
208650K .......... .......... .......... .......... .......... 88% 67.8M 1s
208700K .......... .......... .......... .......... .......... 88% 70.8M 1s
208750K .......... .......... .......... .......... .......... 88% 62.7M 1s
208800K .......... .......... .......... .......... .......... 88% 70.6M 1s
208850K .......... .......... .......... .......... .......... 88% 68.5M 1s
208900K .......... .......... .......... .......... .......... 88% 75.2M 1s
208950K .......... .......... .......... .......... .......... 88% 62.3M 1s
209000K .......... .......... .......... .......... .......... 88% 63.0M 1s
209050K .......... .......... .......... .......... .......... 88% 36.7M 1s
209100K .......... .......... .......... .......... .......... 88% 71.9M 1s
209150K .......... .......... .......... .......... .......... 88% 61.7M 1s
209200K .......... .......... .......... .......... .......... 88% 67.4M 1s
209250K .......... .......... .......... .......... .......... 88% 73.4M 1s
209300K .......... .......... .......... .......... .......... 88% 76.3M 1s
209350K .......... .......... .......... .......... .......... 88% 74.8M 1s
209400K .......... .......... .......... .......... .......... 88% 17.5M 1s
209450K .......... .......... .......... .......... .......... 88% 61.5M 1s
209500K .......... .......... .......... .......... .......... 88% 58.1M 1s
209550K .......... .......... .......... .......... .......... 88% 9.98M 1s
209600K .......... .......... .......... .......... .......... 88% 30.4M 1s
209650K .......... .......... .......... .......... .......... 88% 33.9M 1s
209700K .......... .......... .......... .......... .......... 88% 67.3M 1s
209750K .......... .......... .......... .......... .......... 88% 67.4M 1s
209800K .......... .......... .......... .......... .......... 88% 69.3M 1s
209850K .......... .......... .......... .......... .......... 88% 55.3M 1s
209900K .......... .......... .......... .......... .......... 88% 63.7M 1s
209950K .......... .......... .......... .......... .......... 88% 51.9M 1s
210000K .......... .......... .......... .......... .......... 88% 61.9M 1s
210050K .......... .......... .......... .......... .......... 88% 37.8M 1s
210100K .......... .......... .......... .......... .......... 88% 65.3M 1s
210150K .......... .......... .......... .......... .......... 88% 66.4M 1s
210200K .......... .......... .......... .......... .......... 88% 45.4M 1s
210250K .......... .......... .......... .......... .......... 88% 68.3M 1s
210300K .......... .......... .......... .......... .......... 88% 63.6M 1s
210350K .......... .......... .......... .......... .......... 88% 12.1M 1s
210400K .......... .......... .......... .......... .......... 88% 47.2M 1s
210450K .......... .......... .......... .......... .......... 88% 66.2M 1s
210500K .......... .......... .......... .......... .......... 88% 68.0M 1s
210550K .......... .......... .......... .......... .......... 88% 71.6M 1s
210600K .......... .......... .......... .......... .......... 88% 36.8M 1s
210650K .......... .......... .......... .......... .......... 88% 71.3M 1s
210700K .......... .......... .......... .......... .......... 88% 65.5M 1s
210750K .......... .......... .......... .......... .......... 89% 74.3M 1s
210800K .......... .......... .......... .......... .......... 89% 57.4M 1s
210850K .......... .......... .......... .......... .......... 89% 67.5M 1s
210900K .......... .......... .......... .......... .......... 89% 79.6M 1s
210950K .......... .......... .......... .......... .......... 89% 22.2M 1s
211000K .......... .......... .......... .......... .......... 89% 73.1M 1s
211050K .......... .......... .......... .......... .......... 89% 75.3M 1s
211100K .......... .......... .......... .......... .......... 89% 41.3M 1s
211150K .......... .......... .......... .......... .......... 89% 69.4M 1s
211200K .......... .......... .......... .......... .......... 89% 32.6M 1s
211250K .......... .......... .......... .......... .......... 89% 20.1M 1s
211300K .......... .......... .......... .......... .......... 89% 69.2M 1s
211350K .......... .......... .......... .......... .......... 89% 64.3M 1s
211400K .......... .......... .......... .......... .......... 89% 75.4M 1s
211450K .......... .......... .......... .......... .......... 89% 78.1M 1s
211500K .......... .......... .......... .......... .......... 89% 74.5M 1s
211550K .......... .......... .......... .......... .......... 89% 18.9M 1s
211600K .......... .......... .......... .......... .......... 89% 33.4M 1s
211650K .......... .......... .......... .......... .......... 89% 6.62M 1s
211700K .......... .......... .......... .......... .......... 89% 67.4M 1s
211750K .......... .......... .......... .......... .......... 89% 41.2M 1s
211800K .......... .......... .......... .......... .......... 89% 64.4M 1s
211850K .......... .......... .......... .......... .......... 89% 64.4M 1s
211900K .......... .......... .......... .......... .......... 89% 65.3M 1s
211950K .......... .......... .......... .......... .......... 89% 58.0M 1s
212000K .......... .......... .......... .......... .......... 89% 19.9M 1s
212050K .......... .......... .......... .......... .......... 89% 66.7M 1s
212100K .......... .......... .......... .......... .......... 89% 80.2M 1s
212150K .......... .......... .......... .......... .......... 89% 6.49M 1s
212200K .......... .......... .......... .......... .......... 89% 13.1M 1s
212250K .......... .......... .......... .......... .......... 89% 4.70M 1s
212300K .......... .......... .......... .......... .......... 89% 46.7M 1s
212350K .......... .......... .......... .......... .......... 89% 59.4M 1s
212400K .......... .......... .......... .......... .......... 89% 205M 1s
212450K .......... .......... .......... .......... .......... 89% 245M 1s
212500K .......... .......... .......... .......... .......... 89% 182M 1s
212550K .......... .......... .......... .......... .......... 89% 215M 1s
212600K .......... .......... .......... .......... .......... 89% 258M 1s
212650K .......... .......... .......... .......... .......... 89% 214M 1s
212700K .......... .......... .......... .......... .......... 89% 195M 1s
212750K .......... .......... .......... .......... .......... 89% 264M 1s
212800K .......... .......... .......... .......... .......... 89% 255M 1s
212850K .......... .......... .......... .......... .......... 89% 63.0M 1s
212900K .......... .......... .......... .......... .......... 89% 224M 1s
212950K .......... .......... .......... .......... .......... 89% 256M 1s
213000K .......... .......... .......... .......... .......... 89% 327M 1s
213050K .......... .......... .......... .......... .......... 89% 255M 1s
213100K .......... .......... .......... .......... .......... 90% 203M 1s
213150K .......... .......... .......... .......... .......... 90% 308M 1s
213200K .......... .......... .......... .......... .......... 90% 52.9M 1s
213250K .......... .......... .......... .......... .......... 90% 275M 1s
213300K .......... .......... .......... .......... .......... 90% 17.5M 1s
213350K .......... .......... .......... .......... .......... 90% 72.7M 1s
213400K .......... .......... .......... .......... .......... 90% 60.1M 1s
213450K .......... .......... .......... .......... .......... 90% 72.4M 1s
213500K .......... .......... .......... .......... .......... 90% 39.8M 1s
213550K .......... .......... .......... .......... .......... 90% 10.3M 1s
213600K .......... .......... .......... .......... .......... 90% 56.5M 1s
213650K .......... .......... .......... .......... .......... 90% 66.5M 1s
213700K .......... .......... .......... .......... .......... 90% 65.7M 1s
213750K .......... .......... .......... .......... .......... 90% 32.8M 1s
213800K .......... .......... .......... .......... .......... 90% 62.2M 1s
213850K .......... .......... .......... .......... .......... 90% 60.8M 1s
213900K .......... .......... .......... .......... .......... 90% 56.1M 1s
213950K .......... .......... .......... .......... .......... 90% 45.6M 1s
214000K .......... .......... .......... .......... .......... 90% 54.8M 1s
214050K .......... .......... .......... .......... .......... 90% 45.7M 1s
214100K .......... .......... .......... .......... .......... 90% 63.2M 1s
214150K .......... .......... .......... .......... .......... 90% 5.52M 1s
214200K .......... .......... .......... .......... .......... 90% 4.65M 1s
214250K .......... .......... .......... .......... .......... 90% 9.27M 1s
214300K .......... .......... .......... .......... .......... 90% 67.1M 1s
214350K .......... .......... .......... .......... .......... 90% 64.2M 1s
214400K .......... .......... .......... .......... .......... 90% 71.2M 1s
214450K .......... .......... .......... .......... .......... 90% 71.1M 1s
214500K .......... .......... .......... .......... .......... 90% 64.9M 1s
214550K .......... .......... .......... .......... .......... 90% 54.6M 1s
214600K .......... .......... .......... .......... .......... 90% 72.9M 1s
214650K .......... .......... .......... .......... .......... 90% 75.9M 1s
214700K .......... .......... .......... .......... .......... 90% 72.5M 1s
214750K .......... .......... .......... .......... .......... 90% 60.9M 1s
214800K .......... .......... .......... .......... .......... 90% 71.3M 1s
214850K .......... .......... .......... .......... .......... 90% 11.2M 1s
214900K .......... .......... .......... .......... .......... 90% 76.2M 1s
214950K .......... .......... .......... .......... .......... 90% 66.6M 1s
215000K .......... .......... .......... .......... .......... 90% 74.7M 1s
215050K .......... .......... .......... .......... .......... 90% 76.2M 1s
215100K .......... .......... .......... .......... .......... 90% 71.5M 1s
215150K .......... .......... .......... .......... .......... 90% 64.6M 1s
215200K .......... .......... .......... .......... .......... 90% 65.4M 1s
215250K .......... .......... .......... .......... .......... 90% 66.4M 1s
215300K .......... .......... .......... .......... .......... 90% 61.9M 1s
215350K .......... .......... .......... .......... .......... 90% 63.8M 1s
215400K .......... .......... .......... .......... .......... 90% 62.9M 1s
215450K .......... .......... .......... .......... .......... 91% 70.9M 1s
215500K .......... .......... .......... .......... .......... 91% 67.2M 1s
215550K .......... .......... .......... .......... .......... 91% 66.9M 1s
215600K .......... .......... .......... .......... .......... 91% 82.7M 1s
215650K .......... .......... .......... .......... .......... 91% 72.4M 1s
215700K .......... .......... .......... .......... .......... 91% 73.0M 1s
215750K .......... .......... .......... .......... .......... 91% 66.4M 1s
215800K .......... .......... .......... .......... .......... 91% 77.8M 1s
215850K .......... .......... .......... .......... .......... 91% 74.6M 1s
215900K .......... .......... .......... .......... .......... 91% 75.7M 1s
215950K .......... .......... .......... .......... .......... 91% 61.4M 1s
216000K .......... .......... .......... .......... .......... 91% 73.1M 1s
216050K .......... .......... .......... .......... .......... 91% 75.2M 1s
216100K .......... .......... .......... .......... .......... 91% 75.2M 1s
216150K .......... .......... .......... .......... .......... 91% 22.5M 1s
216200K .......... .......... .......... .......... .......... 91% 36.8M 1s
216250K .......... .......... .......... .......... .......... 91% 31.2M 1s
216300K .......... .......... .......... .......... .......... 91% 4.51M 1s
216350K .......... .......... .......... .......... .......... 91% 58.3M 1s
216400K .......... .......... .......... .......... .......... 91% 35.8M 1s
216450K .......... .......... .......... .......... .......... 91% 52.2M 1s
216500K .......... .......... .......... .......... .......... 91% 62.9M 1s
216550K .......... .......... .......... .......... .......... 91% 74.4M 1s
216600K .......... .......... .......... .......... .......... 91% 70.4M 1s
216650K .......... .......... .......... .......... .......... 91% 67.0M 1s
216700K .......... .......... .......... .......... .......... 91% 63.1M 1s
216750K .......... .......... .......... .......... .......... 91% 61.2M 1s
216800K .......... .......... .......... .......... .......... 91% 69.7M 1s
216850K .......... .......... .......... .......... .......... 91% 66.3M 1s
216900K .......... .......... .......... .......... .......... 91% 67.0M 1s
216950K .......... .......... .......... .......... .......... 91% 57.5M 1s
217000K .......... .......... .......... .......... .......... 91% 69.2M 1s
217050K .......... .......... .......... .......... .......... 91% 67.6M 1s
217100K .......... .......... .......... .......... .......... 91% 62.2M 1s
217150K .......... .......... .......... .......... .......... 91% 57.3M 1s
217200K .......... .......... .......... .......... .......... 91% 63.1M 1s
217250K .......... .......... .......... .......... .......... 91% 75.4M 1s
217300K .......... .......... .......... .......... .......... 91% 67.7M 1s
217350K .......... .......... .......... .......... .......... 91% 63.4M 1s
217400K .......... .......... .......... .......... .......... 91% 60.8M 1s
217450K .......... .......... .......... .......... .......... 91% 68.8M 1s
217500K .......... .......... .......... .......... .......... 91% 69.7M 1s
217550K .......... .......... .......... .......... .......... 91% 62.2M 1s
217600K .......... .......... .......... .......... .......... 91% 63.7M 1s
217650K .......... .......... .......... .......... .......... 91% 69.5M 1s
217700K .......... .......... .......... .......... .......... 91% 53.1M 1s
217750K .......... .......... .......... .......... .......... 91% 52.3M 1s
217800K .......... .......... .......... .......... .......... 91% 66.6M 1s
217850K .......... .......... .......... .......... .......... 92% 73.7M 1s
217900K .......... .......... .......... .......... .......... 92% 71.5M 1s
217950K .......... .......... .......... .......... .......... 92% 65.4M 1s
218000K .......... .......... .......... .......... .......... 92% 69.7M 1s
218050K .......... .......... .......... .......... .......... 92% 70.5M 1s
218100K .......... .......... .......... .......... .......... 92% 40.8M 1s
218150K .......... .......... .......... .......... .......... 92% 63.5M 1s
218200K .......... .......... .......... .......... .......... 92% 58.4M 1s
218250K .......... .......... .......... .......... .......... 92% 2.65M 1s
218300K .......... .......... .......... .......... .......... 92% 185M 1s
218350K .......... .......... .......... .......... .......... 92% 276M 1s
218400K .......... .......... .......... .......... .......... 92% 12.0M 1s
218450K .......... .......... .......... .......... .......... 92% 65.8M 1s
218500K .......... .......... .......... .......... .......... 92% 45.3M 1s
218550K .......... .......... .......... .......... .......... 92% 187M 1s
218600K .......... .......... .......... .......... .......... 92% 51.8M 1s
218650K .......... .......... .......... .......... .......... 92% 68.1M 1s
218700K .......... .......... .......... .......... .......... 92% 53.8M 1s
218750K .......... .......... .......... .......... .......... 92% 26.6M 1s
218800K .......... .......... .......... .......... .......... 92% 80.5M 1s
218850K .......... .......... .......... .......... .......... 92% 64.2M 1s
218900K .......... .......... .......... .......... .......... 92% 51.9M 1s
218950K .......... .......... .......... .......... .......... 92% 103M 1s
219000K .......... .......... .......... .......... .......... 92% 110M 1s
219050K .......... .......... .......... .......... .......... 92% 21.3M 1s
219100K .......... .......... .......... .......... .......... 92% 12.2M 1s
219150K .......... .......... .......... .......... .......... 92% 88.8M 1s
219200K .......... .......... .......... .......... .......... 92% 52.6M 1s
219250K .......... .......... .......... .......... .......... 92% 79.5M 1s
219300K .......... .......... .......... .......... .......... 92% 59.9M 1s
219350K .......... .......... .......... .......... .......... 92% 54.7M 1s
219400K .......... .......... .......... .......... .......... 92% 84.0M 1s
219450K .......... .......... .......... .......... .......... 92% 85.2M 1s
219500K .......... .......... .......... .......... .......... 92% 111M 1s
219550K .......... .......... .......... .......... .......... 92% 86.1M 1s
219600K .......... .......... .......... .......... .......... 92% 50.0M 1s
219650K .......... .......... .......... .......... .......... 92% 47.3M 1s
219700K .......... .......... .......... .......... .......... 92% 183M 1s
219750K .......... .......... .......... .......... .......... 92% 7.10M 1s
219800K .......... .......... .......... .......... .......... 92% 83.7M 1s
219850K .......... .......... .......... .......... .......... 92% 84.6M 1s
219900K .......... .......... .......... .......... .......... 92% 95.8M 1s
219950K .......... .......... .......... .......... .......... 92% 87.3M 1s
220000K .......... .......... .......... .......... .......... 92% 93.4M 1s
220050K .......... .......... .......... .......... .......... 92% 83.6M 1s
220100K .......... .......... .......... .......... .......... 92% 85.6M 1s
220150K .......... .......... .......... .......... .......... 92% 39.4M 1s
220200K .......... .......... .......... .......... .......... 93% 103M 1s
220250K .......... .......... .......... .......... .......... 93% 98.8M 1s
220300K .......... .......... .......... .......... .......... 93% 41.4M 1s
220350K .......... .......... .......... .......... .......... 93% 6.80M 1s
220400K .......... .......... .......... .......... .......... 93% 17.1M 1s
220450K .......... .......... .......... .......... .......... 93% 47.4M 1s
220500K .......... .......... .......... .......... .......... 93% 221M 1s
220550K .......... .......... .......... .......... .......... 93% 78.0M 0s
220600K .......... .......... .......... .......... .......... 93% 34.8M 0s
220650K .......... .......... .......... .......... .......... 93% 77.4M 0s
220700K .......... .......... .......... .......... .......... 93% 63.2M 0s
220750K .......... .......... .......... .......... .......... 93% 35.0M 0s
220800K .......... .......... .......... .......... .......... 93% 90.2M 0s
220850K .......... .......... .......... .......... .......... 93% 109M 0s
220900K .......... .......... .......... .......... .......... 93% 87.6M 0s
220950K .......... .......... .......... .......... .......... 93% 5.95M 0s
221000K .......... .......... .......... .......... .......... 93% 52.4M 0s
221050K .......... .......... .......... .......... .......... 93% 55.6M 0s
221100K .......... .......... .......... .......... .......... 93% 10.3M 0s
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221200K .......... .......... .......... .......... .......... 93% 74.7M 0s
221250K .......... .......... .......... .......... .......... 93% 31.4M 0s
221300K .......... .......... .......... .......... .......... 93% 15.2M 0s
221350K .......... .......... .......... .......... .......... 93% 74.3M 0s
221400K .......... .......... .......... .......... .......... 93% 74.7M 0s
221450K .......... .......... .......... .......... .......... 93% 11.9M 0s
221500K .......... .......... .......... .......... .......... 93% 5.59M 0s
221550K .......... .......... .......... .......... .......... 93% 16.4M 0s
221600K .......... .......... .......... .......... .......... 93% 71.4M 0s
221650K .......... .......... .......... .......... .......... 93% 66.0M 0s
221700K .......... .......... .......... .......... .......... 93% 76.6M 0s
221750K .......... .......... .......... .......... .......... 93% 8.76M 0s
221800K .......... .......... .......... .......... .......... 93% 65.5M 0s
221850K .......... .......... .......... .......... .......... 93% 61.8M 0s
221900K .......... .......... .......... .......... .......... 93% 66.7M 0s
221950K .......... .......... .......... .......... .......... 93% 74.4M 0s
222000K .......... .......... .......... .......... .......... 93% 36.8M 0s
222050K .......... .......... .......... .......... .......... 93% 26.7M 0s
222100K .......... .......... .......... .......... .......... 93% 17.4M 0s
222150K .......... .......... .......... .......... .......... 93% 60.1M 0s
222200K .......... .......... .......... .......... .......... 93% 22.4M 0s
222250K .......... .......... .......... .......... .......... 93% 30.8M 0s
222300K .......... .......... .......... .......... .......... 93% 34.7M 0s
222350K .......... .......... .......... .......... .......... 93% 18.1M 0s
222400K .......... .......... .......... .......... .......... 93% 61.5M 0s
222450K .......... .......... .......... .......... .......... 93% 59.5M 0s
222500K .......... .......... .......... .......... .......... 93% 65.9M 0s
222550K .......... .......... .......... .......... .......... 93% 23.0M 0s
222600K .......... .......... .......... .......... .......... 94% 74.4M 0s
222650K .......... .......... .......... .......... .......... 94% 65.6M 0s
222700K .......... .......... .......... .......... .......... 94% 70.5M 0s
222750K .......... .......... .......... .......... .......... 94% 25.4M 0s
222800K .......... .......... .......... .......... .......... 94% 77.7M 0s
222850K .......... .......... .......... .......... .......... 94% 62.5M 0s
222900K .......... .......... .......... .......... .......... 94% 21.1M 0s
222950K .......... .......... .......... .......... .......... 94% 67.1M 0s
223000K .......... .......... .......... .......... .......... 94% 65.3M 0s
223050K .......... .......... .......... .......... .......... 94% 58.2M 0s
223100K .......... .......... .......... .......... .......... 94% 10.5M 0s
223150K .......... .......... .......... .......... .......... 94% 69.4M 0s
223200K .......... .......... .......... .......... .......... 94% 77.4M 0s
223250K .......... .......... .......... .......... .......... 94% 64.7M 0s
223300K .......... .......... .......... .......... .......... 94% 74.7M 0s
223350K .......... .......... .......... .......... .......... 94% 73.4M 0s
223400K .......... .......... .......... .......... .......... 94% 75.7M 0s
223450K .......... .......... .......... .......... .......... 94% 67.6M 0s
223500K .......... .......... .......... .......... .......... 94% 74.6M 0s
223550K .......... .......... .......... .......... .......... 94% 74.6M 0s
223600K .......... .......... .......... .......... .......... 94% 78.4M 0s
223650K .......... .......... .......... .......... .......... 94% 69.4M 0s
223700K .......... .......... .......... .......... .......... 94% 73.5M 0s
223750K .......... .......... .......... .......... .......... 94% 77.8M 0s
223800K .......... .......... .......... .......... .......... 94% 76.0M 0s
223850K .......... .......... .......... .......... .......... 94% 63.0M 0s
223900K .......... .......... .......... .......... .......... 94% 62.4M 0s
223950K .......... .......... .......... .......... .......... 94% 70.3M 0s
224000K .......... .......... .......... .......... .......... 94% 67.3M 0s
224050K .......... .......... .......... .......... .......... 94% 10.7M 0s
224100K .......... .......... .......... .......... .......... 94% 7.00M 0s
224150K .......... .......... .......... .......... .......... 94% 204M 0s
224200K .......... .......... .......... .......... .......... 94% 329M 0s
224250K .......... .......... .......... .......... .......... 94% 189M 0s
224300K .......... .......... .......... .......... .......... 94% 268M 0s
224350K .......... .......... .......... .......... .......... 94% 96.3M 0s
224400K .......... .......... .......... .......... .......... 94% 325M 0s
224450K .......... .......... .......... .......... .......... 94% 217M 0s
224500K .......... .......... .......... .......... .......... 94% 296M 0s
224550K .......... .......... .......... .......... .......... 94% 305M 0s
224600K .......... .......... .......... .......... .......... 94% 69.5M 0s
224650K .......... .......... .......... .......... .......... 94% 226M 0s
224700K .......... .......... .......... .......... .......... 94% 256M 0s
224750K .......... .......... .......... .......... .......... 94% 277M 0s
224800K .......... .......... .......... .......... .......... 94% 298M 0s
224850K .......... .......... .......... .......... .......... 94% 272M 0s
224900K .......... .......... .......... .......... .......... 94% 302M 0s
224950K .......... .......... .......... .......... .......... 95% 317M 0s
225000K .......... .......... .......... .......... .......... 95% 262M 0s
225050K .......... .......... .......... .......... .......... 95% 263M 0s
225100K .......... .......... .......... .......... .......... 95% 306M 0s
225150K .......... .......... .......... .......... .......... 95% 297M 0s
225200K .......... .......... .......... .......... .......... 95% 19.8M 0s
225250K .......... .......... .......... .......... .......... 95% 46.6M 0s
225300K .......... .......... .......... .......... .......... 95% 44.8M 0s
225350K .......... .......... .......... .......... .......... 95% 54.0M 0s
225400K .......... .......... .......... .......... .......... 95% 18.8M 0s
225450K .......... .......... .......... .......... .......... 95% 8.51M 0s
225500K .......... .......... .......... .......... .......... 95% 61.1M 0s
225550K .......... .......... .......... .......... .......... 95% 62.4M 0s
225600K .......... .......... .......... .......... .......... 95% 58.5M 0s
225650K .......... .......... .......... .......... .......... 95% 6.55M 0s
225700K .......... .......... .......... .......... .......... 95% 61.4M 0s
225750K .......... .......... .......... .......... .......... 95% 67.3M 0s
225800K .......... .......... .......... .......... .......... 95% 9.97M 0s
225850K .......... .......... .......... .......... .......... 95% 30.2M 0s
225900K .......... .......... .......... .......... .......... 95% 29.1M 0s
225950K .......... .......... .......... .......... .......... 95% 63.1M 0s
226000K .......... .......... .......... .......... .......... 95% 64.4M 0s
226050K .......... .......... .......... .......... .......... 95% 56.9M 0s
226100K .......... .......... .......... .......... .......... 95% 60.4M 0s
226150K .......... .......... .......... .......... .......... 95% 70.5M 0s
226200K .......... .......... .......... .......... .......... 95% 70.8M 0s
226250K .......... .......... .......... .......... .......... 95% 67.8M 0s
226300K .......... .......... .......... .......... .......... 95% 12.1M 0s
226350K .......... .......... .......... .......... .......... 95% 59.2M 0s
226400K .......... .......... .......... .......... .......... 95% 26.2M 0s
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226500K .......... .......... .......... .......... .......... 95% 16.7M 0s
226550K .......... .......... .......... .......... .......... 95% 64.6M 0s
226600K .......... .......... .......... .......... .......... 95% 68.8M 0s
226650K .......... .......... .......... .......... .......... 95% 55.0M 0s
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226750K .......... .......... .......... .......... .......... 95% 64.3M 0s
226800K .......... .......... .......... .......... .......... 95% 67.1M 0s
226850K .......... .......... .......... .......... .......... 95% 7.75M 0s
226900K .......... .......... .......... .......... .......... 95% 146M 0s
226950K .......... .......... .......... .......... .......... 95% 143M 0s
227000K .......... .......... .......... .......... .......... 95% 140M 0s
227050K .......... .......... .......... .......... .......... 95% 149M 0s
227100K .......... .......... .......... .......... .......... 95% 7.31M 0s
227150K .......... .......... .......... .......... .......... 95% 164M 0s
227200K .......... .......... .......... .......... .......... 95% 248M 0s
227250K .......... .......... .......... .......... .......... 95% 242M 0s
227300K .......... .......... .......... .......... .......... 96% 186M 0s
227350K .......... .......... .......... .......... .......... 96% 11.1M 0s
227400K .......... .......... .......... .......... .......... 96% 82.8M 0s
227450K .......... .......... .......... .......... .......... 96% 77.1M 0s
227500K .......... .......... .......... .......... .......... 96% 66.2M 0s
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227650K .......... .......... .......... .......... .......... 96% 112M 0s
227700K .......... .......... .......... .......... .......... 96% 44.5M 0s
227750K .......... .......... .......... .......... .......... 96% 122M 0s
227800K .......... .......... .......... .......... .......... 96% 74.1M 0s
227850K .......... .......... .......... .......... .......... 96% 83.3M 0s
227900K .......... .......... .......... .......... .......... 96% 81.8M 0s
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228000K .......... .......... .......... .......... .......... 96% 92.9M 0s
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228100K .......... .......... .......... .......... .......... 96% 179M 0s
228150K .......... .......... .......... .......... .......... 96% 21.6M 0s
228200K .......... .......... .......... .......... .......... 96% 125M 0s
228250K .......... .......... .......... .......... .......... 96% 56.1M 0s
228300K .......... .......... .......... .......... .......... 96% 8.03M 0s
228350K .......... .......... .......... .......... .......... 96% 79.5M 0s
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228750K .......... .......... .......... .......... .......... 96% 182M 0s
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228850K .......... .......... .......... .......... .......... 96% 218M 0s
228900K .......... .......... .......... .......... .......... 96% 101M 0s
228950K .......... .......... .......... .......... .......... 96% 150M 0s
229000K .......... .......... .......... .......... .......... 96% 159M 0s
229050K .......... .......... .......... .......... .......... 96% 57.8M 0s
229100K .......... .......... .......... .......... .......... 96% 169M 0s
229150K .......... .......... .......... .......... .......... 96% 103M 0s
229200K .......... .......... .......... .......... .......... 96% 78.7M 0s
229250K .......... .......... .......... .......... .......... 96% 75.6M 0s
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229450K .......... .......... .......... .......... .......... 96% 8.64M 0s
229500K .......... .......... .......... .......... .......... 96% 232M 0s
229550K .......... .......... .......... .......... .......... 96% 227M 0s
229600K .......... .......... .......... .......... .......... 96% 84.9M 0s
229650K .......... .......... .......... .......... .......... 96% 6.66M 0s
229700K .......... .......... .......... .......... .......... 97% 60.3M 0s
229750K .......... .......... .......... .......... .......... 97% 41.5M 0s
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229850K .......... .......... .......... .......... .......... 97% 14.4M 0s
229900K .......... .......... .......... .......... .......... 97% 7.37M 0s
229950K .......... .......... .......... .......... .......... 97% 176M 0s
230000K .......... .......... .......... .......... .......... 97% 255M 0s
230050K .......... .......... .......... .......... .......... 97% 172M 0s
230100K .......... .......... .......... .......... .......... 97% 170M 0s
230150K .......... .......... .......... .......... .......... 97% 93.1M 0s
230200K .......... .......... .......... .......... .......... 97% 10.5M 0s
230250K .......... .......... .......... .......... .......... 97% 170M 0s
230300K .......... .......... .......... .......... .......... 97% 80.5M 0s
230350K .......... .......... .......... .......... .......... 97% 62.9M 0s
230400K .......... .......... .......... .......... .......... 97% 16.0M 0s
230450K .......... .......... .......... .......... .......... 97% 242M 0s
230500K .......... .......... .......... .......... .......... 97% 17.1M 0s
230550K .......... .......... .......... .......... .......... 97% 169M 0s
230600K .......... .......... .......... .......... .......... 97% 9.90M 0s
230650K .......... .......... .......... .......... .......... 97% 225M 0s
230700K .......... .......... .......... .......... .......... 97% 242M 0s
230750K .......... .......... .......... .......... .......... 97% 189M 0s
230800K .......... .......... .......... .......... .......... 97% 9.72M 0s
230850K .......... .......... .......... .......... .......... 97% 17.2M 0s
230900K .......... .......... .......... .......... .......... 97% 105M 0s
230950K .......... .......... .......... .......... .......... 97% 179M 0s
231000K .......... .......... .......... .......... .......... 97% 129M 0s
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231100K .......... .......... .......... .......... .......... 97% 241M 0s
231150K .......... .......... .......... .......... .......... 97% 12.0M 0s
231200K .......... .......... .......... .......... .......... 97% 8.47M 0s
231250K .......... .......... .......... .......... .......... 97% 118M 0s
231300K .......... .......... .......... .......... .......... 97% 69.6M 0s
231350K .......... .......... .......... .......... .......... 97% 109M 0s
231400K .......... .......... .......... .......... .......... 97% 85.1M 0s
231450K .......... .......... .......... .......... .......... 97% 75.6M 0s
231500K .......... .......... .......... .......... .......... 97% 62.9M 0s
231550K .......... .......... .......... .......... .......... 97% 107M 0s
231600K .......... .......... .......... .......... .......... 97% 94.2M 0s
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231750K .......... .......... .......... .......... .......... 97% 45.7M 0s
231800K .......... .......... .......... .......... .......... 97% 71.3M 0s
231850K .......... .......... .......... .......... .......... 97% 95.3M 0s
231900K .......... .......... .......... .......... .......... 97% 112M 0s
231950K .......... .......... .......... .......... .......... 97% 55.6M 0s
232000K .......... .......... .......... .......... .......... 97% 61.1M 0s
232050K .......... .......... .......... .......... .......... 98% 63.7M 0s
232100K .......... .......... .......... .......... .......... 98% 117M 0s
232150K .......... .......... .......... .......... .......... 98% 70.8M 0s
232200K .......... .......... .......... .......... .......... 98% 46.6M 0s
232250K .......... .......... .......... .......... .......... 98% 198M 0s
232300K .......... .......... .......... .......... .......... 98% 87.8M 0s
232350K .......... .......... .......... .......... .......... 98% 10.0M 0s
232400K .......... .......... .......... .......... .......... 98% 53.6M 0s
232450K .......... .......... .......... .......... .......... 98% 48.3M 0s
232500K .......... .......... .......... .......... .......... 98% 67.3M 0s
232550K .......... .......... .......... .......... .......... 98% 90.5M 0s
232600K .......... .......... .......... .......... .......... 98% 4.97M 0s
232650K .......... .......... .......... .......... .......... 98% 149M 0s
232700K .......... .......... .......... .......... .......... 98% 190M 0s
232750K .......... .......... .......... .......... .......... 98% 265M 0s
232800K .......... .......... .......... .......... .......... 98% 263M 0s
232850K .......... .......... .......... .......... .......... 98% 197M 0s
232900K .......... .......... .......... .......... .......... 98% 307M 0s
232950K .......... .......... .......... .......... .......... 98% 251M 0s
233000K .......... .......... .......... .......... .......... 98% 248M 0s
233050K .......... .......... .......... .......... .......... 98% 7.94M 0s
233100K .......... .......... .......... .......... .......... 98% 11.5M 0s
233150K .......... .......... .......... .......... .......... 98% 69.1M 0s
233200K .......... .......... .......... .......... .......... 98% 73.2M 0s
233250K .......... .......... .......... .......... .......... 98% 60.8M 0s
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233350K .......... .......... .......... .......... .......... 98% 66.2M 0s
233400K .......... .......... .......... .......... .......... 98% 60.7M 0s
233450K .......... .......... .......... .......... .......... 98% 56.1M 0s
233500K .......... .......... .......... .......... .......... 98% 30.0M 0s
233550K .......... .......... .......... .......... .......... 98% 9.85M 0s
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233650K .......... .......... .......... .......... .......... 98% 23.4M 0s
233700K .......... .......... .......... .......... .......... 98% 53.5M 0s
233750K .......... .......... .......... .......... .......... 98% 56.0M 0s
233800K .......... .......... .......... .......... .......... 98% 9.23M 0s
233850K .......... .......... .......... .......... .......... 98% 47.3M 0s
233900K .......... .......... .......... .......... .......... 98% 14.9M 0s
233950K .......... .......... .......... .......... .......... 98% 53.0M 0s
234000K .......... .......... .......... .......... .......... 98% 69.8M 0s
234050K .......... .......... .......... .......... .......... 98% 9.67M 0s
234100K .......... .......... .......... .......... .......... 98% 67.3M 0s
234150K .......... .......... .......... .......... .......... 98% 59.2M 0s
234200K .......... .......... .......... .......... .......... 98% 63.6M 0s
234250K .......... .......... .......... .......... .......... 98% 65.8M 0s
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234400K .......... .......... .......... .......... .......... 99% 57.3M 0s
234450K .......... .......... .......... .......... .......... 99% 49.7M 0s
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234550K .......... .......... .......... .......... .......... 99% 24.4M 0s
234600K .......... .......... .......... .......... .......... 99% 75.5M 0s
234650K .......... .......... .......... .......... .......... 99% 64.7M 0s
234700K .......... .......... .......... .......... .......... 99% 10.6M 0s
234750K .......... .......... .......... .......... .......... 99% 30.3M 0s
234800K .......... .......... .......... .......... .......... 99% 63.7M 0s
234850K .......... .......... .......... .......... .......... 99% 23.9M 0s
234900K .......... .......... .......... .......... .......... 99% 67.3M 0s
234950K .......... .......... .......... .......... .......... 99% 12.5M 0s
235000K .......... .......... .......... .......... .......... 99% 56.1M 0s
235050K .......... .......... .......... .......... .......... 99% 46.8M 0s
235100K .......... .......... .......... .......... .......... 99% 55.6M 0s
235150K .......... .......... .......... .......... .......... 99% 32.6M 0s
235200K .......... .......... .......... .......... .......... 99% 28.7M 0s
235250K .......... .......... .......... .......... .......... 99% 6.13M 0s
235300K .......... .......... .......... .......... .......... 99% 64.0M 0s
235350K .......... .......... .......... .......... .......... 99% 38.1M 0s
235400K .......... .......... .......... .......... .......... 99% 74.2M 0s
235450K .......... .......... .......... .......... .......... 99% 72.2M 0s
235500K .......... .......... .......... .......... .......... 99% 72.6M 0s
235550K .......... .......... .......... .......... .......... 99% 70.4M 0s
235600K .......... .......... .......... .......... .......... 99% 63.8M 0s
235650K .......... .......... .......... .......... .......... 99% 76.7M 0s
235700K .......... .......... .......... .......... .......... 99% 359M 0s
235750K .......... .......... .......... .......... .......... 99% 297M 0s
235800K .......... .......... .......... .......... .......... 99% 340M 0s
235850K .......... .......... .......... .......... .......... 99% 207M 0s
235900K .......... .......... .......... .......... .......... 99% 17.4M 0s
235950K .......... .......... .......... .......... .......... 99% 76.6M 0s
236000K .......... .......... .......... .......... .......... 99% 76.4M 0s
236050K .......... .......... .......... .......... .......... 99% 54.2M 0s
236100K .......... .......... .......... .......... .......... 99% 72.0M 0s
236150K .......... .......... .......... .......... .......... 99% 71.2M 0s
236200K .......... .......... .......... .......... .......... 99% 80.8M 0s
236250K .......... .......... .......... .......... .......... 99% 69.3M 0s
236300K .......... .......... .......... .......... .......... 99% 6.29M 0s
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236800K .......... .. 100% 45.1M=7.2s
2025-03-02 23:01:07 (32.0 MB/s) - ‘./tmp_data/ntuple_merged_90.root’ saved [242496200/242496200]
from DeepSetsDataset import DeepSetsDataset
train_files = ["./tmp_data/ntuple_merged_90.root"]
train_generator = DeepSetsDataset(
features,
labels,
spectators,
start_event=0,
stop_event=10000,
npad=ntracks,
file_names=train_files,
)
train_generator.process()
test_generator = DeepSetsDataset(
features,
labels,
spectators,
start_event=10001,
stop_event=14001,
npad=ntracks,
file_names=train_files,
)
test_generator.process()
Deep Sets Network#
Deep Sets models are designed to be explicitly permutation invariant. At their core they are composed of two networks, \(\phi\) and \(\rho\), such that the total network \(f\) is given by
\[ \Large
\begin{align}
f &= \rho\left(\Sigma_{\mathbf{x}_i\in\mathcal{X}} ~ \phi(\mathbf{x}_i)\right)
\end{align}
\]
where \(\mathbf{x}_i\) are the features for the \(i\)-th element in the input sequence \(\mathcal{X}\).
We will define a DeepSets model that will take as input up to 60 of the tracks (with 48 features) with zero-padding.
import torch.nn as nn
import torch.nn.functional as F
from torch.nn import (
Sequential as Seq,
Linear as Lin,
ReLU,
BatchNorm1d,
AvgPool1d,
Sigmoid,
Conv1d,
)
from torch_scatter import scatter_mean
# ntracks = 60
inputs = 6
hidden1 = 64
hidden2 = 32
hidden3 = 16
classify1 = 50
outputs = 2
class DeepSets(torch.nn.Module):
def __init__(self):
super(DeepSets, self).__init__()
self.phi = Seq(
Conv1d(inputs, hidden1, 1),
BatchNorm1d(hidden1),
ReLU(),
Conv1d(hidden1, hidden2, 1),
BatchNorm1d(hidden2),
ReLU(),
Conv1d(hidden2, hidden3, 1),
BatchNorm1d(hidden3),
ReLU(),
)
self.rho = Seq(
Lin(hidden3, classify1),
BatchNorm1d(classify1),
ReLU(),
Lin(classify1, outputs),
Sigmoid(),
)
def forward(self, x):
out = self.phi(x)
out = scatter_mean(out, torch.LongTensor(np.zeros(ntracks)), dim=-1)
return self.rho(torch.squeeze(out))
model = DeepSets()
print(model)
print("----------")
print({l: model.state_dict()[l].shape for l in model.state_dict()})
model = DeepSets().to(device)
optimizer = torch.optim.Adam(model.parameters(), lr=1e-2)
DeepSets(
(phi): Sequential(
(0): Conv1d(6, 64, kernel_size=(1,), stride=(1,))
(1): BatchNorm1d(64, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(2): ReLU()
(3): Conv1d(64, 32, kernel_size=(1,), stride=(1,))
(4): BatchNorm1d(32, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(5): ReLU()
(6): Conv1d(32, 16, kernel_size=(1,), stride=(1,))
(7): BatchNorm1d(16, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(8): ReLU()
)
(rho): Sequential(
(0): Linear(in_features=16, out_features=50, bias=True)
(1): BatchNorm1d(50, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True)
(2): ReLU()
(3): Linear(in_features=50, out_features=2, bias=True)
(4): Sigmoid()
)
)
----------
{'phi.0.weight': torch.Size([64, 6, 1]), 'phi.0.bias': torch.Size([64]), 'phi.1.weight': torch.Size([64]), 'phi.1.bias': torch.Size([64]), 'phi.1.running_mean': torch.Size([64]), 'phi.1.running_var': torch.Size([64]), 'phi.1.num_batches_tracked': torch.Size([]), 'phi.3.weight': torch.Size([32, 64, 1]), 'phi.3.bias': torch.Size([32]), 'phi.4.weight': torch.Size([32]), 'phi.4.bias': torch.Size([32]), 'phi.4.running_mean': torch.Size([32]), 'phi.4.running_var': torch.Size([32]), 'phi.4.num_batches_tracked': torch.Size([]), 'phi.6.weight': torch.Size([16, 32, 1]), 'phi.6.bias': torch.Size([16]), 'phi.7.weight': torch.Size([16]), 'phi.7.bias': torch.Size([16]), 'phi.7.running_mean': torch.Size([16]), 'phi.7.running_var': torch.Size([16]), 'phi.7.num_batches_tracked': torch.Size([]), 'rho.0.weight': torch.Size([50, 16]), 'rho.0.bias': torch.Size([50]), 'rho.1.weight': torch.Size([50]), 'rho.1.bias': torch.Size([50]), 'rho.1.running_mean': torch.Size([50]), 'rho.1.running_var': torch.Size([50]), 'rho.1.num_batches_tracked': torch.Size([]), 'rho.3.weight': torch.Size([2, 50]), 'rho.3.bias': torch.Size([2])}
Define the training loop#
@torch.no_grad()
def test(model, loader, total, batch_size, leave=False):
model.eval()
xentropy = nn.CrossEntropyLoss(reduction="mean")
sum_loss = 0.0
t = tqdm(enumerate(loader), total=total / batch_size, leave=leave)
for i, data in t:
x = data[0].to(device)
y = data[1].to(device)
y = torch.argmax(y, dim=1)
batch_output = model(x)
batch_loss_item = xentropy(batch_output, y).item()
sum_loss += batch_loss_item
t.set_description("loss = %.5f" % (batch_loss_item))
t.refresh() # to show immediately the update
return sum_loss / (i + 1)
def train(model, optimizer, loader, total, batch_size, leave=False):
model.train()
xentropy = nn.CrossEntropyLoss(reduction="mean")
sum_loss = 0.0
t = tqdm(enumerate(loader), total=total / batch_size, leave=leave)
for i, data in t:
x = data[0].to(device)
y = data[1].to(device)
y = torch.argmax(y, dim=1)
optimizer.zero_grad()
batch_output = model(x)
batch_loss = xentropy(batch_output, y)
batch_loss.backward()
batch_loss_item = batch_loss.item()
t.set_description("loss = %.5f" % batch_loss_item)
t.refresh() # to show immediately the update
sum_loss += batch_loss_item
optimizer.step()
return sum_loss / (i + 1)
Define training, validation, testing data generators#
from torch.utils.data import ConcatDataset
train_generator_data = ConcatDataset(train_generator.datas)
test_generator_data = ConcatDataset(test_generator.datas)
from torch.utils.data import random_split, DataLoader
torch.manual_seed(0)
valid_frac = 0.20
train_length = len(train_generator_data)
valid_num = int(valid_frac * train_length)
batch_size = 32
train_dataset, valid_dataset = random_split(
train_generator_data, [train_length - valid_num, valid_num]
)
def collate(items):
l = sum(items, [])
return Batch.from_data_list(l)
train_loader = DataLoader(train_dataset, batch_size=batch_size, shuffle=True)
# train_loader.collate_fn = collate
valid_loader = DataLoader(valid_dataset, batch_size=batch_size, shuffle=False)
# valid_loader.collate_fn = collate
test_loader = DataLoader(test_generator_data, batch_size=batch_size, shuffle=False)
# test_loader.collate_fn = collate
train_samples = len(train_dataset)
valid_samples = len(valid_dataset)
test_samples = len(test_generator_data)
print(train_length)
print(train_samples)
print(valid_samples)
print(test_samples)
9387
7510
1877
3751
Train#
import os.path as osp
n_epochs = 30
stale_epochs = 0
best_valid_loss = 99999
patience = 5
t = tqdm(range(0, n_epochs))
for epoch in t:
loss = train(
model,
optimizer,
train_loader,
train_samples,
batch_size,
leave=bool(epoch == n_epochs - 1),
)
valid_loss = test(
model,
valid_loader,
valid_samples,
batch_size,
leave=bool(epoch == n_epochs - 1),
)
print("Epoch: {:02d}, Training Loss: {:.4f}".format(epoch, loss))
print(" Validation Loss: {:.4f}".format(valid_loss))
if valid_loss < best_valid_loss:
best_valid_loss = valid_loss
modpath = osp.join("./tmp_data/deepsets_best.pth")
print("New best model saved to:", modpath)
torch.save(model.state_dict(), modpath)
stale_epochs = 0
else:
print("Stale epoch")
stale_epochs += 1
if stale_epochs >= patience:
print("Early stopping after %i stale epochs" % patience)
break
Epoch: 00, Training Loss: 0.4483
Validation Loss: 0.4470
New best model saved to: ./tmp_data/deepsets_best.pth
Epoch: 01, Training Loss: 0.4401
Validation Loss: 0.4497
Stale epoch
Epoch: 02, Training Loss: 0.4416
Validation Loss: 0.4489
Stale epoch
Epoch: 03, Training Loss: 0.4401
Validation Loss: 0.4489
Stale epoch
Epoch: 04, Training Loss: 0.4404
Validation Loss: 0.4487
Stale epoch
Epoch: 05, Training Loss: 0.4400
Validation Loss: 0.4459
New best model saved to: ./tmp_data/deepsets_best.pth
Epoch: 06, Training Loss: 0.4394
Validation Loss: 0.4467
Stale epoch
Epoch: 07, Training Loss: 0.4390
Validation Loss: 0.4455
New best model saved to: ./tmp_data/deepsets_best.pth
Epoch: 08, Training Loss: 0.4385
Validation Loss: 0.4476
Stale epoch
Epoch: 09, Training Loss: 0.4390
Validation Loss: 0.4489
Stale epoch
Epoch: 10, Training Loss: 0.4382
Validation Loss: 0.4488
Stale epoch
Epoch: 11, Training Loss: 0.4391
Validation Loss: 0.4450
New best model saved to: ./tmp_data/deepsets_best.pth
Epoch: 12, Training Loss: 0.4384
Validation Loss: 0.4428
New best model saved to: ./tmp_data/deepsets_best.pth
Epoch: 13, Training Loss: 0.4385
Validation Loss: 0.4489
Stale epoch
Epoch: 14, Training Loss: 0.4393
Validation Loss: 0.4489
Stale epoch
Epoch: 15, Training Loss: 0.4384
Validation Loss: 0.4436
Stale epoch
Epoch: 16, Training Loss: 0.4388
Validation Loss: 0.4489
Stale epoch
Epoch: 17, Training Loss: 0.4380
Validation Loss: 0.4489
Stale epoch
Early stopping after 5 stale epochs
Evaluate on Test Data#
# In case you need to load the model from a pth file
# Trained on 4 vectors (as above in notebook)
# urlPTH = "https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/deepsets_best_4vec.pth"
# pthFile = wget.download(urlPTH)
# model.load_state_dict(torch.load("deepsets_best_4vec.pth"))
# Trained on all possible inputs (a different configuration)
# urlPTH = "https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/deepsets_best_AllTraining.pth"
# pthFile = wget.download(urlPTH)
# model.load_state_dict(torch.load("deepsets_best_AllTraining.pth"))
model.eval()
t = tqdm(enumerate(test_loader), total=test_samples / batch_size)
y_test = []
y_predict = []
track_pt = []
for i, data in t:
x = data[0].to(device)
y = data[1].to(device)
track_pt.append(x[:, 0, 0].numpy())
batch_output = model(x)
y_predict.append(batch_output.detach().cpu().numpy())
y_test.append(y.cpu().numpy())
track_pt = np.concatenate(track_pt)
y_test = np.concatenate(y_test)
y_predict = np.concatenate(y_predict)
_, bins, _ = plt.hist(track_pt[y_test[:, 1] == 1], bins=50, label="sig", histtype="step")
_, bins, _ = plt.hist(track_pt[y_test[:, 1] == 0], bins=bins, label="bkg", histtype="step")
plt.legend()
plt.semilogy()
[]
from sklearn.metrics import roc_curve, auc
import mplhep as hep
plt.style.use(hep.style.ROOT)
# create ROC curves
fpr_deepset, tpr_deepset, threshold_deepset = roc_curve(y_test[:, 1], y_predict[:, 1])
with open("./tmp_data/deepset_roc.npy", "wb") as f:
np.save(f, fpr_deepset)
np.save(f, tpr_deepset)
np.save(f, threshold_deepset)
# plot ROC curves
plt.figure()
plt.plot(
fpr_deepset,
tpr_deepset,
lw=2.5,
label="DeepSet, AUC = {:.1f}%".format(auc(fpr_deepset, tpr_deepset) * 100),
)
plt.xlabel(r"False positive rate")
plt.ylabel(r"True positive rate")
plt.ylim(0.001, 1)
plt.xlim(0, 1)
plt.grid(True)
plt.legend(loc="upper left")
plt.show()
AUC and ROC Curves#
To better understand this curve, let define the confusion matrix:
True Positive Rate (TPR) is a synonym for recall/sensitivity and is therefore defined as follows: $\( \Large TPR = \frac{TP}{TP + FN} \)$ TPR tells us what proportion of the positive class got correctly classified. A simple example would be determining what proportion of the actual sick people were correctly detected by the model.
False Negative Rate (FNR) is defined as follows: $\( \Large FNR = \frac{FN}{TP + FN} \)$ FNR tells us what proportion of the positive class got incorrectly classified by the classifier. A higher TPR and a lower FNR are desirable since we want to classify the positive class correctly.
True Negative Rate (TNR) is a synonym for specificity and is defined as follows: $\( \Large TNR = \frac{TN}{TN + FP} \)$ Specificity tells us what proportion of the negative class got correctly classified. Taking the same example as in Sensitivity, Specificity would mean determining the proportion of healthy people who were correctly identified by the model.
False Positive Rate (FPR) is defined as follows: $\( \Large TPR = \frac{FP}{FP + TN} \)$ FPR tells us what proportion of the negative class got incorrectly classified by the classifier. A higher TNR and a lower FPR are desirable since we want to classify the negative class correctly.
A ROC curve (receiver operating characteristic curve) is a graph showing the performance of a classification model at all classification thresholds. This curve plots two parameters:
True Positive Rate
False Positive Rate
An ROC curve plots TPR vs. FPR at different classification thresholds. Lowering the classification threshold classifies more items as positive, thus increasing both False Positives and True Positives. The following figure shows a typical ROC curve.
AUC stands for “Area under the ROC Curve.” That is, AUC measures the entire two-dimensional area underneath the entire ROC curve (think integral calculus) from (0,0) to (1,1). AUC provides an aggregate measure of performance across all possible classification thresholds.
Interaction Network#
Now we will look at graph neural networks using the PyTorch Geometric library: https://pytorch-geometric.readthedocs.io/. See [] for more details.
wget_data("https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/definitions.yml")
--2025-03-02 23:16:29-- https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/definitions.yml
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 1227 (1.2K) [text/plain]
Saving to: ‘./tmp_data/definitions.yml’
0K . 100% 104M=0s
2025-03-02 23:16:29 (104 MB/s) - ‘./tmp_data/definitions.yml’ saved [1227/1227]
import yaml
with open("./tmp_data/definitions.yml") as file:
# The FullLoader parameter handles the conversion from YAML
# scalar values to Python the dictionary format
definitions = yaml.load(file, Loader=yaml.FullLoader)
# You can test with using only 4-vectors by using:
# if not os.path.exists("definitions_lorentz.yml"):
# url = "https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/definitions_lorentz.yml"
# definitionsFile = wget.download(url)
# with open('definitions_lorentz.yml') as file:
# # The FullLoader parameter handles the conversion from YAML
# # scalar values to Python the dictionary format
# definitions = yaml.load(file, Loader=yaml.FullLoader)
features = definitions["features"]
spectators = definitions["spectators"]
labels = definitions["labels"]
nfeatures = definitions["nfeatures"]
nspectators = definitions["nspectators"]
nlabels = definitions["nlabels"]
ntracks = definitions["ntracks"]
Graph Datasets#
Here we have to define the graph dataset. We do this in a separate class following this example: https://pytorch-geometric.readthedocs.io/en/latest/notes/create_dataset.html#creating-larger-datasets
Formally, a graph is represented by a triplet \(\mathcal G = (\mathbf{u}, V, E)\), consisting of a graph-level, or global, feature vector \(\mathbf{u}\), a set of \(N^v\) nodes \(V\), and a set of \(N^e\) edges \(E\). The nodes are given by \(V = \{\mathbf{v}_i\}_{i=1:N^v}\), where \(\mathbf{v}_i\) represents the \(i\)th node’s attributes. The edges connect pairs of nodes and are given by \(E = \{\left(\mathbf{e}_k, r_k, s_k\right)\}_{k=1:N^e}\), where \(\mathbf{e}_k\) represents the \(k\)th edge’s attributes, and \(r_k\) and \(s_k\) are the indices of the “receiver” and “sender” nodes, respectively, connected by the \(k\)th edge (from the sender node to the receiver node). The receiver and sender index vectors are an alternative way of encoding the directed adjacency matrix.
wget_data("https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/GraphDataset.py", './')
--2025-03-02 23:16:44-- https://raw.githubusercontent.com/jmduarte/iaifi-summer-school/main/book/GraphDataset.py
Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ...
Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected.
HTTP request sent, awaiting response... 200 OK
Length: 6953 (6.8K) [text/plain]
Saving to: ‘./GraphDataset.py’
0K ...... 100% 28.5M=0s
2025-03-02 23:16:45 (28.5 MB/s) - ‘./GraphDataset.py’ saved [6953/6953]
from GraphDataset import GraphDataset
file_names = ["./tmp_data/ntuple_merged_90.root"]
graph_dataset = GraphDataset(
"./tmp_data/gdata_train",
features,
labels,
spectators,
start_event=0,
stop_event=8000,
n_events_merge=1,
file_names=file_names,
)
test_dataset = GraphDataset(
"./tmp_data/gdata_test",
features,
labels,
spectators,
start_event=8001,
stop_event=10001,
n_events_merge=1,
file_names=file_names,
)
Processing...
Done!
Processing...
Done!
Graph Neural Network#
Here, we recapitulate the “graph network” (GN) formalism described in this paper, which generalizes various GNNs and other similar methods.
GNs are graph-to-graph mappings, whose output graphs have the same node and edge structure as the input. Formally, a GN block contains three “update” functions, \(\phi\), and three “aggregation” functions, \(\rho\). The stages of processing in a single GN block are:
\[\begin{split}
\begin{align}
\mathbf{e}'_k &= \phi^e\left(\mathbf{e}_k, \mathbf{v}_{r_k}, \mathbf{v}_{s_k}, \mathbf{u} \right) & \mathbf{\bar{e}}'_i &= \rho^{e \rightarrow v}\left(E'_i\right) & \text{(Edge block),} \\
\mathbf{v}'_i &= \phi^v\left(\mathbf{\bar{e}}'_i, \mathbf{v}_i, \mathbf{u}\right) &
\mathbf{\bar{e}}' &= \rho^{e \rightarrow u}\left(E'\right) & \text{(Node block),} \\
\mathbf{u}' &= \phi^u\left(\mathbf{\bar{e}}', \mathbf{\bar{v}}', \mathbf{u}\right) &
\mathbf{\bar{v}}' &= \rho^{v \rightarrow u}\left(V'\right) &\text{(Global block).}
\end{align}
\end{split}\]
where \(E'_i = \left\{\left(\mathbf{e}'_k, r_k, s_k \right)\right\}_{r_k=i,\; k=1:N^e}\) contains the updated edge features for edges whose receiver node is the \(i^\text{th}\) node, \(E' = \bigcup_i E_i' = \left\{\left(\mathbf{e}'_k, r_k, s_k \right)\right\}_{k=1:N^e}\) is the set of updated edges, and \(V'=\left\{\mathbf{v}'_i\right\}_{i=1:N^v}\) is the set of updated nodes.
We will define an interaction network model similar to this paper, but just modeling the particle-particle interactions. It will take as input all of the tracks (with 48 features) without truncating or zero-padding. Another modification is the use of batch normalization [] layers to improve the stability of the training.
import torch.nn as nn
import torch.nn.functional as F
import torch_geometric.transforms as T
from torch_geometric.nn import EdgeConv, global_mean_pool
from torch.nn import Sequential as Seq, Linear as Lin, ReLU, BatchNorm1d
from torch_scatter import scatter_mean
from torch_geometric.nn import MetaLayer
inputs = 48
hidden = 128
outputs = 2
class EdgeBlock(torch.nn.Module):
def __init__(self):
super(EdgeBlock, self).__init__()
self.edge_mlp = Seq(
Lin(inputs * 2, hidden), BatchNorm1d(hidden), ReLU(), Lin(hidden, hidden)
)
def forward(self, src, dest, edge_attr, u, batch):
out = torch.cat([src, dest], 1)
return self.edge_mlp(out)
class NodeBlock(torch.nn.Module):
def __init__(self):
super(NodeBlock, self).__init__()
self.node_mlp_1 = Seq(
Lin(inputs + hidden, hidden),
BatchNorm1d(hidden),
ReLU(),
Lin(hidden, hidden),
)
self.node_mlp_2 = Seq(
Lin(inputs + hidden, hidden),
BatchNorm1d(hidden),
ReLU(),
Lin(hidden, hidden),
)
def forward(self, x, edge_index, edge_attr, u, batch):
row, col = edge_index
out = torch.cat([x[row], edge_attr], dim=1)
out = self.node_mlp_1(out)
out = scatter_mean(out, col, dim=0, dim_size=x.size(0))
out = torch.cat([x, out], dim=1)
return self.node_mlp_2(out)
class GlobalBlock(torch.nn.Module):
def __init__(self):
super(GlobalBlock, self).__init__()
self.global_mlp = Seq(
Lin(hidden, hidden), BatchNorm1d(hidden), ReLU(), Lin(hidden, outputs)
)
def forward(self, x, edge_index, edge_attr, u, batch):
out = scatter_mean(x, batch, dim=0)
return self.global_mlp(out)
class InteractionNetwork(torch.nn.Module):
def __init__(self):
super(InteractionNetwork, self).__init__()
self.interactionnetwork = MetaLayer(EdgeBlock(), NodeBlock(), GlobalBlock())
self.bn = BatchNorm1d(inputs)
def forward(self, x, edge_index, batch):
x = self.bn(x)
x, edge_attr, u = self.interactionnetwork(x, edge_index, None, None, batch)
return u
model = InteractionNetwork().to(device)
optimizer = torch.optim.Adam(model.parameters(), lr=1e-2)
Define the training loop#
@torch.no_grad()
def test(model, loader, total, batch_size, leave=False):
model.eval()
xentropy = nn.CrossEntropyLoss(reduction="mean")
sum_loss = 0.0
t = tqdm(enumerate(loader), total=total / batch_size, leave=leave)
for i, data in t:
data = data.to(device)
y = torch.argmax(data.y, dim=1)
batch_output = model(data.x, data.edge_index, data.batch)
batch_loss_item = xentropy(batch_output, y).item()
sum_loss += batch_loss_item
t.set_description("loss = %.5f" % (batch_loss_item))
t.refresh() # to show immediately the update
return sum_loss / (i + 1)
def train(model, optimizer, loader, total, batch_size, leave=False):
model.train()
xentropy = nn.CrossEntropyLoss(reduction="mean")
sum_loss = 0.0
t = tqdm(enumerate(loader), total=total / batch_size, leave=leave)
for i, data in t:
data = data.to(device)
y = torch.argmax(data.y, dim=1)
optimizer.zero_grad()
batch_output = model(data.x, data.edge_index, data.batch)
batch_loss = xentropy(batch_output, y)
batch_loss.backward()
batch_loss_item = batch_loss.item()
t.set_description("loss = %.5f" % batch_loss_item)
t.refresh() # to show immediately the update
sum_loss += batch_loss_item
optimizer.step()
return sum_loss / (i + 1)
Define training, validation, testing data generators#
from torch_geometric.data import Data, DataListLoader, Batch
from torch.utils.data import random_split
def collate(items):
l = sum(items, [])
return Batch.from_data_list(l)
torch.manual_seed(0)
valid_frac = 0.20
full_length = len(graph_dataset)
valid_num = int(valid_frac * full_length)
batch_size = 32
train_dataset, valid_dataset = random_split(
graph_dataset, [full_length - valid_num, valid_num]
)
train_loader = DataListLoader(
train_dataset, batch_size=batch_size, pin_memory=True, shuffle=True
)
train_loader.collate_fn = collate
valid_loader = DataListLoader(
valid_dataset, batch_size=batch_size, pin_memory=True, shuffle=False
)
valid_loader.collate_fn = collate
test_loader = DataListLoader(
test_dataset, batch_size=batch_size, pin_memory=True, shuffle=False
)
test_loader.collate_fn = collate
train_samples = len(train_dataset)
valid_samples = len(valid_dataset)
test_samples = len(test_dataset)
print(full_length)
print(train_samples)
print(valid_samples)
print(test_samples)
7501
6001
1500
1886
Train#
import os.path as osp
n_epochs = 10
stale_epochs = 0
best_valid_loss = 99999
patience = 5
t = tqdm(range(0, n_epochs))
for epoch in t:
loss = train(
model,
optimizer,
train_loader,
train_samples,
batch_size,
leave=bool(epoch == n_epochs - 1),
)
valid_loss = test(
model,
valid_loader,
valid_samples,
batch_size,
leave=bool(epoch == n_epochs - 1),
)
print("Epoch: {:02d}, Training Loss: {:.4f}".format(epoch, loss))
print(" Validation Loss: {:.4f}".format(valid_loss))
if valid_loss < best_valid_loss:
best_valid_loss = valid_loss
modpath = osp.join("./tmp_data/interactionnetwork_best.pth")
print("New best model saved to:", modpath)
torch.save(model.state_dict(), modpath)
stale_epochs = 0
else:
print("Stale epoch")
stale_epochs += 1
if stale_epochs >= patience:
print("Early stopping after %i stale epochs" % patience)
break
Epoch: 00, Training Loss: 0.2126
Validation Loss: 0.1896
New best model saved to: ./tmp_data/interactionnetwork_best.pth
Epoch: 01, Training Loss: 0.1745
Validation Loss: 0.1402
New best model saved to: ./tmp_data/interactionnetwork_best.pth
Epoch: 02, Training Loss: 0.1544
Validation Loss: 0.1920
Stale epoch
Epoch: 03, Training Loss: 0.1475
Validation Loss: 0.1350
New best model saved to: ./tmp_data/interactionnetwork_best.pth
Epoch: 04, Training Loss: 0.1414
Validation Loss: 0.1166
New best model saved to: ./tmp_data/interactionnetwork_best.pth
Epoch: 05, Training Loss: 0.1402
Validation Loss: 0.1520
Stale epoch
Epoch: 06, Training Loss: 0.1351
Validation Loss: 0.1213
Stale epoch
Epoch: 07, Training Loss: 0.1258
Validation Loss: 0.1332
Stale epoch
Epoch: 08, Training Loss: 0.1288
Validation Loss: 0.1260
Stale epoch
Epoch: 09, Training Loss: 0.1264
Validation Loss: 0.1419
Stale epoch
Early stopping after 5 stale epochs
Evaluate on Test Data#
model.eval()
t = tqdm(enumerate(test_loader), total=test_samples / batch_size)
y_test = []
y_predict = []
for i, data in t:
data = data.to(device)
batch_output = model(data.x, data.edge_index, data.batch)
y_predict.append(batch_output.detach().cpu().numpy())
y_test.append(data.y.cpu().numpy())
y_test = np.concatenate(y_test)
y_predict = np.concatenate(y_predict)
from sklearn.metrics import roc_curve, auc
import matplotlib.pyplot as plt
import mplhep as hep
plt.style.use(hep.style.ROOT)
# create ROC curves
fpr_gnn, tpr_gnn, threshold_gnn = roc_curve(y_test[:, 1], y_predict[:, 1])
with open("./tmp_data/gnn_roc.npy", "wb") as f:
np.save(f, fpr_gnn)
np.save(f, tpr_gnn)
np.save(f, threshold_gnn)
with open("./tmp_data/deepset_roc.npy", "rb") as f:
fpr_deepset = np.load(f)
tpr_deepset = np.load(f)
threshold_deepset = np.load(f)
# plot ROC curves
plt.figure()
plt.plot(
fpr_deepset,
tpr_deepset,
lw=2.5,
label="DeepSet, AUC = {:.1f}%".format(auc(fpr_deepset, tpr_deepset) * 100),
)
plt.plot(
fpr_gnn,
tpr_gnn,
lw=2.5,
label="GNN, AUC = {:.1f}%".format(auc(fpr_gnn, tpr_gnn) * 100),
)
plt.xlabel(r"False positive rate")
plt.ylabel(r"True positive rate")
#plt.semilogx()
plt.ylim(0.001, 1)
plt.xlim(0, 1)
plt.grid(True)
#plt.legend(loc="upper left")
plt.legend(loc="lower right")
plt.show()
Acknowledgments#
Initial version: Mark Neubauer
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