From 4c8967cfc93b60cb05917a9f1e089e61c7401bb2 Mon Sep 17 00:00:00 2001
From: for-just-we <1172782111@qq.com>
Date: Tue, 20 Apr 2021 16:09:51 +0800
Subject: [PATCH] first commit
---
.idea/.name | 1 +
.idea/XGNN-impl.iml | 11 +
.idea/deployment.xml | 28 +
.idea/misc.xml | 7 +
.idea/modules.xml | 8 +
.idea/workspace.xml | 540 ++
GraphGenerator.py | 216 +
Load_dataset.py | 117 +
Model.py | 90 +
TrainGenerator.py | 86 +
__pycache__/GraphGenerator.cpython-38.pyc | Bin 0 -> 5836 bytes
__pycache__/Load_dataset.cpython-38.pyc | Bin 0 -> 3716 bytes
__pycache__/Model.cpython-38.pyc | Bin 0 -> 2690 bytes
check.py | 79 +
datas/MUTAG/MUTAG_A.txt | 7442 +++++++++++++++++++++
datas/MUTAG/MUTAG_edge_labels.txt | 7442 +++++++++++++++++++++
datas/MUTAG/MUTAG_graph_indicator.txt | 3371 ++++++++++
datas/MUTAG/MUTAG_graph_labels.txt | 188 +
datas/MUTAG/MUTAG_node_labels.txt | 3371 ++++++++++
datas/MUTAG/README.txt | 85 +
graphs/myplot1.png | Bin 0 -> 5227 bytes
graphs/myplot2.png | Bin 0 -> 5227 bytes
graphs/myplot3.png | Bin 0 -> 5974 bytes
graphs/myplot4.png | Bin 0 -> 12429 bytes
graphs/myplot5.png | Bin 0 -> 12219 bytes
graphs/myplot6.png | Bin 0 -> 14260 bytes
graphs/myplot7.png | Bin 0 -> 13299 bytes
graphs/myplot8.png | Bin 0 -> 13004 bytes
graphs/myplot9.png | Bin 0 -> 16063 bytes
model/gcn_first.pth | Bin 0 -> 32063 bytes
test.py | 29 +
train.py | 118 +
32 files changed, 23229 insertions(+)
create mode 100644 .idea/.name
create mode 100644 .idea/XGNN-impl.iml
create mode 100644 .idea/deployment.xml
create mode 100644 .idea/misc.xml
create mode 100644 .idea/modules.xml
create mode 100644 .idea/workspace.xml
create mode 100644 GraphGenerator.py
create mode 100644 Load_dataset.py
create mode 100644 Model.py
create mode 100644 TrainGenerator.py
create mode 100644 __pycache__/GraphGenerator.cpython-38.pyc
create mode 100644 __pycache__/Load_dataset.cpython-38.pyc
create mode 100644 __pycache__/Model.cpython-38.pyc
create mode 100644 check.py
create mode 100644 datas/MUTAG/MUTAG_A.txt
create mode 100644 datas/MUTAG/MUTAG_edge_labels.txt
create mode 100644 datas/MUTAG/MUTAG_graph_indicator.txt
create mode 100644 datas/MUTAG/MUTAG_graph_labels.txt
create mode 100644 datas/MUTAG/MUTAG_node_labels.txt
create mode 100644 datas/MUTAG/README.txt
create mode 100644 graphs/myplot1.png
create mode 100644 graphs/myplot2.png
create mode 100644 graphs/myplot3.png
create mode 100644 graphs/myplot4.png
create mode 100644 graphs/myplot5.png
create mode 100644 graphs/myplot6.png
create mode 100644 graphs/myplot7.png
create mode 100644 graphs/myplot8.png
create mode 100644 graphs/myplot9.png
create mode 100644 model/gcn_first.pth
create mode 100644 test.py
create mode 100644 train.py
diff --git a/.idea/.name b/.idea/.name
new file mode 100644
index 0000000..ec886bb
--- /dev/null
+++ b/.idea/.name
@@ -0,0 +1 @@
+XGNN-impl
\ No newline at end of file
diff --git a/.idea/XGNN-impl.iml b/.idea/XGNN-impl.iml
new file mode 100644
index 0000000..6711606
--- /dev/null
+++ b/.idea/XGNN-impl.iml
@@ -0,0 +1,11 @@
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/deployment.xml b/.idea/deployment.xml
new file mode 100644
index 0000000..26d9004
--- /dev/null
+++ b/.idea/deployment.xml
@@ -0,0 +1,28 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..1780f9f
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,7 @@
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..56c2bfb
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/.idea/workspace.xml b/.idea/workspace.xml
new file mode 100644
index 0000000..d0a35b6
--- /dev/null
+++ b/.idea/workspace.xml
@@ -0,0 +1,540 @@
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+ 1618803141514
+
+
+ 1618803141514
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
+
\ No newline at end of file
diff --git a/GraphGenerator.py b/GraphGenerator.py
new file mode 100644
index 0000000..1cc63da
--- /dev/null
+++ b/GraphGenerator.py
@@ -0,0 +1,216 @@
+import random
+import copy
+import numpy as np
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+
+from Model import GraphConvolution, GCN
+
+rollout = 10
+MAX_NUM_NODES = 28 # for mutag
+random.seed(200)
+
+class Generator(nn.Module):
+ def __init__(self, model_path: str, C: list, node_feature_dim: int ,num_class = 2, c=0, hyp1=1, hyp2=2, start=None, nfeat=7, dropout=0.1):
+ """
+ :param C: Candidate set of nodes (list)
+ :param start: Starting node (defaults to randomised node)
+ """
+ super(Generator, self).__init__()
+ self.nfeat = nfeat
+ self.dropout = dropout
+ self.c = c # c为要指定生成类别c的图
+
+ self.fc = nn.Linear(nfeat, 8)
+ self.gc1 = GraphConvolution(8, 16)
+ self.gc2 = GraphConvolution(16, 24)
+ self.gc3 = GraphConvolution(24, 32)
+
+ # MLP1
+ # 2 FC layers with hidden dimension 16
+ self.mlp1 = nn.Sequential(nn.Linear(32, 16), nn.Linear(16, 1))
+
+ # MLP2
+ # 2 FC layers with hidden dimension 24
+ self.mlp2 = nn.Sequential(nn.Linear(64, 24), nn.Linear(24, 1))
+
+ # Hyperparameters
+ self.hyp1 = hyp1
+ self.hyp2 = hyp2
+ self.candidate_set = C
+
+ # Default starting node (if any)
+ if start is not None:
+ self.start = start
+ self.random_start = False
+ else:
+ self.start = random.choice(np.arange(0, len(self.candidate_set)))
+ self.random_start = True
+
+ # Load GCN for calculating reward
+ self.model = GCN(nfeat=node_feature_dim,
+ nclass=num_class,
+ dropout=dropout)
+
+ self.model.load_state_dict(torch.load(model_path))
+ for param in self.model.parameters():
+ param.requires_grad = False
+
+ self.reset_graph()
+
+ def reset_graph(self):
+ """
+ Reset g.G to default graph with only start node， 生成一个只有1个结点的图
+ """
+ if self.random_start == True:
+ self.start = random.choice(np.arange(0, len(self.candidate_set)))
+
+ # 初始图除了第1个结点全被mask，这里由于邻接矩阵的边长为MAX_NUM_NODES + len(self.candidate_set)，所以mask的不仅为候选集结点，还有图中的所以虚结点
+ mask_start = torch.BoolTensor(
+ [False if i == 0 else True for i in range(MAX_NUM_NODES + len(self.candidate_set))])
+
+ adj = torch.zeros((MAX_NUM_NODES + len(self.candidate_set), MAX_NUM_NODES + len(self.candidate_set)),
+ dtype=torch.float32) # 这里adj shape为 [MAX_NUM_NODES + len(self.candidate_set), MAX_NUM_NODES + len(self.candidate_set)] 中间可能有空结点
+
+ feat = torch.zeros((MAX_NUM_NODES + len(self.candidate_set), len(self.candidate_set)), dtype=torch.float32)
+ feat[0, self.start] = 1
+ feat[np.arange(-len(self.candidate_set), 0), np.arange(0, len(self.candidate_set))] = 1
+
+ degrees = torch.zeros(MAX_NUM_NODES)
+
+ self.G = {'adj': adj, 'feat': feat, 'degrees': degrees, 'num_nodes': 1, 'mask_start': mask_start}
+
+ ## 计算Gt->Gt+1
+ def forward(self, G_in):
+ ## G_in为 Gt
+ G = copy.deepcopy(G_in)
+
+ x = G['feat'].detach().clone() # Gt的特征矩阵
+ adj = G['adj'].detach().clone() # Gt的邻接矩阵
+
+ ## 对应 X = GCNs(Gt,C)
+ x = F.relu6(self.fc(x))
+ x = F.dropout(x, self.dropout, training=self.training)
+ x = F.relu6(self.gc1(x, adj))
+ x = F.dropout(x, self.dropout, training=self.training)
+ x = F.relu6(self.gc2(x, adj))
+ x = F.dropout(x, self.dropout, training=self.training)
+ x = F.relu6(self.gc3(x, adj))
+ x = F.dropout(x, self.dropout, training=self.training)
+
+ ## pt,start=Softmax(MLPs(X))
+ p_start = self.mlp1(x)
+ p_start = p_start.masked_fill(G['mask_start'].unsqueeze(1), 0)
+ p_start = F.softmax(p_start, dim=0)
+ a_start_idx = torch.argmax(p_start.masked_fill(G['mask_start'].unsqueeze(1), -1))
+
+ ## pt,end=Softmax(MLPs([X,x^start))
+ # broadcast
+ x1, x2 = torch.broadcast_tensors(x, x[a_start_idx])
+ x = torch.cat((x1, x2), 1) # cat increases dim from 32 to 64
+
+ # 计算maskt,end，除了候选集和Gt结点中未被选为初始结点的结点之外，其它均被mask
+ mask_end = torch.BoolTensor([True for i in range(MAX_NUM_NODES + len(self.candidate_set))])
+ mask_end[MAX_NUM_NODES:] = False
+ mask_end[:G['num_nodes']] = False
+ mask_end[a_start_idx] = True
+
+ p_end = self.mlp2(x)
+ p_end = p_end.masked_fill(mask_end.unsqueeze(1), 0)
+ p_end = F.softmax(p_end, dim=0)
+ a_end_idx = torch.argmax(p_end.masked_fill(mask_end.unsqueeze(1), -1))
+
+ # Return new G
+ # If a_end_idx is not masked, node exists in graph, no new node added
+ if G['mask_start'][a_end_idx] == False:
+ G['adj'][a_end_idx][a_start_idx] += 1
+ G['adj'][a_start_idx][a_end_idx] += 1
+
+ # Update degrees
+ G['degrees'][a_start_idx] += 1
+ G['degrees'][G['num_nodes']] += 1
+ else:
+ # Add node
+ G['feat'][G['num_nodes']] = G['feat'][a_end_idx]
+ # Add edge
+ G['adj'][G['num_nodes']][a_start_idx] += 1
+ G['adj'][a_start_idx][G['num_nodes']] += 1
+ # Update degrees
+ G['degrees'][a_start_idx] += 1
+ G['degrees'][G['num_nodes']] += 1
+
+ # Update start mask
+ G_mask_start_copy = G['mask_start'].detach().clone()
+ G_mask_start_copy[G['num_nodes']] = False
+ G['mask_start'] = G_mask_start_copy
+
+ G['num_nodes'] += 1
+
+ return p_start, a_start_idx, p_end, a_end_idx, G
+
+
+ ### reward函数
+ def calculate_reward(self, G_t_1):
+ """
+ Rtr Calculated from graph rules to encourage generated graphs to be valid
+ 1. Only one edge to be added between any two nodes
+ 2. Generated graph cannot contain more nodes than predefined maximum node number
+ 3. (For chemical) Degree cannot exceed valency
+ If generated graph violates graph rule, Rtr = -1
+
+ Rtf Feedback from trained model
+ """
+
+ rtr = self.check_graph_rules(G_t_1)
+
+ rtf = self.calculate_reward_feedback(G_t_1)
+ rtf_sum = 0
+ for m in range(rollout):
+ p_start, a_start, p_end, a_end, G_t_1 = self.forward(G_t_1)
+ rtf_sum += self.calculate_reward_feedback(G_t_1)
+ rtf = rtf + rtf_sum * self.hyp1 / rollout
+
+ return rtf + self.hyp2 * rtr
+
+ def calculate_reward_feedback(self, G_t_1):
+ """
+ p(f(G_t_1) = c) - 1/l
+ where l denotes number of possible classes for f
+ """
+ f = self.model(G_t_1['feat'], G_t_1['adj'])
+ return f[self.c] - 1 / len(f)
+
+
+ ## graph rules
+ def check_graph_rules(self, G_t_1):
+ """
+ For mutag, node degrees cannot exceed valency
+ """
+ idx = 0
+
+ for d in G_t_1['degrees']:
+ if d is not 0:
+ node_id = torch.argmax(G_t_1['feat'][idx]) # Eg. [0, 1, 0, 0] -> 1
+ node = self.candidate_set[node_id] # Eg ['C.4', 'F.2', 'Br.7'][1] = 'F.2'
+ max_valency = int(node.split('.')[1]) # Eg. C.4 -> ['C', '4'] -> 4
+
+ # If any node degree exceeds its valency, return -1
+ if max_valency < d:
+ return -1
+
+ return 0
+
+
+ ## 计算loss
+ def calculate_loss(self, Rt, p_start, a_start, p_end, a_end, G_t_1):
+ """
+ Calculated from cross entropy loss (Lce) and reward function (Rt)
+ where loss = -Rt*(Lce_start + Lce_end)
+ """
+
+ Lce_start = F.cross_entropy(torch.reshape(p_start, (1, 35)), a_start.unsqueeze(0))
+ Lce_end = F.cross_entropy(torch.reshape(p_end, (1, 35)), a_end.unsqueeze(0))
+
+ return -Rt * (Lce_start + Lce_end)
\ No newline at end of file
diff --git a/Load_dataset.py b/Load_dataset.py
new file mode 100644
index 0000000..034f536
--- /dev/null
+++ b/Load_dataset.py
@@ -0,0 +1,117 @@
+import numpy as np
+import scipy.sparse as sp
+import torch
+
+
+# MUTAG数据集特征，188个图，总共3371个结点，7442条边，为无向图
+
+def encode_onehot(labels):
+ classes = set(labels)
+ classes_dict = {c: np.identity(len(classes))[i, :] for i, c in
+ enumerate(classes)}
+ labels_onehot = np.array(list(map(classes_dict.get, labels)),
+ dtype=np.int32)
+ return labels_onehot
+
+
+def normalize(mx):
+ """Row-normalize sparse matrix"""
+ rowsum = np.array(mx.sum(1))
+ r_inv = np.power(rowsum, -1).flatten()
+ r_inv[np.isinf(r_inv)] = 0.
+ r_mat_inv = sp.diags(r_inv)
+ mx = r_mat_inv.dot(mx)
+ return mx
+
+def accuracy(output, labels):
+ preds = output.max(1)[1].type_as(labels)
+ correct = preds.eq(labels).double()
+ correct = correct.sum()
+ return correct / len(labels)
+
+
+
+def load_split_MUTAG_data(path="datas/MUTAG/", dataset="MUTAG_", split_train=0.7, split_val=0.15):
+ """Load MUTAG data """
+ print('Loading {} dataset...'.format(dataset))
+
+ # 加载图的标签
+ graph_labels = np.genfromtxt("{}{}graph_labels.txt".format(path, dataset),
+ dtype=np.dtype(int))
+ graph_labels = encode_onehot(graph_labels) # (188, 2)
+ graph_labels = torch.LongTensor(np.where(graph_labels)[1]) # (188, 1)
+
+
+ # 图结点的索引号
+ graph_idx = np.genfromtxt("{}{}graph_indicator.txt".format(path, dataset),
+ dtype=np.dtype(int))
+
+ graph_idx = np.array(graph_idx, dtype=np.int32)
+ idx_map = {j: i for i, j in enumerate(graph_idx)} # key, value表示第key个图的起始结点索引号为value
+ length = len(idx_map.keys()) # 总共有多少个图
+ num_nodes = [idx_map[n] - idx_map[n - 1] if n - 1 > 1 else idx_map[n] for n in range(1, length + 1)] # 一个长度188的list，表示没个图有多少个结点
+ max_num_nodes = max(num_nodes) # 最大的一个图有多少个结点
+ features_list = []
+ adj_list = []
+ prev = 0
+
+ # 结点的标签
+ nodeidx_features = np.genfromtxt("{}{}node_labels.txt".format(path, dataset), delimiter=",",
+ dtype=np.dtype(int))
+ node_features = np.zeros((nodeidx_features.shape[0], max(nodeidx_features) + 1))
+ node_features[np.arange(nodeidx_features.shape[0]), nodeidx_features] = 1
+
+ # 边信息
+ edges_unordered = np.genfromtxt("{}{}A.txt".format(path, dataset), delimiter=",",
+ dtype=np.int32)
+
+ # 边的标签
+ edges_label = np.genfromtxt("{}{}edge_labels.txt".format(path, dataset), delimiter=",",
+ dtype=np.int32) # shape = (7442,)
+
+ # 生成邻接矩阵A，该邻接矩阵包括了数据集中所有的边
+ adj = sp.coo_matrix((edges_label, (edges_unordered[:, 0] - 1, edges_unordered[:, 1] - 1)))
+
+ # 论文里A^=(D~)^0.5 A~ (D~)^0.5这个公式
+ adj = adj + adj.T.multiply(adj.T > adj) - adj.multiply(adj.T > adj)
+
+ node_features = normalize(node_features)
+ adj = normalize(adj + sp.eye(adj.shape[0])) # 对应公式A~=A+IN
+ adj = adj.todense()
+
+ for n in range(1, length + 1):
+ # entry为第n个图的特征矩阵X
+ entry = np.zeros((max_num_nodes, max(nodeidx_features) + 1))
+ entry[:idx_map[n] - prev] = node_features[prev:idx_map[n]]
+ entry = torch.FloatTensor(entry)
+ features_list.append(entry.tolist())
+
+ # entry为第n个图的邻接矩阵A
+ entry = np.zeros((max_num_nodes, max_num_nodes))
+ entry[:idx_map[n] - prev, :idx_map[n] - prev] = adj[prev:idx_map[n], prev:idx_map[n]]
+ entry = torch.FloatTensor(entry)
+ adj_list.append(entry.tolist())
+
+ prev = idx_map[n] # prev为下个图起始结点的索引号
+
+ num_total = max(graph_idx)
+ num_train = int(split_train * num_total)
+ num_val = int((split_train + split_val) * num_total)
+
+ if (num_train == num_val or num_val == num_total):
+ return
+
+ features_list = torch.FloatTensor(features_list)
+ adj_list = torch.FloatTensor(adj_list)
+
+ idx_train = range(num_train)
+ idx_val = range(num_train, num_val)
+ idx_test = range(num_val, num_total)
+
+ idx_train = torch.LongTensor(idx_train)
+ idx_val = torch.LongTensor(idx_val)
+ idx_test = torch.LongTensor(idx_test)
+
+ # 返回值一次为 188个图的邻接矩阵列表 188个图的特征矩阵列表 188个图的label， 每个图的起始结点索引号， 训练集索引号，
+ # 验证集索引号， 测试集索引号
+ return adj_list, features_list, graph_labels, idx_map, idx_train, idx_val, idx_test
\ No newline at end of file
diff --git a/Model.py b/Model.py
new file mode 100644
index 0000000..0e3731c
--- /dev/null
+++ b/Model.py
@@ -0,0 +1,90 @@
+import math
+
+import torch
+import torch.nn as nn
+import torch.nn.functional as F
+from torch.nn.parameter import Parameter
+
+
+class GraphConvolution(nn.Module):
+ """
+ Simple GCN layer, similar to https://arxiv.org/abs/1609.02907
+ paper: Semi-Supervised Classification with Graph Convolutional Networks
+ """
+ # 模型的参数包括weight和bias
+ def __init__(self, in_features, out_features):
+ super(GraphConvolution, self).__init__()
+ self.in_features = in_features
+ self.out_features = out_features
+ self.weight = Parameter(torch.FloatTensor(in_features, out_features))
+ self.bias = Parameter(torch.FloatTensor(out_features))
+ self.reset_parameters()
+
+ # 权重初始化
+ def reset_parameters(self):
+ stdv = 1. / math.sqrt(self.weight.size(1))
+ self.weight.data.uniform_(-stdv, stdv)
+ self.bias.data.uniform_(-stdv, stdv)
+
+ # 类似于tostring
+ def __repr__(self):
+ return self.__class__.__name__ + ' (' \
+ + str(self.in_features) + ' -> ' \
+ + str(self.out_features) + ')'
+
+ # 计算A~ X W(0)
+ def forward(self, input, adj):
+ # input.shape = [max_node, features] = X
+ # adj.shape = [max_node, max_node] = A~
+ # torch.mm(a, b)是矩阵a和b矩阵相乘，torch.mul(a, b)是矩阵a和b对应位相乘，a和b的维度必须相等
+ support = torch.mm(input, self.weight)
+ output = torch.spmm(adj, support)
+ return output + self.bias
+
+
+class GCN(nn.Module):
+ # feature的个数；最终的分类数
+
+ def __init__(self, nfeat, nclass, dropout):
+ """ As per paper """
+ """ 3 layers of GCNs with output dimensions equal to 32, 48, 64 respectively and average all node features """
+ """ Final classifier with 2 fully connected layers and hidden dimension set to 32 """
+ """ Activation function - ReLu (Mutag) """
+ super(GCN, self).__init__()
+
+ self.dropout = dropout
+
+ self.gc1 = GraphConvolution(nfeat, 32)
+ self.gc2 = GraphConvolution(32, 48)
+ self.gc3 = GraphConvolution(48, 64)
+ self.fc1 = nn.Linear(64, 32)
+ self.fc2 = nn.Linear(32, nclass)
+
+ def forward(self, x, adj):
+ # x.shape = [max_node, features]
+ # adj.shape = [max_node, max_node]
+ x = F.relu(self.gc1(x, adj))
+ x = F.dropout(x, self.dropout, training=self.training)
+ x = F.relu(self.gc2(x, adj))
+ x = F.dropout(x, self.dropout, training=self.training)
+ x = F.relu(self.gc3(x, adj))
+
+
+ y = torch.mean(x, 0) # 采用mean作为聚合函数聚合所有结点的特征
+ y = F.relu(self.fc1(y))
+ y = F.dropout(y, self.dropout, training=self.training)
+ y = F.softmax(self.fc2(y), dim=0)
+
+ return y
+
+
+if __name__ == '__main__':
+ input = torch.rand(29, 7)
+ adj = torch.rand(29, 29)
+
+ model = GCN(nfeat=7, # nfeat = 7
+ nclass=2, # nclass = 7
+ dropout=0.1)
+
+ output = model(input, adj)
+ print(output.size())
\ No newline at end of file
diff --git a/TrainGenerator.py b/TrainGenerator.py
new file mode 100644
index 0000000..7549ec7
--- /dev/null
+++ b/TrainGenerator.py
@@ -0,0 +1,86 @@
+from GraphGenerator import Generator
+import copy
+
+import numpy as np
+import networkx as nx
+import matplotlib.pyplot as plt
+
+import torch
+import torch.optim as optim
+
+lr = 0.01
+b1 = 0.9
+b2 = 0.99
+hyp1 = 1
+hyp2 = 2
+max_gen_step = 10 # T = 10
+
+candidate_set = ['C.4', 'N.5', 'O.2', 'F.1', 'I.7', 'Cl.7', 'Br.5'] # C.4表明碳原子的度不超过4
+model_path = 'model/gcn_first.pth'
+
+## 训练generator
+def train_generator(c=0, max_nodes=5):
+ g.c = c
+ for i in range(max_gen_step):
+ optimizer.zero_grad()
+ G = copy.deepcopy(g.G)
+ p_start, a_start, p_end, a_end, G = g.forward(G)
+
+ Rt = g.calculate_reward(G)
+ loss = g.calculate_loss(Rt, p_start, a_start, p_end, a_end, G)
+ loss.backward()
+ optimizer.step()
+
+ if G['num_nodes'] > max_nodes:
+ g.reset_graph()
+ elif Rt > 0:
+ g.G = G
+
+
+## 生成图
+def generate_graph(c=0, max_nodes=5):
+ g.c = c
+ g.reset_graph()
+
+ for i in range(max_gen_step):
+ G = copy.deepcopy(g.G)
+ p_start, a_start, p_end, a_end, G = g.forward(G)
+ Rt = g.calculate_reward(G)
+
+ if G['num_nodes'] > max_nodes:
+ return g.G
+ elif Rt > 0:
+ g.G = G
+
+ return g.G
+
+## 画图
+def display_graph(G):
+ G_nx = nx.from_numpy_matrix(np.asmatrix(G['adj'][:G['num_nodes'], :G['num_nodes']].numpy()))
+ # nx.draw_networkx(G_nx)
+
+ layout=nx.spring_layout(G_nx)
+ nx.draw(G_nx, layout)
+
+ coloring=torch.argmax(G['feat'],1)
+ colors=['b','g','r','c','m','y','k']
+
+ for i in range(7):
+ nx.draw_networkx_nodes(G_nx,pos=layout,nodelist=[x for x in G_nx.nodes() if coloring[x]==i],node_color=colors[i])
+ nx.draw_networkx_labels(G_nx,pos=layout,labels={x:candidate_set[i].split('.')[0] for x in G_nx.nodes() if coloring[x]==i})
+ nx.draw_networkx_edges(G_nx,pos=layout,width=list(nx.get_edge_attributes(G_nx,'weight').values()))
+ nx.draw_networkx_edge_labels(G_nx,pos=layout,edge_labels=nx.get_edge_attributes(G_nx, "weight"))
+
+ plt.show()
+
+if __name__ == '__main__':
+ g = Generator(model_path = model_path, C = candidate_set, node_feature_dim=7 ,c=0, start=0)
+ optimizer = optim.Adam(g.parameters(), lr=lr, betas=(b1, b2))
+
+ for i in range(1, 10):
+ ## 生成最多分别包括i个结点的图结构
+ g.reset_graph()
+ train_generator(c=1, max_nodes=i)
+ to_display = generate_graph(c=1, max_nodes=i)
+ display_graph(to_display)
+ print(g.model(to_display['feat'], to_display['adj']))
\ No newline at end of file
diff --git a/__pycache__/GraphGenerator.cpython-38.pyc b/__pycache__/GraphGenerator.cpython-38.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..81264ac849f3079a5844bcb9dbfd5596ffba4d2a
GIT binary patch
literal 5836
zcma)AO>i7X6`uc{{nMYl$wmEXQh>AXVyKv
zwk1{+6&nIoqzDBUl2oxeCZ}+rk_yF{8~3@A#3e4=IS{_rvwxON$ZpM>*WItX-@JbB
z>(~8iwOUf}JN}EGzH!!3lz&iR{AZx>Jf8F#2ve9EDQ^B&T~(GfSC?xyQ-?JD9mDoTM8?L*5=er-JNFY
zMWt@WF3%XZp(W>K=W<-ccfd0}1fl@hkL8>1$v@h4gkc
zb|}UvgcB`l1*wl6j^bvc`g
zQS=(2FFHK*ShE$B(P8kbfT00&Jn2ykC={V~m77{m+l6(z#jfJ%-4dwLH9<{b^$Oi0
zQ+G9#YypmGH;FHS*O)H(GI*UClCPjgm3lFQX}g-_G^`1D^qLs9T1@Y^>ciH_t_7K?
zZUJ<an-#7U`JcNsN(UIxTI`5}y+h(~Zy^1+|50E8T0qaoN{z=K{
z|4z1j?zf!flg_dqvnKOJ=%k@=l7>STPo0IRnTq;;`BeB^oOCYIs~N9LS!aQT4ZjnK
z)DelpF9`txt4F+cMU>3|wUz}C)uk-Sfm6tLr*hrc|h`HOD
z1+&KMVWvl6%*ib?Q#!Oe86`fWj)L4cz>tWBU?VfAJ}b%P2t~+Kx5}YjlZUCd&e2o`
z7YgFr8}&+Nq+!(Hq^MSpEV
ztV#U-wr57;4VE$>NErM~Fyu1Jc+!7@z{i2I
zS2X^xPr#~*(Fn-9Nu|5r=kZh!i_+i!ky``ufgzxUVS=$B;V-C=u*8rt73;z?=yScmmr
zukEPNQ^5+O$L`>l4>fVR3E;M^sC0+JtSnYQ?iOl`_iPRK{H(kVieAZfKvzeK~*
z_?Dt6+x3wnjJf*asVE8jC_N2k(66p$CKFr00K$#Bndv^;%nX7Hz(lyt!!XTcEJzH)
zUgD=$@?c%9Px6P+i9bT*Q6i5KSs+p;@*oizE>D2VN-ri!bSaF}glA?R)7A4YyymUG
zdfr=o<;>ZOnYkVE1o+fI1d9{LGj*kI@~3H((?m`Z`7V)DM94NHYw$%BpTm>RgD6Hx
zokx7ke`)B)RO3rae;6_HxP~Y>cu(U5v_OL&!2m&`43y8%B9tB$3ht$KHKxufv>EpF
zU1di{SsN=G!sx;2dT?CYMs{>zY!={)8E#qPRbO?QE6NHN~zM{X$&0i7o(5n|S^wqrue$*xHW5dzf|Q@!cCYrFX44Wmj9%b_zQ-
z>JDH_wi|LA$Jb2tYOKggfQ*9z+c3U-_NF=p8AVp^7R4c^{G5UuJX4@kWiBsQkz`n>
z5FWibsdK4Yg3iS;eM?f`QeWSa)OTDa*R`B~XSY0uIj(5$X#CN9wWy|RnF{L7XOQV&
zF1d>IP2KXo`iXnUQk~RyTsHm)b?^;2dd^9i;pnn-kI~>ia^|~6#CTtOcF5A24*aqL
zt5$LyF+XvJ)T1)4F%mcnsT}OoFabJ~t9fuym;o1T!LeH*CCP)2@Ij&ynsj81dtc&r
z7sTn1k`PBbnS?ld2LRWHH8lq`{w*47U-*6pbtyeV6nkV8sEveQ_c^;4f}P{fqSqw}
z3HABR2$J?zX0tGCOU`1U@PiH445B0sGxeNn@-XUrn-faN9EYDJ?g$aWWqu!#V<0#?
z0PI5MHJVYB6+3Z?94Fik-9nl)M9aUyC9EMoSx3R0zRZz#1b!+!Awe$9^uQOKFo{1;
zncqGDZfI+k?eS{rg
zt2T6zf>!GurpSvI@
z(*@ajIdrc1QIicv9h?c47M)iplYr|vAwzEr1!12t^uHX6>tPr>e!S&~>q&k}xNC^x
zi%#E^gDD*((s3f3Ac+Mc)M+I=%sV?`!;hUd50TLzVP_8fvf1jiWUGUW_HxMYn&8Bu
zvv4lqPOuTSn#d38&KbGy52guk1R;jP2f_$jcXj_>W4}q9Yt4i#nT{FpNrw#mtn<`T
zX*j|K(U5jJhv6^#!Ij+b5_L#*IwZs++ugFtJos*9FVTmvfIjqdw=pH0f8~Y5#33>j6N5Z{g
z*3|8X{$VCBop&^}yX@D0mQRL%rQ{{Q{C|T
z5xU>fuVTDU@uV{#ieYF#XdpOH94ARz+deX8_x-^Ykc|gF$^eF#{UQovSE2PN2d3*E
zc`Vxnw^JCl7_x;dj64@Dc2_Mclq()qYUHT;_M1byE)U|k55WP>0x6JJ;I?ARiKwvf
zauC)5n9RvT-Dz~D}AS?9)O$+;&JMiZ=%i<4)NG3NB1aoEx$E+2;Yh
z$|gogK;QXybW6$9iZ!p!YumG9OEfT&M}qJTI?(67B{MWCu5#L5c^RZWLDxF5-wHi1
zD|sGJ6D%3GyLFe%-r*y`-l_F?<1eaJ4^HQ835$hMSh?gstndfQSkatw_u89AL#-qfGu6aV1SrC8)S%M=MW%8{{ihWe?x&@dhMZyo_H%c3Ec#PUv3V}c3(
zG*s*vIG>`-nc@RidCJ#p5MUlZCQeDX-|;!u9D8^_6<>nXH4=XVRRZz%-#XxPMhld)
zfB+JI!ZfMqe8YQu+xaVh=s_6UZ@Gr2V-qGKPF13&#vR5fF?ZiJEHSM612d)WFv{~d
z|G{~2^V5$G#xfhkU6mhPVxX%fFE~eKabOHCgM((#)p~O-5X}zXqeyLy;y<0eW9k~xD^@~0!=wiC!<(K
zDwZ6Aj2}rEO^r89a%J36G&XJ@)BGe=@7;nH!7%zd9_H=ZsRkW7OuJriPdAoyE*Vl)
zC7Jar$0B~-K;^KIRao#c;H%6-Ew{kCa?|8hbkm=pazkyNggepm3FR~SnjsW*(2ic=UUPtu;@`4|RHqJC~%k*Stv
z_~@t|$m}r|wSC!1(nsyG>|iG%3rksZSxc4Ak3>7=HQJmvSc5IWQWYkDf&Nb{L=Ipr
z^c4tL$2qYsI&eu}07x4T+2_@{o9^}A-@~H(e4t@o5Ip$VD*T`bZ8`Kv|nrW`x
z6PFx&_TeX4`Y4uaC)&xo$#{CzYC9^!fXZa|@N58f$uqgzS~kAQx>;s|C@0@5JPoGH
zA~+QdVo|%&li8>PZ-kErk8%}t9~c*gGj2B}D?%DF%<$~QA9hp*+!b{^EVx!?C&LzF-S51Fk$=>Fu0-(4COS3bsxDOP-5BvfxB5T=*^dC;2a0ic`nz
z8hI(-mrbm01@sP&+9fhwC&~?vADTd9ldp%dd;=3CZ3s^bvWXf`l-xwO?T=+F@^-14
zNr}+%s`KK}fs32fW>v1h;k-udx8
z`~Blim$p9pwn0$fB;E6OQ7dR&=zGkVLvdJedcV+{!zU4wVH1kOo(i;wSna9OBE(2p
zdl>Py>BV|>o&VZ(@a#cFQ(d)k{34sEn)Zw6|E;6y&z!~531x!7<_F3%p;{K6Mh@CS
zKCoG$q#C+}Ibq+Kmr*LBGOya5t7kil+WDF5-??+@t?1fdRaCYetgap7#9I!%uX!EP
z>lj}<8%L_B^*ACD*)=S8Yjc>T9P_hwT(>dpOXPh1q
z5q58A{05tgEvj|n0c^SD=*H!K)0sC^Q`ez!9c=@9Y-6_7g=T{f8H+dIlZ~sky8rk2
ziq$-PMdwvr*VSi^UfD)M+;;S;XcRqNZGr>cON(oI73W*k<;8Wqy7<`%?w9-mb_}(R
zOc-liNV%X$!&fC2&$mEf6{se8v);t4O-pTo
z+Okv=R8v#KckFZ9p(nUA+aOMo_IIAlEr(FR?(S^;$^6N@
zFQf5cr^vm#>PX2to}LXFv#pD98~q|gG@5cHd(caz7krmqEQJjVb(YScj%Ed@xd_1n$9*#8Wg<0oT4#n413HLw?{WDCH$3$Bjn(5p@2=jl|6zy
z7FH3a%*iemRQ+EC&eur-4zo3~d`d9v;$mK~8!c|iA|58A1W-#-9+{PC=Erm^#iCgB
zFE83}y$P5hfxJx6BdDT^#98UbDdkGKaFSzOOtIiezKw3X@Ri#%xj$A__uEpCw;
z7?cFOY{D?!gLs-7Uq)#^mbXZbKZ|8nWJjdxV&F|0s33V0WC1ub?4Ainlc7q+!>Pq1
z#*L@3DJf{2=CRzR1wk|($Eh%Z%E&scZR3q2bqKg$;8;^F970LJT!U0i-ht$7YL{Kw
zl#3oN3%D~*`|8k?0T4Q5-Q3iX6$vk#b$fB7CNj=D7Q2R#7!;I;RQSj=Xc1le*)&tP
zmvr7;CiCZ=2_Tq&&4j5I410^lg*ZvRZG6CbIV}#NGKE9iGZm_o=scuInYKFR5lKA!
zO8{P+pJwCVLRtZkH(vWj2&Lo_mBW`@q-H?mkga=`avN+F;NvZhdGbRv^4C=ThN_Q<
zTQ$A~X@xV^EEL==kdl0dW|7NSPb_?rFslVg7Fk%ym*U0+_6_$&nV1aY+w_Vo(4zB&
Lepn7GDB=GA9mU3X
literal 0
HcmV?d00001
diff --git a/__pycache__/Model.cpython-38.pyc b/__pycache__/Model.cpython-38.pyc
new file mode 100644
index 0000000000000000000000000000000000000000..e2fa6b792185fa23f9013d0c82d2bee73994f87d
GIT binary patch
literal 2690
zcmai0NpBQK6t1Par)TlPU;zH%T9!J^RE^z3FGF<=
z*dzO7Bu<=iN=`F5MB*ppuk$^%X-ot1J%C`s+WF&dWCQa5lZc|-&k)=MHR
z$@}$v9yCB>3kNjLRMV6#QG3eNACivege&S37R*n17x)F)6m`)MP0@PIgGIS0=jFma
z3(m;4JTpE!A^Q~0r0c|=JAk{Aj!(<_kCBQ}sio?o>iFPOq4*jYNzj>q2^#QMq(=o4
z{G}UM!V>mN62L`84ZaRu3%<2i#3F$UM>WdDM=Ba@t>xMCJQ?aZ&qlvCJQ(Y7I!L7V
zXszQV(T-GKctxDXNu)fTds|u$iaV>Tk=l-*ujFcTHF{F4Ub}hq_R7`kx3AtZI}D9S}`4-6i{M%qEb%UEo8$%Ya(i*3P&F8a843sCTCtHlaqY?~-u?R|&FC-q4QU
zEbRg>t8n+y4Z}E#br_b-I176+(nBSSvXu|@p`;jE+B#R=t+M$r$s_%f%!*u<&I=iD
zZt2o`5=TY32rH!y2eXtGJ}<38COuVy4U`My4Wv8_yBMJ`d_&$|{`StsK;?be)y2kO
zM{niXhTI+`QJif&e$?q~{E!QotPFOP1FIKc7SIHQ(0S^>Uz;w{(MP8fyfX8tOVM^Z
z&if1@gymQ$8FVTX3NN%e%BW9`Bd1(Ib0r5V3_pRz1$sqjgSzh-W$zht-!aDC
z{b%N?RVUg3Tfu^9d|3v@&40XvP(JyPz7=v8t(t+{^?P;fKkiQp^5_pFyH`Y9D(b0tuax*pb>*^w&-w4Ar
z7sCX@*9yaD!zh^svlfOT??SLJ)h6-kW90CNa&FoxU6~|ca#SVQ2+EWS<``Wp@Re|>
zWw+|C<2t6fyP!HT&=^O7yU!riz$pMKz$vfZfWR{FX+tsCB?o})Vk~C^d7QXe@fgS{
zaN-C~+S-L$+ee79wIyJC!#ltOavQ#;-EkcbgdPK{hLH@6fz%Wh9zL4)9uyv6m1m&V
zJMiGRgR4mH1L^oJg|(r4BpAT5CR9Fv0*!VUD_pq-
z(>&4@>WoOi4-1%1s?huDNTgwXy!R?ac2+SrBI!y3~WxJMm&1JDg+
zI04T%ItO(PuxX+V=H@l5+vNra;C*(r0w|8NO=TdCmR!WC-zw?D(o!-Rsul363f3*;
zR*_(gs=l*Q8D;7Q$k1DPPp8qg`VypB(CN0igg?@qW5sP^y$tGmFpDK1gtzGufFMlX
z0?1#YOKjA{h|l`WF@2^!16%bu5{$TMB8A|0Z1b%1Zj=I_7Z`0Jj})mI>^n@Dg2e@WpjE0`Ywg4YMx(Ll7lp
z7VD$cYzhd&-6
o#$gqg?l%<_-NlR+2+uBap@`eG#oNp6W#n7TqJY%z9IHY91%T6HX8-^I
literal 0
HcmV?d00001
diff --git a/check.py b/check.py
new file mode 100644
index 0000000..c117885
--- /dev/null
+++ b/check.py
@@ -0,0 +1,79 @@
+import numpy as np
+import scipy.sparse as sp
+from Load_dataset import encode_onehot, normalize
+
+import torch
+
+src_path = 'datas/MUTAG/MUTAG_{}'
+split_train=0.7
+split_val=0.15
+
+if __name__ == '__main__':
+ nodeidx_features = np.genfromtxt(src_path.format('node_labels.txt'), delimiter=",",
+ dtype=np.dtype(int))
+ node_features = np.zeros((nodeidx_features.shape[0], max(nodeidx_features) + 1))
+ node_features[np.arange(nodeidx_features.shape[0]), nodeidx_features] = 1
+
+
+ graph_labels = np.genfromtxt(src_path.format('graph_labels.txt'), dtype=np.dtype(int))
+ graph_labels = encode_onehot(graph_labels)
+ graph_labels = torch.LongTensor(np.where(graph_labels)[1])
+
+
+ graph_idx = np.genfromtxt(src_path.format('graph_indicator.txt'),dtype=np.dtype(int))
+ graph_idx = np.array(graph_idx, dtype=np.int32)
+
+
+ edges_unordered = np.genfromtxt(src_path.format('A.txt'), delimiter=",",
+ dtype=np.int32) # (7442,2)
+
+ edges_label = np.genfromtxt(src_path.format('edge_labels.txt'), delimiter=",",
+ dtype=np.int32)
+
+ # 邻接矩阵
+ adj = sp.coo_matrix((edges_label, (edges_unordered[:, 0] - 1, edges_unordered[:, 1] - 1)))
+ adj = adj + adj.T.multiply(adj.T > adj) - adj.multiply(adj.T > adj) # (3371, 3371)
+
+ idx_map = {j: i for i, j in enumerate(graph_idx)} # key, value表示第key个图的起始结点索引号为value
+ length = len(idx_map.keys()) # 总共有多少个图 , 188
+ num_nodes = [idx_map[n] - idx_map[n - 1] if n - 1 > 1 else idx_map[n] for n in range(1, length + 1)] # 一个长度188的list，表示没个图有多少个结点
+ max_num_nodes = max(num_nodes) # 最大的一个图有多少个结点 实际29
+ features_list = []
+ adj_list = []
+ prev = 0
+
+ node_features = normalize(node_features) # (3371, 7)
+ adj = normalize(adj + sp.eye(adj.shape[0]))
+ adj = adj.todense()
+
+ for n in range(1, length + 1):
+ # entry为图的特征矩阵X
+ entry = np.zeros((max_num_nodes, max(nodeidx_features) + 1))
+ entry[:idx_map[n] - prev] = node_features[prev:idx_map[n]]
+ entry = torch.FloatTensor(entry)
+ features_list.append(entry)
+
+ # entry为图的邻接矩阵A
+ entry = np.zeros((max_num_nodes, max_num_nodes))
+ entry[:idx_map[n] - prev, :idx_map[n] - prev] = adj[prev:idx_map[n], prev:idx_map[n]]
+ entry = torch.FloatTensor(entry)
+ adj_list.append(entry)
+
+ prev = idx_map[n] # prev为下个图起始结点的索引号
+
+ num_total = max(graph_idx)
+ num_train = int(split_train * num_total)
+ num_val = int((split_train + split_val) * num_total)
+
+ idx_train = range(num_train)
+ idx_val = range(num_train, num_val)
+ idx_test = range(num_val, num_total)
+
+ idx_train = torch.LongTensor(idx_train)
+ idx_val = torch.LongTensor(idx_val)
+ idx_test = torch.LongTensor(idx_test)
+
+
+ print(graph_labels[idx_train])
+ print(graph_labels[idx_val])
+
diff --git a/datas/MUTAG/MUTAG_A.txt b/datas/MUTAG/MUTAG_A.txt
new file mode 100644
index 0000000..b5cabc1
--- /dev/null
+++ b/datas/MUTAG/MUTAG_A.txt
@@ -0,0 +1,7442 @@
+2, 1
+1, 2
+3, 2
+2, 3
+4, 3
+3, 4
+5, 4
+4, 5
+6, 5
+5, 6
+6, 1
+1, 6
+7, 5
+5, 7
+8, 7
+7, 8
+9, 8
+8, 9
+10, 9
+9, 10
+10, 4
+4, 10
+11, 10
+10, 11
+12, 11
+11, 12
+13, 12
+12, 13
+14, 13
+13, 14
+14, 9
+9, 14
+15, 13
+13, 15
+16, 15
+15, 16
+17, 15
+15, 17
+19, 18
+18, 19
+20, 19
+19, 20
+21, 20
+20, 21
+22, 21
+21, 22
+23, 22
+22, 23
+24, 23
+23, 24
+25, 24
+24, 25
+25, 20
+20, 25
+26, 25
+25, 26
+27, 26
+26, 27
+27, 18
+18, 27
+28, 26
+26, 28
+29, 28
+28, 29
+30, 28
+28, 30
+32, 31
+31, 32
+33, 32
+32, 33
+34, 33
+33, 34
+35, 34
+34, 35
+36, 35
+35, 36
+37, 36
+36, 37
+38, 37
+37, 38
+38, 33
+33, 38
+39, 34
+34, 39
+40, 39
+39, 40
+40, 31
+31, 40
+41, 39
+39, 41
+42, 41
+41, 42
+43, 41
+41, 43
+45, 44
+44, 45
+46, 45
+45, 46
+47, 46
+46, 47
+48, 47
+47, 48
+49, 48
+48, 49
+49, 44
+44, 49
+50, 48
+48, 50
+51, 50
+50, 51
+52, 51
+51, 52
+53, 52
+52, 53
+54, 53
+53, 54
+55, 54
+54, 55
+55, 50
+50, 55
+56, 55
+55, 56
+56, 47
+47, 56
+57, 56
+56, 57
+58, 57
+57, 58
+59, 58
+58, 59
+59, 54
+54, 59
+60, 57
+57, 60
+61, 60
+60, 61
+62, 60
+60, 62
+64, 63
+63, 64
+65, 64
+64, 65
+66, 65
+65, 66
+67, 66
+66, 67
+68, 67
+67, 68
+68, 63
+63, 68
+69, 68
+68, 69
+70, 66
+66, 70
+71, 70
+70, 71
+72, 70
+70, 72
+73, 65
+65, 73
+75, 74
+74, 75
+76, 75
+75, 76
+77, 76
+76, 77
+78, 77
+77, 78
+79, 78
+78, 79
+80, 79
+79, 80
+81, 80
+80, 81
+81, 76
+76, 81
+82, 81
+81, 82
+83, 82
+82, 83
+83, 74
+74, 83
+84, 83
+83, 84
+85, 84
+84, 85
+86, 85
+85, 86
+87, 86
+86, 87
+87, 82
+82, 87
+88, 87
+87, 88
+89, 88
+88, 89
+89, 80
+80, 89
+90, 86
+86, 90
+91, 90
+90, 91
+92, 90
+90, 92
+93, 84
+84, 93
+94, 93
+93, 94
+95, 93
+93, 95
+96, 79
+79, 96
+97, 96
+96, 97
+98, 96
+96, 98
+99, 77
+77, 99
+100, 99
+99, 100
+101, 99
+99, 101
+103, 102
+102, 103
+104, 103
+103, 104
+105, 104
+104, 105
+106, 105
+105, 106
+107, 106
+106, 107
+108, 107
+107, 108
+108, 103
+103, 108
+109, 108
+108, 109
+110, 109
+109, 110
+111, 109
+109, 111
+112, 105
+105, 112
+113, 112
+112, 113
+114, 113
+113, 114
+115, 114
+114, 115
+116, 115
+115, 116
+117, 116
+116, 117
+117, 112
+112, 117
+119, 118
+118, 119
+120, 119
+119, 120
+121, 119
+119, 121
+122, 121
+121, 122
+123, 122
+122, 123
+124, 123
+123, 124
+125, 124
+124, 125
+126, 125
+125, 126
+127, 126
+126, 127
+127, 122
+122, 127
+128, 126
+126, 128
+129, 128
+128, 129
+130, 129
+129, 130
+130, 125
+125, 130
+131, 130
+130, 131
+132, 131
+131, 132
+133, 132
+132, 133
+134, 133
+133, 134
+134, 129
+129, 134
+135, 133
+133, 135
+136, 135
+135, 136
+137, 135
+135, 137
+139, 138
+138, 139
+140, 139
+139, 140
+141, 140
+140, 141
+142, 141
+141, 142
+143, 142
+142, 143
+144, 143
+143, 144
+144, 140
+140, 144
+145, 144
+144, 145
+146, 145
+145, 146
+146, 138
+138, 146
+147, 146
+146, 147
+148, 147
+147, 148
+149, 147
+147, 149
+151, 150
+150, 151
+152, 151
+151, 152
+153, 152
+152, 153
+154, 153
+153, 154
+155, 154
+154, 155
+156, 155
+155, 156
+156, 151
+151, 156
+157, 155
+155, 157
+158, 157
+157, 158
+159, 158
+158, 159
+159, 154
+154, 159
+160, 159
+159, 160
+161, 160
+160, 161
+162, 161
+161, 162
+163, 162
+162, 163
+163, 158
+158, 163
+164, 162
+162, 164
+165, 164
+164, 165
+166, 164
+164, 166
+168, 167
+167, 168
+169, 168
+168, 169
+170, 169
+169, 170
+171, 170
+170, 171
+172, 171
+171, 172
+172, 167
+167, 172
+173, 171
+171, 173
+174, 173
+173, 174
+175, 174
+174, 175
+176, 175
+175, 176
+176, 170
+170, 176
+177, 176
+176, 177
+178, 177
+177, 178
+179, 178
+178, 179
+180, 179
+179, 180
+180, 175
+175, 180
+181, 174
+174, 181
+182, 181
+181, 182
+183, 181
+181, 183
+185, 184
+184, 185
+186, 185
+185, 186
+187, 186
+186, 187
+188, 187
+187, 188
+189, 188
+188, 189
+190, 189
+189, 190
+191, 190
+190, 191
+191, 186
+186, 191
+192, 191
+191, 192
+193, 192
+192, 193
+193, 184
+184, 193
+194, 193
+193, 194
+195, 194
+194, 195
+196, 195
+195, 196
+197, 196
+196, 197
+197, 192
+192, 197
+198, 197
+197, 198
+199, 198
+198, 199
+199, 190
+190, 199
+200, 196
+196, 200
+201, 189
+189, 201
+202, 201
+201, 202
+203, 201
+201, 203
+205, 204
+204, 205
+206, 205
+205, 206
+207, 206
+206, 207
+208, 207
+207, 208
+209, 208
+208, 209
+209, 204
+204, 209
+210, 208
+208, 210
+211, 210
+210, 211
+212, 211
+211, 212
+213, 212
+212, 213
+214, 213
+213, 214
+215, 214
+214, 215
+215, 210
+210, 215
+216, 215
+215, 216
+216, 207
+207, 216
+217, 216
+216, 217
+218, 217
+217, 218
+219, 218
+218, 219
+219, 214
+214, 219
+220, 218
+218, 220
+221, 220
+220, 221
+222, 220
+220, 222
+223, 213
+213, 223
+224, 223
+223, 224
+225, 223
+223, 225
+227, 226
+226, 227
+228, 227
+227, 228
+229, 228
+228, 229
+230, 229
+229, 230
+231, 230
+230, 231
+232, 231
+231, 232
+233, 232
+232, 233
+233, 228
+228, 233
+234, 233
+233, 234
+235, 234
+234, 235
+235, 227
+227, 235
+236, 230
+230, 236
+237, 236
+236, 237
+238, 236
+236, 238
+240, 239
+239, 240
+241, 240
+240, 241
+242, 241
+241, 242
+243, 242
+242, 243
+244, 243
+243, 244
+245, 244
+244, 245
+246, 245
+245, 246
+247, 246
+246, 247
+248, 247
+247, 248
+249, 248
+248, 249
+249, 244
+244, 249
+250, 249
+249, 250
+250, 241
+241, 250
+251, 250
+250, 251
+252, 251
+251, 252
+252, 239
+239, 252
+253, 251
+251, 253
+254, 253
+253, 254
+254, 248
+248, 254
+255, 247
+247, 255
+256, 255
+255, 256
+257, 255
+255, 257
+259, 258
+258, 259
+260, 259
+259, 260
+261, 260
+260, 261
+262, 261
+261, 262
+263, 262
+262, 263
+263, 258
+258, 263
+264, 262
+262, 264
+265, 264
+264, 265
+266, 265
+265, 266
+267, 266
+266, 267
+268, 267
+267, 268
+269, 268
+268, 269
+269, 264
+264, 269
+270, 269
+269, 270
+270, 261
+261, 270
+271, 270
+270, 271
+272, 271
+271, 272
+273, 272
+272, 273
+273, 268
+268, 273
+274, 273
+273, 274
+275, 274
+274, 275
+276, 274
+274, 276
+277, 267
+267, 277
+278, 277
+277, 278
+279, 277
+277, 279
+281, 280
+280, 281
+282, 281
+281, 282
+283, 282
+282, 283
+284, 283
+283, 284
+285, 284
+284, 285
+285, 280
+280, 285
+286, 284
+284, 286
+287, 283
+283, 287
+288, 287
+287, 288
+289, 287
+287, 289
+290, 282
+282, 290
+292, 291
+291, 292
+293, 292
+292, 293
+294, 293
+293, 294
+295, 294
+294, 295
+296, 295
+295, 296
+296, 291
+291, 296
+297, 295
+295, 297
+298, 297
+297, 298
+299, 298
+298, 299
+300, 299
+299, 300
+301, 300
+300, 301
+302, 301
+301, 302
+302, 297
+297, 302
+303, 302
+302, 303
+303, 294
+294, 303
+304, 303
+303, 304
+305, 299
+299, 305
+306, 305
+305, 306
+307, 305
+305, 307
+309, 308
+308, 309
+310, 309
+309, 310
+311, 310
+310, 311
+312, 311
+311, 312
+313, 312
+312, 313
+314, 313
+313, 314
+315, 314
+314, 315
+315, 310
+310, 315
+316, 315
+315, 316
+317, 316
+316, 317
+317, 308
+308, 317
+318, 312
+312, 318
+319, 318
+318, 319
+320, 318
+318, 320
+322, 321
+321, 322
+323, 322
+322, 323
+324, 323
+323, 324
+325, 324
+324, 325
+326, 325
+325, 326
+326, 321
+321, 326
+327, 326
+326, 327
+328, 327
+327, 328
+329, 324
+324, 329
+330, 329
+329, 330
+331, 330
+330, 331
+331, 323
+323, 331
+332, 331
+331, 332
+333, 332
+332, 333
+334, 333
+333, 334
+335, 334
+334, 335
+335, 330
+330, 335
+336, 334
+334, 336
+337, 336
+336, 337
+338, 336
+336, 338
+340, 339
+339, 340
+341, 340
+340, 341
+342, 341
+341, 342
+343, 342
+342, 343
+344, 343
+343, 344
+344, 339
+339, 344
+345, 343
+343, 345
+346, 345
+345, 346
+347, 345
+345, 347
+348, 341
+341, 348
+349, 348
+348, 349
+350, 349
+349, 350
+351, 350
+350, 351
+352, 351
+351, 352
+353, 352
+352, 353
+353, 348
+348, 353
+354, 351
+351, 354
+355, 354
+354, 355
+356, 354
+354, 356
+358, 357
+357, 358
+359, 358
+358, 359
+360, 359
+359, 360
+361, 360
+360, 361
+362, 361
+361, 362
+362, 357
+357, 362
+363, 362
+362, 363
+364, 363
+363, 364
+365, 363
+363, 365
+366, 360
+360, 366
+367, 366
+366, 367
+368, 367
+367, 368
+368, 359
+359, 368
+369, 368
+368, 369
+370, 369
+369, 370
+371, 370
+370, 371
+372, 371
+371, 372
+372, 367
+367, 372
+373, 371
+371, 373
+375, 374
+374, 375
+376, 375
+375, 376
+377, 376
+376, 377
+378, 377
+377, 378
+379, 378
+378, 379
+379, 374
+374, 379
+380, 378
+378, 380
+381, 380
+380, 381
+382, 381
+381, 382
+383, 382
+382, 383
+383, 377
+377, 383
+384, 383
+383, 384
+385, 384
+384, 385
+386, 385
+385, 386
+387, 386
+386, 387
+388, 387
+387, 388
+389, 388
+388, 389
+390, 389
+389, 390
+390, 385
+385, 390
+391, 390
+390, 391
+391, 382
+382, 391
+392, 391
+391, 392
+393, 392
+392, 393
+393, 389
+389, 393
+394, 393
+393, 394
+395, 394
+394, 395
+396, 394
+394, 396
+398, 397
+397, 398
+399, 398
+398, 399
+400, 399
+399, 400
+401, 400
+400, 401
+402, 401
+401, 402
+403, 402
+402, 403
+404, 403
+403, 404
+405, 404
+404, 405
+406, 405
+405, 406
+407, 406
+406, 407
+408, 407
+407, 408
+409, 408
+408, 409
+410, 409
+409, 410
+411, 410
+410, 411
+412, 411
+411, 412
+413, 412
+412, 413
+414, 413
+413, 414
+414, 397
+397, 414
+415, 414
+414, 415
+416, 415
+415, 416
+416, 399
+399, 416
+417, 416
+416, 417
+417, 402
+402, 417
+418, 417
+417, 418
+418, 405
+405, 418
+419, 418
+418, 419
+419, 408
+408, 419
+420, 419
+419, 420
+420, 411
+411, 420
+420, 415
+415, 420
+421, 406
+406, 421
+422, 421
+421, 422
+423, 421
+421, 423
+425, 424
+424, 425
+426, 425
+425, 426
+427, 426
+426, 427
+428, 427
+427, 428
+429, 428
+428, 429
+429, 424
+424, 429
+430, 429
+429, 430
+431, 430
+430, 431
+432, 430
+430, 432
+433, 427
+427, 433
+434, 433
+433, 434
+435, 434
+434, 435
+435, 426
+426, 435
+436, 435
+435, 436
+437, 436
+436, 437
+438, 437
+437, 438
+439, 438
+438, 439
+439, 434
+434, 439
+440, 438
+438, 440
+442, 441
+441, 442
+443, 442
+442, 443
+444, 443
+443, 444
+445, 444
+444, 445
+446, 445
+445, 446
+446, 441
+441, 446
+447, 446
+446, 447
+448, 447
+447, 448
+449, 447
+447, 449
+450, 444
+444, 450
+451, 450
+450, 451
+452, 450
+450, 452
+453, 443
+443, 453
+455, 454
+454, 455
+456, 455
+455, 456
+457, 456
+456, 457
+458, 457
+457, 458
+459, 458
+458, 459
+459, 454
+454, 459
+460, 458
+458, 460
+461, 460
+460, 461
+462, 461
+461, 462
+463, 462
+462, 463
+464, 463
+463, 464
+465, 464
+464, 465
+466, 465
+465, 466
+467, 466
+466, 467
+468, 467
+467, 468
+469, 468
+468, 469
+469, 464
+464, 469
+470, 469
+469, 470
+470, 461
+461, 470
+471, 470
+470, 471
+471, 457
+457, 471
+472, 471
+471, 472
+473, 472
+472, 473
+473, 468
+468, 473
+474, 467
+467, 474
+475, 474
+474, 475
+476, 474
+474, 476
+478, 477
+477, 478
+479, 478
+478, 479
+480, 479
+479, 480
+481, 480
+480, 481
+482, 481
+481, 482
+482, 477
+477, 482
+483, 482
+482, 483
+484, 483
+483, 484
+485, 483
+483, 485
+486, 480
+480, 486
+487, 486
+486, 487
+488, 487
+487, 488
+488, 479
+479, 488
+489, 488
+488, 489
+490, 489
+489, 490
+491, 490
+490, 491
+492, 491
+491, 492
+492, 487
+487, 492
+493, 491
+491, 493
+495, 494
+494, 495
+496, 495
+495, 496
+497, 496
+496, 497
+498, 497
+497, 498
+499, 498
+498, 499
+499, 494
+494, 499
+500, 499
+499, 500
+501, 500
+500, 501
+502, 500
+500, 502
+503, 497
+497, 503
+504, 503
+503, 504
+505, 503
+503, 505
+506, 505
+505, 506
+506, 496
+496, 506
+507, 506
+506, 507
+508, 507
+507, 508
+509, 508
+508, 509
+510, 509
+509, 510
+510, 505
+505, 510
+511, 509
+509, 511
+512, 511
+511, 512
+513, 511
+511, 513
+514, 507
+507, 514
+515, 514
+514, 515
+516, 514
+514, 516
+518, 517
+517, 518
+519, 518
+518, 519
+520, 519
+519, 520
+521, 520
+520, 521
+522, 521
+521, 522
+523, 522
+522, 523
+524, 523
+523, 524
+525, 524
+524, 525
+526, 525
+525, 526
+527, 526
+526, 527
+528, 527
+527, 528
+528, 523
+523, 528
+529, 528
+528, 529
+530, 529
+529, 530
+531, 530
+530, 531
+531, 522
+522, 531
+532, 531
+531, 532
+533, 532
+532, 533
+533, 520
+520, 533
+534, 533
+533, 534
+534, 517
+517, 534
+535, 529
+529, 535
+536, 535
+535, 536
+536, 527
+527, 536
+537, 536
+536, 537
+538, 537
+537, 538
+539, 537
+537, 539
+541, 540
+540, 541
+542, 541
+541, 542
+543, 542
+542, 543
+544, 543
+543, 544
+545, 544
+544, 545
+545, 540
+540, 545
+546, 544
+544, 546
+547, 546
+546, 547
+548, 547
+547, 548
+549, 548
+548, 549
+550, 549
+549, 550
+551, 550
+550, 551
+551, 546
+546, 551
+552, 551
+551, 552
+552, 543
+543, 552
+553, 552
+552, 553
+554, 553
+553, 554
+555, 554
+554, 555
+555, 550
+550, 555
+556, 554
+554, 556
+557, 556
+556, 557
+558, 556
+556, 558
+559, 553
+553, 559
+560, 559
+559, 560
+561, 559
+559, 561
+563, 562
+562, 563
+564, 563
+563, 564
+565, 564
+564, 565
+566, 565
+565, 566
+567, 566
+566, 567
+567, 562
+562, 567
+568, 567
+567, 568
+569, 568
+568, 569
+570, 569
+569, 570
+571, 570
+570, 571
+572, 571
+571, 572
+573, 572
+572, 573
+573, 568
+568, 573
+574, 573
+573, 574
+575, 574
+574, 575
+576, 574
+574, 576
+577, 571
+571, 577
+578, 577
+577, 578
+579, 577
+577, 579
+580, 565
+565, 580
+581, 580
+580, 581
+582, 580
+580, 582
+583, 564
+564, 583
+584, 583
+583, 584
+585, 583
+583, 585
+587, 586
+586, 587
+588, 587
+587, 588
+589, 588
+588, 589
+590, 589
+589, 590
+591, 590
+590, 591
+591, 586
+586, 591
+592, 591
+591, 592
+593, 592
+592, 593
+594, 593
+593, 594
+595, 593
+593, 595
+596, 595
+595, 596
+597, 595
+595, 597
+598, 595
+595, 598
+599, 589
+589, 599
+600, 599
+599, 600
+601, 600
+600, 601
+601, 588
+588, 601
+602, 601
+601, 602
+603, 602
+602, 603
+604, 603
+603, 604
+605, 604
+604, 605
+605, 600
+600, 605
+606, 604
+604, 606
+607, 606
+606, 607
+608, 606
+606, 608
+610, 609
+609, 610
+611, 610
+610, 611
+612, 611
+611, 612
+613, 612
+612, 613
+614, 613
+613, 614
+615, 614
+614, 615
+616, 615
+615, 616
+617, 616
+616, 617
+617, 612
+612, 617
+618, 617
+617, 618
+618, 609
+609, 618
+619, 614
+614, 619
+620, 619
+619, 620
+621, 619
+619, 621
+623, 622
+622, 623
+624, 623
+623, 624
+625, 624
+624, 625
+626, 625
+625, 626
+627, 626
+626, 627
+627, 622
+622, 627
+628, 627
+627, 628
+629, 625
+625, 629
+630, 629
+629, 630
+631, 630
+630, 631
+631, 624
+624, 631
+632, 631
+631, 632
+633, 632
+632, 633
+634, 633
+633, 634
+635, 634
+634, 635
+635, 630
+630, 635
+636, 634
+634, 636
+637, 636
+636, 637
+638, 636
+636, 638
+640, 639
+639, 640
+641, 640
+640, 641
+642, 641
+641, 642
+643, 642
+642, 643
+644, 643
+643, 644
+645, 644
+644, 645
+646, 645
+645, 646
+647, 646
+646, 647
+647, 642
+642, 647
+648, 647
+647, 648
+649, 648
+648, 649
+649, 640
+640, 649
+650, 649
+649, 650
+651, 650
+650, 651
+652, 650
+650, 652
+654, 653
+653, 654
+655, 654
+654, 655
+656, 655
+655, 656
+657, 656
+656, 657
+658, 657
+657, 658
+658, 653
+653, 658
+659, 656
+656, 659
+660, 659
+659, 660
+661, 660
+660, 661
+662, 661
+661, 662
+663, 662
+662, 663
+664, 663
+663, 664
+665, 664
+664, 665
+666, 665
+665, 666
+666, 661
+661, 666
+667, 664
+664, 667
+668, 667
+667, 668
+669, 667
+667, 669
+671, 670
+670, 671
+672, 671
+671, 672
+673, 672
+672, 673
+674, 673
+673, 674
+675, 674
+674, 675
+675, 670
+670, 675
+676, 673
+673, 676
+677, 676
+676, 677
+678, 677
+677, 678
+679, 678
+678, 679
+680, 679
+679, 680
+681, 680
+680, 681
+681, 676
+676, 681
+682, 679
+679, 682
+683, 682
+682, 683
+684, 682
+682, 684
+686, 685
+685, 686
+687, 686
+686, 687
+688, 687
+687, 688
+689, 688
+688, 689
+690, 689
+689, 690
+691, 690
+690, 691
+692, 691
+691, 692
+693, 692
+692, 693
+694, 693
+693, 694
+694, 689
+689, 694
+695, 694
+694, 695
+696, 695
+695, 696
+696, 687
+687, 696
+697, 695
+695, 697
+698, 697
+697, 698
+699, 697
+697, 699
+701, 700
+700, 701
+702, 701
+701, 702
+703, 702
+702, 703
+704, 703
+703, 704
+705, 704
+704, 705
+705, 700
+700, 705
+706, 704
+704, 706
+707, 706
+706, 707
+708, 707
+707, 708
+709, 708
+708, 709
+709, 703
+703, 709
+710, 709
+709, 710
+711, 710
+710, 711
+712, 710
+710, 712
+714, 713
+713, 714
+715, 714
+714, 715
+716, 715
+715, 716
+717, 716
+716, 717
+718, 717
+717, 718
+718, 713
+713, 718
+719, 718
+718, 719
+720, 719
+719, 720
+721, 719
+719, 721
+722, 716
+716, 722
+723, 722
+722, 723
+724, 723
+723, 724
+724, 715
+715, 724
+725, 724
+724, 725
+726, 725
+725, 726
+727, 726
+726, 727
+728, 727
+727, 728
+728, 723
+723, 728
+729, 727
+727, 729
+731, 730
+730, 731
+732, 731
+731, 732
+733, 732
+732, 733
+734, 733
+733, 734
+735, 734
+734, 735
+736, 735
+735, 736
+737, 736
+736, 737
+738, 737
+737, 738
+738, 733
+733, 738
+739, 738
+738, 739
+739, 731
+731, 739
+740, 735
+735, 740
+741, 740
+740, 741
+742, 740
+740, 742
+744, 743
+743, 744
+745, 744
+744, 745
+746, 745
+745, 746
+747, 746
+746, 747
+748, 747
+747, 748
+748, 743
+743, 748
+749, 747
+747, 749
+750, 749
+749, 750
+751, 750
+750, 751
+752, 751
+751, 752
+753, 752
+752, 753
+754, 753
+753, 754
+754, 749
+749, 754
+755, 754
+754, 755
+755, 746
+746, 755
+756, 755
+755, 756
+757, 756
+756, 757
+758, 757
+757, 758
+758, 753
+753, 758
+759, 757
+757, 759
+760, 759
+759, 760
+761, 759
+759, 761
+763, 762
+762, 763
+764, 763
+763, 764
+765, 764
+764, 765
+766, 765
+765, 766
+767, 766
+766, 767
+767, 762
+762, 767
+768, 766
+766, 768
+769, 768
+768, 769
+770, 769
+769, 770
+771, 770
+770, 771
+771, 765
+765, 771
+772, 771
+771, 772
+773, 772
+772, 773
+774, 773
+773, 774
+775, 774
+774, 775
+775, 770
+770, 775
+776, 774
+774, 776
+777, 776
+776, 777
+778, 776
+776, 778
+780, 779
+779, 780
+781, 780
+780, 781
+782, 781
+781, 782
+783, 782
+782, 783
+784, 783
+783, 784
+784, 779
+779, 784
+785, 784
+784, 785
+786, 785
+785, 786
+787, 785
+785, 787
+788, 781
+781, 788
+789, 788
+788, 789
+790, 788
+788, 790
+792, 791
+791, 792
+793, 792
+792, 793
+794, 793
+793, 794
+795, 794
+794, 795
+796, 795
+795, 796
+797, 796
+796, 797
+798, 797
+797, 798
+798, 793
+793, 798
+799, 798
+798, 799
+800, 799
+799, 800
+800, 791
+791, 800
+801, 800
+800, 801
+802, 801
+801, 802
+803, 802
+802, 803
+804, 803
+803, 804
+804, 799
+799, 804
+805, 804
+804, 805
+806, 805
+805, 806
+806, 797
+797, 806
+807, 803
+803, 807
+808, 807
+807, 808
+809, 807
+807, 809
+810, 796
+796, 810
+811, 810
+810, 811
+812, 811
+811, 812
+813, 812
+812, 813
+813, 795
+795, 813
+815, 814
+814, 815
+816, 815
+815, 816
+817, 816
+816, 817
+818, 817
+817, 818
+819, 818
+818, 819
+819, 814
+814, 819
+820, 819
+819, 820
+821, 820
+820, 821
+822, 821
+821, 822
+823, 822
+822, 823
+823, 818
+818, 823
+824, 823
+823, 824
+825, 824
+824, 825
+826, 825
+825, 826
+827, 826
+826, 827
+827, 822
+822, 827
+828, 826
+826, 828
+829, 828
+828, 829
+830, 828
+828, 830
+831, 824
+824, 831
+832, 831
+831, 832
+832, 817
+817, 832
+833, 815
+815, 833
+834, 833
+833, 834
+835, 833
+833, 835
+837, 836
+836, 837
+838, 837
+837, 838
+839, 838
+838, 839
+840, 839
+839, 840
+841, 840
+840, 841
+842, 841
+841, 842
+843, 842
+842, 843
+844, 843
+843, 844
+845, 844
+844, 845
+846, 845
+845, 846
+846, 841
+841, 846
+847, 846
+846, 847
+848, 847
+847, 848
+848, 839
+839, 848
+849, 848
+848, 849
+849, 836
+836, 849
+850, 843
+843, 850
+851, 850
+850, 851
+852, 850
+850, 852
+854, 853
+853, 854
+855, 854
+854, 855
+856, 855
+855, 856
+857, 856
+856, 857
+858, 857
+857, 858
+858, 853
+853, 858
+859, 858
+858, 859
+860, 859
+859, 860
+861, 859
+859, 861
+862, 856
+856, 862
+863, 862
+862, 863
+864, 863
+863, 864
+865, 864
+864, 865
+866, 865
+865, 866
+867, 866
+866, 867
+868, 867
+867, 868
+868, 863
+863, 868
+869, 868
+868, 869
+869, 855
+855, 869
+870, 865
+865, 870
+871, 870
+870, 871
+872, 870
+870, 872
+874, 873
+873, 874
+875, 874
+874, 875
+876, 875
+875, 876
+877, 876
+876, 877
+878, 877
+877, 878
+879, 878
+878, 879
+880, 879
+879, 880
+880, 875
+875, 880
+881, 880
+880, 881
+882, 881
+881, 882
+883, 881
+881, 883
+884, 876
+876, 884
+885, 884
+884, 885
+885, 873
+873, 885
+886, 884
+884, 886
+887, 886
+886, 887
+888, 886
+886, 888
+890, 889
+889, 890
+891, 890
+890, 891
+892, 891
+891, 892
+893, 892
+892, 893
+894, 893
+893, 894
+895, 894
+894, 895
+896, 895
+895, 896
+896, 891
+891, 896
+897, 896
+896, 897
+898, 897
+897, 898
+898, 889
+889, 898
+899, 898
+898, 899
+900, 899
+899, 900
+901, 900
+900, 901
+902, 901
+901, 902
+902, 897
+897, 902
+903, 902
+902, 903
+904, 903
+903, 904
+904, 895
+895, 904
+905, 904
+904, 905
+906, 905
+905, 906
+907, 906
+906, 907
+908, 907
+907, 908
+908, 903
+903, 908
+909, 901
+901, 909
+910, 909
+909, 910
+911, 909
+909, 911
+912, 892
+892, 912
+913, 912
+912, 913
+914, 912
+912, 914
+916, 915
+915, 916
+917, 916
+916, 917
+918, 917
+917, 918
+919, 918
+918, 919
+920, 919
+919, 920
+921, 920
+920, 921
+922, 921
+921, 922
+923, 922
+922, 923
+924, 923
+923, 924
+925, 924
+924, 925
+925, 920
+920, 925
+926, 925
+925, 926
+926, 917
+917, 926
+927, 926
+926, 927
+928, 927
+927, 928
+928, 915
+915, 928
+929, 927
+927, 929
+930, 929
+929, 930
+930, 924
+924, 930
+931, 930
+930, 931
+932, 931
+931, 932
+933, 932
+932, 933
+934, 933
+933, 934
+934, 929
+929, 934
+935, 923
+923, 935
+936, 935
+935, 936
+937, 935
+935, 937
+938, 921
+921, 938
+939, 938
+938, 939
+940, 938
+938, 940
+942, 941
+941, 942
+943, 942
+942, 943
+944, 943
+943, 944
+945, 944
+944, 945
+946, 945
+945, 946
+946, 941
+941, 946
+947, 946
+946, 947
+948, 947
+947, 948
+949, 947
+947, 949
+950, 944
+944, 950
+951, 950
+950, 951
+952, 951
+951, 952
+952, 943
+943, 952
+953, 952
+952, 953
+954, 953
+953, 954
+955, 954
+954, 955
+956, 955
+955, 956
+956, 951
+951, 956
+957, 955
+955, 957
+958, 957
+957, 958
+959, 957
+957, 959
+961, 960
+960, 961
+962, 961
+961, 962
+963, 962
+962, 963
+964, 963
+963, 964
+965, 964
+964, 965
+965, 960
+960, 965
+966, 965
+965, 966
+967, 966
+966, 967
+968, 966
+966, 968
+969, 963
+963, 969
+970, 969
+969, 970
+971, 970
+970, 971
+972, 971
+971, 972
+973, 972
+972, 973
+974, 973
+973, 974
+975, 974
+974, 975
+975, 970
+970, 975
+976, 975
+975, 976
+976, 962
+962, 976
+977, 973
+973, 977
+978, 972
+972, 978
+980, 979
+979, 980
+981, 980
+980, 981
+982, 981
+981, 982
+983, 982
+982, 983
+984, 983
+983, 984
+985, 984
+984, 985
+986, 985
+985, 986
+986, 981
+981, 986
+987, 986
+986, 987
+988, 987
+987, 988
+989, 988
+988, 989
+989, 980
+980, 989
+990, 989
+989, 990
+991, 990
+990, 991
+992, 990
+990, 992
+994, 993
+993, 994
+995, 994
+994, 995
+996, 995
+995, 996
+997, 996
+996, 997
+998, 997
+997, 998
+998, 993
+993, 998
+999, 997
+997, 999
+1000, 999
+999, 1000
+1001, 1000
+1000, 1001
+1002, 1001
+1001, 1002
+1003, 1002
+1002, 1003
+1004, 1003
+1003, 1004
+1005, 1004
+1004, 1005
+1005, 1000
+1000, 1005
+1006, 1005
+1005, 1006
+1006, 996
+996, 1006
+1007, 1003
+1003, 1007
+1008, 1007
+1007, 1008
+1009, 1007
+1007, 1009
+1011, 1010
+1010, 1011
+1012, 1011
+1011, 1012
+1013, 1012
+1012, 1013
+1014, 1013
+1013, 1014
+1015, 1014
+1014, 1015
+1015, 1010
+1010, 1015
+1016, 1015
+1015, 1016
+1017, 1016
+1016, 1017
+1018, 1017
+1017, 1018
+1019, 1018
+1018, 1019
+1020, 1019
+1019, 1020
+1021, 1020
+1020, 1021
+1021, 1016
+1016, 1021
+1022, 1021
+1021, 1022
+1023, 1022
+1022, 1023
+1024, 1022
+1022, 1024
+1025, 1019
+1019, 1025
+1026, 1025
+1025, 1026
+1027, 1025
+1025, 1027
+1028, 1012
+1012, 1028
+1029, 1028
+1028, 1029
+1030, 1028
+1028, 1030
+1032, 1031
+1031, 1032
+1033, 1032
+1032, 1033
+1034, 1033
+1033, 1034
+1035, 1034
+1034, 1035
+1036, 1035
+1035, 1036
+1037, 1036
+1036, 1037
+1038, 1037
+1037, 1038
+1039, 1038
+1038, 1039
+1039, 1034
+1034, 1039
+1040, 1039
+1039, 1040
+1040, 1031
+1031, 1040
+1041, 1040
+1040, 1041
+1042, 1041
+1041, 1042
+1043, 1042
+1042, 1043
+1043, 1038
+1038, 1043
+1044, 1043
+1043, 1044
+1045, 1044
+1044, 1045
+1046, 1044
+1044, 1046
+1047, 1035
+1035, 1047
+1048, 1047
+1047, 1048
+1049, 1048
+1048, 1049
+1049, 1033
+1033, 1049
+1050, 1049
+1049, 1050
+1051, 1050
+1050, 1051
+1052, 1051
+1051, 1052
+1053, 1052
+1052, 1053
+1053, 1048
+1048, 1053
+1054, 1051
+1051, 1054
+1055, 1050
+1050, 1055
+1057, 1056
+1056, 1057
+1058, 1057
+1057, 1058
+1059, 1058
+1058, 1059
+1060, 1059
+1059, 1060
+1061, 1060
+1060, 1061
+1061, 1056
+1056, 1061
+1062, 1060
+1060, 1062
+1063, 1062
+1062, 1063
+1064, 1063
+1063, 1064
+1065, 1064
+1064, 1065
+1065, 1059
+1059, 1065
+1066, 1065
+1065, 1066
+1067, 1066
+1066, 1067
+1068, 1067
+1067, 1068
+1069, 1068
+1068, 1069
+1069, 1064
+1064, 1069
+1070, 1068
+1068, 1070
+1071, 1070
+1070, 1071
+1072, 1071
+1071, 1072
+1073, 1072
+1072, 1073
+1073, 1067
+1067, 1073
+1074, 1073
+1073, 1074
+1075, 1074
+1074, 1075
+1075, 1066
+1066, 1075
+1076, 1074
+1074, 1076
+1077, 1076
+1076, 1077
+1078, 1076
+1076, 1078
+1080, 1079
+1079, 1080
+1081, 1080
+1080, 1081
+1082, 1081
+1081, 1082
+1083, 1082
+1082, 1083
+1084, 1083
+1083, 1084
+1085, 1084
+1084, 1085
+1086, 1085
+1085, 1086
+1086, 1081
+1081, 1086
+1087, 1086
+1086, 1087
+1088, 1087
+1087, 1088
+1088, 1079
+1079, 1088
+1089, 1087
+1087, 1089
+1090, 1089
+1089, 1090
+1091, 1089
+1089, 1091
+1092, 1085
+1085, 1092
+1093, 1092
+1092, 1093
+1094, 1092
+1092, 1094
+1095, 1083
+1083, 1095
+1096, 1095
+1095, 1096
+1097, 1095
+1095, 1097
+1099, 1098
+1098, 1099
+1100, 1099
+1099, 1100
+1101, 1100
+1100, 1101
+1102, 1101
+1101, 1102
+1103, 1102
+1102, 1103
+1103, 1098
+1098, 1103
+1104, 1103
+1103, 1104
+1105, 1104
+1104, 1105
+1106, 1104
+1104, 1106
+1107, 1101
+1101, 1107
+1108, 1107
+1107, 1108
+1109, 1108
+1108, 1109
+1109, 1100
+1100, 1109
+1110, 1109
+1109, 1110
+1111, 1110
+1110, 1111
+1112, 1111
+1111, 1112
+1113, 1112
+1112, 1113
+1113, 1108
+1108, 1113
+1114, 1112
+1112, 1114
+1116, 1115
+1115, 1116
+1117, 1116
+1116, 1117
+1118, 1117
+1117, 1118
+1119, 1118
+1118, 1119
+1120, 1119
+1119, 1120
+1120, 1115
+1115, 1120
+1121, 1120
+1120, 1121
+1122, 1121
+1121, 1122
+1123, 1121
+1121, 1123
+1124, 1118
+1118, 1124
+1125, 1117
+1117, 1125
+1127, 1126
+1126, 1127
+1128, 1127
+1127, 1128
+1129, 1128
+1128, 1129
+1130, 1129
+1129, 1130
+1130, 1126
+1126, 1130
+1131, 1130
+1130, 1131
+1132, 1131
+1131, 1132
+1133, 1132
+1132, 1133
+1134, 1133
+1133, 1134
+1135, 1133
+1133, 1135
+1136, 1135
+1135, 1136
+1137, 1136
+1136, 1137
+1138, 1137
+1137, 1138
+1139, 1138
+1138, 1139
+1140, 1139
+1139, 1140
+1141, 1140
+1140, 1141
+1142, 1141
+1141, 1142
+1142, 1138
+1138, 1142
+1143, 1141
+1141, 1143
+1144, 1143
+1143, 1144
+1145, 1143
+1143, 1145
+1146, 1128
+1128, 1146
+1147, 1146
+1146, 1147
+1148, 1146
+1146, 1148
+1150, 1149
+1149, 1150
+1151, 1150
+1150, 1151
+1152, 1151
+1151, 1152
+1153, 1152
+1152, 1153
+1154, 1153
+1153, 1154
+1154, 1149
+1149, 1154
+1155, 1154
+1154, 1155
+1156, 1155
+1155, 1156
+1157, 1155
+1155, 1157
+1158, 1152
+1152, 1158
+1159, 1158
+1158, 1159
+1160, 1158
+1158, 1160
+1161, 1160
+1160, 1161
+1161, 1151
+1151, 1161
+1162, 1161
+1161, 1162
+1163, 1162
+1162, 1163
+1164, 1163
+1163, 1164
+1165, 1164
+1164, 1165
+1165, 1160
+1160, 1165
+1166, 1164
+1164, 1166
+1167, 1166
+1166, 1167
+1168, 1166
+1166, 1168
+1170, 1169
+1169, 1170
+1171, 1170
+1170, 1171
+1172, 1171
+1171, 1172
+1173, 1172
+1172, 1173
+1174, 1173
+1173, 1174
+1174, 1169
+1169, 1174
+1175, 1173
+1173, 1175
+1176, 1175
+1175, 1176
+1177, 1176
+1176, 1177
+1178, 1177
+1177, 1178
+1178, 1172
+1172, 1178
+1179, 1178
+1178, 1179
+1180, 1179
+1179, 1180
+1181, 1179
+1179, 1181
+1182, 1176
+1176, 1182
+1183, 1182
+1182, 1183
+1184, 1182
+1182, 1184
+1186, 1185
+1185, 1186
+1187, 1186
+1186, 1187
+1188, 1187
+1187, 1188
+1189, 1188
+1188, 1189
+1190, 1189
+1189, 1190
+1190, 1185
+1185, 1190
+1191, 1189
+1189, 1191
+1192, 1191
+1191, 1192
+1193, 1191
+1191, 1193
+1194, 1187
+1187, 1194
+1195, 1194
+1194, 1195
+1196, 1195
+1195, 1196
+1197, 1196
+1196, 1197
+1198, 1197
+1197, 1198
+1199, 1198
+1198, 1199
+1199, 1194
+1194, 1199
+1200, 1197
+1197, 1200
+1202, 1201
+1201, 1202
+1203, 1202
+1202, 1203
+1204, 1203
+1203, 1204
+1205, 1204
+1204, 1205
+1206, 1205
+1205, 1206
+1206, 1201
+1201, 1206
+1207, 1205
+1205, 1207
+1208, 1207
+1207, 1208
+1209, 1208
+1208, 1209
+1210, 1209
+1209, 1210
+1211, 1210
+1210, 1211
+1212, 1211
+1211, 1212
+1212, 1207
+1207, 1212
+1213, 1212
+1212, 1213
+1213, 1204
+1204, 1213
+1214, 1213
+1213, 1214
+1215, 1214
+1214, 1215
+1216, 1215
+1215, 1216
+1216, 1211
+1211, 1216
+1217, 1215
+1215, 1217
+1218, 1214
+1214, 1218
+1219, 1218
+1218, 1219
+1220, 1218
+1218, 1220
+1222, 1221
+1221, 1222
+1223, 1222
+1222, 1223
+1224, 1223
+1223, 1224
+1225, 1224
+1224, 1225
+1226, 1225
+1225, 1226
+1226, 1221
+1221, 1226
+1227, 1225
+1225, 1227
+1228, 1227
+1227, 1228
+1229, 1228
+1228, 1229
+1230, 1229
+1229, 1230
+1231, 1230
+1230, 1231
+1232, 1231
+1231, 1232
+1233, 1232
+1232, 1233
+1234, 1233
+1233, 1234
+1235, 1234
+1234, 1235
+1236, 1235
+1235, 1236
+1236, 1231
+1231, 1236
+1237, 1236
+1236, 1237
+1237, 1228
+1228, 1237
+1238, 1237
+1237, 1238
+1238, 1224
+1224, 1238
+1239, 1238
+1238, 1239
+1240, 1239
+1239, 1240
+1240, 1235
+1235, 1240
+1241, 1232
+1232, 1241
+1242, 1241
+1241, 1242
+1243, 1241
+1241, 1243
+1245, 1244
+1244, 1245
+1246, 1245
+1245, 1246
+1247, 1246
+1246, 1247
+1248, 1247
+1247, 1248
+1249, 1248
+1248, 1249
+1249, 1244
+1244, 1249
+1250, 1248
+1248, 1250
+1251, 1250
+1250, 1251
+1252, 1250
+1250, 1252
+1253, 1247
+1247, 1253
+1254, 1253
+1253, 1254
+1255, 1254
+1254, 1255
+1256, 1255
+1255, 1256
+1257, 1256
+1256, 1257
+1258, 1257
+1257, 1258
+1258, 1253
+1253, 1258
+1259, 1258
+1258, 1259
+1259, 1246
+1246, 1259
+1260, 1256
+1256, 1260
+1261, 1260
+1260, 1261
+1262, 1260
+1260, 1262
+1264, 1263
+1263, 1264
+1265, 1264
+1264, 1265
+1266, 1265
+1265, 1266
+1267, 1266
+1266, 1267
+1268, 1267
+1267, 1268
+1268, 1263
+1263, 1268
+1269, 1268
+1268, 1269
+1270, 1269
+1269, 1270
+1271, 1269
+1269, 1271
+1272, 1266
+1266, 1272
+1273, 1272
+1272, 1273
+1274, 1272
+1272, 1274
+1275, 1274
+1274, 1275
+1276, 1274
+1274, 1276
+1276, 1265
+1265, 1276
+1278, 1277
+1277, 1278
+1279, 1278
+1278, 1279
+1280, 1279
+1279, 1280
+1281, 1280
+1280, 1281
+1282, 1281
+1281, 1282
+1283, 1282
+1282, 1283
+1284, 1283
+1283, 1284
+1284, 1279
+1279, 1284
+1285, 1284
+1284, 1285
+1286, 1285
+1285, 1286
+1286, 1277
+1277, 1286
+1287, 1286
+1286, 1287
+1288, 1287
+1287, 1288
+1289, 1288
+1288, 1289
+1290, 1289
+1289, 1290
+1290, 1285
+1285, 1290
+1291, 1290
+1290, 1291
+1292, 1291
+1291, 1292
+1292, 1283
+1283, 1292
+1293, 1292
+1292, 1293
+1294, 1293
+1293, 1294
+1295, 1294
+1294, 1295
+1296, 1295
+1295, 1296
+1296, 1291
+1291, 1296
+1297, 1289
+1289, 1297
+1298, 1297
+1297, 1298
+1299, 1297
+1297, 1299
+1300, 1282
+1282, 1300
+1301, 1300
+1300, 1301
+1302, 1300
+1300, 1302
+1304, 1303
+1303, 1304
+1305, 1304
+1304, 1305
+1306, 1305
+1305, 1306
+1307, 1306
+1306, 1307
+1308, 1307
+1307, 1308
+1308, 1303
+1303, 1308
+1309, 1307
+1307, 1309
+1310, 1309
+1309, 1310
+1311, 1310
+1310, 1311
+1311, 1306
+1306, 1311
+1312, 1311
+1311, 1312
+1313, 1312
+1312, 1313
+1314, 1313
+1313, 1314
+1315, 1314
+1314, 1315
+1315, 1310
+1310, 1315
+1316, 1314
+1314, 1316
+1317, 1316
+1316, 1317
+1318, 1316
+1316, 1318
+1320, 1319
+1319, 1320
+1321, 1320
+1320, 1321
+1322, 1321
+1321, 1322
+1323, 1322
+1322, 1323
+1324, 1323
+1323, 1324
+1324, 1319
+1319, 1324
+1325, 1323
+1323, 1325
+1326, 1325
+1325, 1326
+1327, 1326
+1326, 1327
+1328, 1327
+1327, 1328
+1329, 1328
+1328, 1329
+1330, 1329
+1329, 1330
+1330, 1325
+1325, 1330
+1331, 1329
+1329, 1331
+1332, 1322
+1322, 1332
+1333, 1332
+1332, 1333
+1334, 1332
+1332, 1334
+1336, 1335
+1335, 1336
+1337, 1336
+1336, 1337
+1338, 1337
+1337, 1338
+1339, 1338
+1338, 1339
+1340, 1339
+1339, 1340
+1341, 1340
+1340, 1341
+1342, 1341
+1341, 1342
+1342, 1337
+1337, 1342
+1343, 1342
+1342, 1343
+1344, 1343
+1343, 1344
+1344, 1335
+1335, 1344
+1345, 1343
+1343, 1345
+1346, 1345
+1345, 1346
+1346, 1341
+1341, 1346
+1347, 1346
+1346, 1347
+1348, 1347
+1347, 1348
+1349, 1348
+1348, 1349
+1350, 1349
+1349, 1350
+1351, 1350
+1350, 1351
+1352, 1351
+1351, 1352
+1353, 1352
+1352, 1353
+1353, 1348
+1348, 1353
+1354, 1353
+1353, 1354
+1354, 1345
+1345, 1354
+1355, 1350
+1350, 1355
+1356, 1355
+1355, 1356
+1357, 1355
+1355, 1357
+1359, 1358
+1358, 1359
+1360, 1359
+1359, 1360
+1361, 1360
+1360, 1361
+1362, 1361
+1361, 1362
+1363, 1362
+1362, 1363
+1363, 1358
+1358, 1363
+1364, 1363
+1363, 1364
+1365, 1364
+1364, 1365
+1366, 1365
+1365, 1366
+1367, 1366
+1366, 1367
+1368, 1367
+1367, 1368
+1369, 1368
+1368, 1369
+1369, 1364
+1364, 1369
+1370, 1367
+1367, 1370
+1371, 1370
+1370, 1371
+1372, 1370
+1370, 1372
+1373, 1360
+1360, 1373
+1374, 1373
+1373, 1374
+1375, 1373
+1373, 1375
+1377, 1376
+1376, 1377
+1378, 1377
+1377, 1378
+1379, 1378
+1378, 1379
+1380, 1379
+1379, 1380
+1381, 1380
+1380, 1381
+1381, 1376
+1376, 1381
+1382, 1380
+1380, 1382
+1383, 1382
+1382, 1383
+1384, 1382
+1382, 1384
+1385, 1379
+1379, 1385
+1387, 1386
+1386, 1387
+1388, 1387
+1387, 1388
+1389, 1388
+1388, 1389
+1390, 1389
+1389, 1390
+1391, 1390
+1390, 1391
+1391, 1386
+1386, 1391
+1392, 1390
+1390, 1392
+1393, 1392
+1392, 1393
+1394, 1393
+1393, 1394
+1395, 1394
+1394, 1395
+1396, 1395
+1395, 1396
+1397, 1396
+1396, 1397
+1397, 1392
+1392, 1397
+1398, 1396
+1396, 1398
+1399, 1398
+1398, 1399
+1400, 1398
+1398, 1400
+1401, 1389
+1389, 1401
+1403, 1402
+1402, 1403
+1404, 1403
+1403, 1404
+1405, 1404
+1404, 1405
+1406, 1405
+1405, 1406
+1407, 1406
+1406, 1407
+1408, 1407
+1407, 1408
+1408, 1403
+1403, 1408
+1409, 1408
+1408, 1409
+1410, 1409
+1409, 1410
+1411, 1410
+1410, 1411
+1412, 1411
+1411, 1412
+1413, 1412
+1412, 1413
+1414, 1413
+1413, 1414
+1414, 1409
+1409, 1414
+1415, 1412
+1412, 1415
+1416, 1415
+1415, 1416
+1417, 1415
+1415, 1417
+1419, 1418
+1418, 1419
+1420, 1419
+1419, 1420
+1421, 1420
+1420, 1421
+1422, 1421
+1421, 1422
+1423, 1422
+1422, 1423
+1423, 1418
+1418, 1423
+1424, 1422
+1422, 1424
+1425, 1424
+1424, 1425
+1426, 1425
+1425, 1426
+1427, 1426
+1426, 1427
+1428, 1427
+1427, 1428
+1429, 1428
+1428, 1429
+1430, 1429
+1429, 1430
+1430, 1425
+1425, 1430
+1431, 1430
+1430, 1431
+1431, 1421
+1421, 1431
+1432, 1428
+1428, 1432
+1433, 1432
+1432, 1433
+1434, 1432
+1432, 1434
+1436, 1435
+1435, 1436
+1437, 1436
+1436, 1437
+1438, 1437
+1437, 1438
+1439, 1438
+1438, 1439
+1440, 1439
+1439, 1440
+1441, 1440
+1440, 1441
+1442, 1441
+1441, 1442
+1442, 1437
+1437, 1442
+1443, 1442
+1442, 1443
+1444, 1443
+1443, 1444
+1444, 1435
+1435, 1444
+1445, 1443
+1443, 1445
+1446, 1445
+1445, 1446
+1446, 1441
+1441, 1446
+1447, 1446
+1446, 1447
+1448, 1447
+1447, 1448
+1449, 1448
+1448, 1449
+1450, 1449
+1449, 1450
+1450, 1445
+1445, 1450
+1451, 1447
+1447, 1451
+1452, 1451
+1451, 1452
+1453, 1451
+1451, 1453
+1455, 1454
+1454, 1455
+1456, 1455
+1455, 1456
+1457, 1456
+1456, 1457
+1458, 1457
+1457, 1458
+1459, 1458
+1458, 1459
+1459, 1454
+1454, 1459
+1460, 1458
+1458, 1460
+1461, 1460
+1460, 1461
+1462, 1460
+1460, 1462
+1463, 1456
+1456, 1463
+1464, 1463
+1463, 1464
+1465, 1463
+1463, 1465
+1467, 1466
+1466, 1467
+1468, 1467
+1467, 1468
+1469, 1468
+1468, 1469
+1470, 1469
+1469, 1470
+1471, 1470
+1470, 1471
+1471, 1466
+1466, 1471
+1472, 1470
+1470, 1472
+1473, 1472
+1472, 1473
+1474, 1473
+1473, 1474
+1475, 1474
+1474, 1475
+1476, 1475
+1475, 1476
+1477, 1476
+1476, 1477
+1477, 1472
+1472, 1477
+1478, 1477
+1477, 1478
+1478, 1469
+1469, 1478
+1479, 1478
+1478, 1479
+1480, 1479
+1479, 1480
+1481, 1480
+1480, 1481
+1481, 1476
+1476, 1481
+1482, 1480
+1480, 1482
+1483, 1482
+1482, 1483
+1484, 1482
+1482, 1484
+1485, 1479
+1479, 1485
+1486, 1485
+1485, 1486
+1487, 1485
+1485, 1487
+1488, 1475
+1475, 1488
+1489, 1488
+1488, 1489
+1490, 1488
+1488, 1490
+1492, 1491
+1491, 1492
+1493, 1492
+1492, 1493
+1494, 1493
+1493, 1494
+1495, 1494
+1494, 1495
+1496, 1495
+1495, 1496
+1497, 1496
+1496, 1497
+1498, 1497
+1497, 1498
+1499, 1498
+1498, 1499
+1500, 1499
+1499, 1500
+1501, 1500
+1500, 1501
+1501, 1496
+1496, 1501
+1502, 1501
+1501, 1502
+1502, 1494
+1494, 1502
+1503, 1502
+1502, 1503
+1503, 1491
+1491, 1503
+1504, 1498
+1498, 1504
+1505, 1504
+1504, 1505
+1506, 1504
+1504, 1506
+1508, 1507
+1507, 1508
+1509, 1508
+1508, 1509
+1510, 1509
+1509, 1510
+1511, 1510
+1510, 1511
+1512, 1511
+1511, 1512
+1513, 1512
+1512, 1513
+1514, 1513
+1513, 1514
+1514, 1509
+1509, 1514
+1515, 1512
+1512, 1515
+1516, 1515
+1515, 1516
+1517, 1515
+1515, 1517
+1519, 1518
+1518, 1519
+1520, 1519
+1519, 1520
+1521, 1520
+1520, 1521
+1522, 1521
+1521, 1522
+1523, 1522
+1522, 1523
+1523, 1518
+1518, 1523
+1524, 1522
+1522, 1524
+1525, 1524
+1524, 1525
+1526, 1525
+1525, 1526
+1527, 1526
+1526, 1527
+1528, 1527
+1527, 1528
+1529, 1528
+1528, 1529
+1530, 1529
+1529, 1530
+1531, 1530
+1530, 1531
+1531, 1526
+1526, 1531
+1532, 1531
+1531, 1532
+1533, 1532
+1532, 1533
+1534, 1533
+1533, 1534
+1534, 1525
+1525, 1534
+1535, 1534
+1534, 1535
+1535, 1521
+1521, 1535
+1536, 1535
+1535, 1536
+1537, 1536
+1536, 1537
+1537, 1533
+1533, 1537
+1538, 1537
+1537, 1538
+1539, 1538
+1538, 1539
+1540, 1538
+1538, 1540
+1542, 1541
+1541, 1542
+1543, 1542
+1542, 1543
+1544, 1543
+1543, 1544
+1545, 1544
+1544, 1545
+1546, 1545
+1545, 1546
+1547, 1546
+1546, 1547
+1548, 1547
+1547, 1548
+1549, 1548
+1548, 1549
+1550, 1549
+1549, 1550
+1551, 1550
+1550, 1551
+1552, 1551
+1551, 1552
+1552, 1547
+1547, 1552
+1553, 1552
+1552, 1553
+1554, 1553
+1553, 1554
+1555, 1554
+1554, 1555
+1555, 1546
+1546, 1555
+1556, 1555
+1555, 1556
+1557, 1556
+1556, 1557
+1557, 1544
+1544, 1557
+1558, 1557
+1557, 1558
+1558, 1541
+1541, 1558
+1559, 1553
+1553, 1559
+1560, 1559
+1559, 1560
+1560, 1551
+1551, 1560
+1561, 1559
+1559, 1561
+1562, 1561
+1561, 1562
+1563, 1561
+1561, 1563
+1565, 1564
+1564, 1565
+1566, 1565
+1565, 1566
+1567, 1566
+1566, 1567
+1568, 1567
+1567, 1568
+1569, 1568
+1568, 1569
+1569, 1564
+1564, 1569
+1570, 1568
+1568, 1570
+1571, 1570
+1570, 1571
+1572, 1571
+1571, 1572
+1573, 1572
+1572, 1573
+1574, 1573
+1573, 1574
+1575, 1574
+1574, 1575
+1575, 1570
+1570, 1575
+1576, 1575
+1575, 1576
+1576, 1567
+1567, 1576
+1577, 1572
+1572, 1577
+1578, 1577
+1577, 1578
+1579, 1577
+1577, 1579
+1581, 1580
+1580, 1581
+1582, 1581
+1581, 1582
+1583, 1581
+1581, 1583
+1584, 1583
+1583, 1584
+1585, 1584
+1584, 1585
+1586, 1585
+1585, 1586
+1587, 1586
+1586, 1587
+1588, 1587
+1587, 1588
+1588, 1583
+1583, 1588
+1589, 1586
+1586, 1589
+1590, 1589
+1589, 1590
+1591, 1589
+1589, 1591
+1593, 1592
+1592, 1593
+1594, 1593
+1593, 1594
+1595, 1594
+1594, 1595
+1596, 1595
+1595, 1596
+1597, 1596
+1596, 1597
+1598, 1597
+1597, 1598
+1599, 1598
+1598, 1599
+1599, 1594
+1594, 1599
+1600, 1599
+1599, 1600
+1601, 1600
+1600, 1601
+1602, 1600
+1600, 1602
+1603, 1595
+1595, 1603
+1604, 1603
+1603, 1604
+1604, 1593
+1593, 1604
+1606, 1605
+1605, 1606
+1607, 1606
+1606, 1607
+1608, 1607
+1607, 1608
+1609, 1608
+1608, 1609
+1610, 1609
+1609, 1610
+1610, 1605
+1605, 1610
+1611, 1609
+1609, 1611
+1612, 1611
+1611, 1612
+1613, 1612
+1612, 1613
+1614, 1613
+1613, 1614
+1615, 1614
+1614, 1615
+1616, 1615
+1615, 1616
+1616, 1611
+1611, 1616
+1617, 1616
+1616, 1617
+1618, 1617
+1617, 1618
+1618, 1608
+1608, 1618
+1619, 1618
+1618, 1619
+1620, 1619
+1619, 1620
+1621, 1620
+1620, 1621
+1622, 1621
+1621, 1622
+1622, 1617
+1617, 1622
+1623, 1622
+1622, 1623
+1624, 1623
+1623, 1624
+1624, 1615
+1615, 1624
+1625, 1619
+1619, 1625
+1626, 1625
+1625, 1626
+1627, 1625
+1625, 1627
+1629, 1628
+1628, 1629
+1630, 1629
+1629, 1630
+1631, 1630
+1630, 1631
+1632, 1631
+1631, 1632
+1633, 1632
+1632, 1633
+1634, 1633
+1633, 1634
+1635, 1634
+1634, 1635
+1635, 1630
+1630, 1635
+1636, 1635
+1635, 1636
+1637, 1636
+1636, 1637
+1637, 1628
+1628, 1637
+1638, 1637
+1637, 1638
+1639, 1638
+1638, 1639
+1640, 1639
+1639, 1640
+1641, 1640
+1640, 1641
+1641, 1636
+1636, 1641
+1642, 1641
+1641, 1642
+1643, 1642
+1642, 1643
+1643, 1634
+1634, 1643
+1644, 1640
+1640, 1644
+1645, 1644
+1644, 1645
+1646, 1644
+1644, 1646
+1647, 1632
+1632, 1647
+1648, 1647
+1647, 1648
+1649, 1648
+1648, 1649
+1650, 1649
+1649, 1650
+1650, 1631
+1631, 1650
+1651, 1648
+1648, 1651
+1652, 1647
+1647, 1652
+1654, 1653
+1653, 1654
+1655, 1654
+1654, 1655
+1656, 1655
+1655, 1656
+1657, 1656
+1656, 1657
+1658, 1657
+1657, 1658
+1658, 1653
+1653, 1658
+1659, 1657
+1657, 1659
+1660, 1659
+1659, 1660
+1661, 1660
+1660, 1661
+1662, 1661
+1661, 1662
+1662, 1656
+1656, 1662
+1663, 1662
+1662, 1663
+1664, 1663
+1663, 1664
+1665, 1664
+1664, 1665
+1666, 1665
+1665, 1666
+1666, 1661
+1661, 1666
+1667, 1665
+1665, 1667
+1668, 1667
+1667, 1668
+1669, 1667
+1667, 1669
+1670, 1663
+1663, 1670
+1671, 1670
+1670, 1671
+1671, 1655
+1655, 1671
+1673, 1672
+1672, 1673
+1674, 1673
+1673, 1674
+1675, 1674
+1674, 1675
+1676, 1675
+1675, 1676
+1677, 1676
+1676, 1677
+1677, 1672
+1672, 1677
+1678, 1676
+1676, 1678
+1679, 1678
+1678, 1679
+1680, 1679
+1679, 1680
+1681, 1680
+1680, 1681
+1682, 1681
+1681, 1682
+1683, 1682
+1682, 1683
+1683, 1678
+1678, 1683
+1684, 1683
+1683, 1684
+1685, 1684
+1684, 1685
+1685, 1675
+1675, 1685
+1686, 1685
+1685, 1686
+1687, 1686
+1686, 1687
+1688, 1687
+1687, 1688
+1689, 1688
+1688, 1689
+1689, 1684
+1684, 1689
+1690, 1689
+1689, 1690
+1691, 1690
+1690, 1691
+1691, 1682
+1682, 1691
+1692, 1688
+1688, 1692
+1693, 1692
+1692, 1693
+1694, 1692
+1692, 1694
+1696, 1695
+1695, 1696
+1697, 1696
+1696, 1697
+1698, 1697
+1697, 1698
+1699, 1698
+1698, 1699
+1700, 1699
+1699, 1700
+1701, 1700
+1700, 1701
+1702, 1701
+1701, 1702
+1703, 1702
+1702, 1703
+1704, 1703
+1703, 1704
+1705, 1704
+1704, 1705
+1705, 1700
+1700, 1705
+1706, 1705
+1705, 1706
+1706, 1697
+1697, 1706
+1707, 1706
+1706, 1707
+1708, 1707
+1707, 1708
+1708, 1695
+1695, 1708
+1709, 1707
+1707, 1709
+1710, 1709
+1709, 1710
+1710, 1704
+1704, 1710
+1711, 1710
+1710, 1711
+1712, 1711
+1711, 1712
+1713, 1711
+1711, 1713
+1715, 1714
+1714, 1715
+1716, 1715
+1715, 1716
+1717, 1716
+1716, 1717
+1718, 1717
+1717, 1718
+1719, 1718
+1718, 1719
+1720, 1719
+1719, 1720
+1721, 1720
+1720, 1721
+1721, 1716
+1716, 1721
+1722, 1721
+1721, 1722
+1723, 1722
+1722, 1723
+1723, 1714
+1714, 1723
+1724, 1722
+1722, 1724
+1725, 1724
+1724, 1725
+1726, 1724
+1724, 1726
+1727, 1719
+1719, 1727
+1728, 1727
+1727, 1728
+1729, 1727
+1727, 1729
+1730, 1718
+1718, 1730
+1731, 1730
+1730, 1731
+1732, 1730
+1730, 1732
+1734, 1733
+1733, 1734
+1735, 1734
+1734, 1735
+1736, 1735
+1735, 1736
+1737, 1736
+1736, 1737
+1738, 1737
+1737, 1738
+1739, 1738
+1738, 1739
+1740, 1739
+1739, 1740
+1740, 1735
+1735, 1740
+1741, 1740
+1740, 1741
+1742, 1741
+1741, 1742
+1742, 1733
+1733, 1742
+1743, 1742
+1742, 1743
+1744, 1743
+1743, 1744
+1745, 1744
+1744, 1745
+1746, 1745
+1745, 1746
+1746, 1741
+1741, 1746
+1747, 1746
+1746, 1747
+1748, 1747
+1747, 1748
+1748, 1739
+1739, 1748
+1749, 1745
+1745, 1749
+1750, 1749
+1749, 1750
+1751, 1749
+1749, 1751
+1752, 1738
+1738, 1752
+1753, 1752
+1752, 1753
+1754, 1752
+1752, 1754
+1755, 1736
+1736, 1755
+1756, 1755
+1755, 1756
+1757, 1755
+1755, 1757
+1759, 1758
+1758, 1759
+1760, 1759
+1759, 1760
+1761, 1760
+1760, 1761
+1762, 1761
+1761, 1762
+1763, 1762
+1762, 1763
+1764, 1763
+1763, 1764
+1765, 1764
+1764, 1765
+1765, 1760
+1760, 1765
+1766, 1764
+1764, 1766
+1767, 1766
+1766, 1767
+1768, 1767
+1767, 1768
+1768, 1763
+1763, 1768
+1769, 1768
+1768, 1769
+1770, 1769
+1769, 1770
+1771, 1770
+1770, 1771
+1772, 1771
+1771, 1772
+1772, 1767
+1767, 1772
+1773, 1771
+1771, 1773
+1774, 1773
+1773, 1774
+1775, 1773
+1773, 1775
+1777, 1776
+1776, 1777
+1778, 1777
+1777, 1778
+1779, 1778
+1778, 1779
+1780, 1779
+1779, 1780
+1781, 1780
+1780, 1781
+1782, 1781
+1781, 1782
+1783, 1782
+1782, 1783
+1783, 1778
+1778, 1783
+1784, 1783
+1783, 1784
+1785, 1784
+1784, 1785
+1785, 1776
+1776, 1785
+1786, 1784
+1784, 1786
+1787, 1786
+1786, 1787
+1788, 1786
+1786, 1788
+1790, 1789
+1789, 1790
+1791, 1790
+1790, 1791
+1792, 1791
+1791, 1792
+1793, 1792
+1792, 1793
+1794, 1793
+1793, 1794
+1795, 1794
+1794, 1795
+1796, 1795
+1795, 1796
+1796, 1791
+1791, 1796
+1797, 1796
+1796, 1797
+1798, 1797
+1797, 1798
+1798, 1789
+1789, 1798
+1799, 1797
+1797, 1799
+1800, 1799
+1799, 1800
+1800, 1795
+1795, 1800
+1801, 1800
+1800, 1801
+1802, 1801
+1801, 1802
+1803, 1801
+1801, 1803
+1805, 1804
+1804, 1805
+1806, 1805
+1805, 1806
+1807, 1806
+1806, 1807
+1808, 1807
+1807, 1808
+1809, 1808
+1808, 1809
+1809, 1804
+1804, 1809
+1810, 1808
+1808, 1810
+1811, 1806
+1806, 1811
+1812, 1811
+1811, 1812
+1813, 1812
+1812, 1813
+1814, 1813
+1813, 1814
+1815, 1814
+1814, 1815
+1816, 1815
+1815, 1816
+1816, 1811
+1811, 1816
+1817, 1815
+1815, 1817
+1818, 1817
+1817, 1818
+1819, 1817
+1817, 1819
+1821, 1820
+1820, 1821
+1822, 1821
+1821, 1822
+1823, 1822
+1822, 1823
+1824, 1823
+1823, 1824
+1825, 1824
+1824, 1825
+1826, 1825
+1825, 1826
+1827, 1826
+1826, 1827
+1828, 1827
+1827, 1828
+1829, 1828
+1828, 1829
+1830, 1829
+1829, 1830
+1830, 1825
+1825, 1830
+1831, 1830
+1830, 1831
+1831, 1822
+1822, 1831
+1832, 1831
+1831, 1832
+1833, 1832
+1832, 1833
+1833, 1820
+1820, 1833
+1834, 1832
+1832, 1834
+1835, 1834
+1834, 1835
+1835, 1829
+1829, 1835
+1836, 1835
+1835, 1836
+1837, 1836
+1836, 1837
+1838, 1837
+1837, 1838
+1839, 1838
+1838, 1839
+1839, 1834
+1834, 1839
+1840, 1826
+1826, 1840
+1841, 1840
+1840, 1841
+1842, 1840
+1840, 1842
+1844, 1843
+1843, 1844
+1845, 1844
+1844, 1845
+1846, 1845
+1845, 1846
+1847, 1846
+1846, 1847
+1848, 1847
+1847, 1848
+1848, 1843
+1843, 1848
+1849, 1848
+1848, 1849
+1850, 1849
+1849, 1850
+1851, 1849
+1849, 1851
+1852, 1851
+1851, 1852
+1852, 1847
+1847, 1852
+1853, 1852
+1852, 1853
+1854, 1853
+1853, 1854
+1855, 1854
+1854, 1855
+1856, 1855
+1855, 1856
+1856, 1851
+1851, 1856
+1857, 1855
+1855, 1857
+1858, 1857
+1857, 1858
+1859, 1857
+1857, 1859
+1860, 1853
+1853, 1860
+1861, 1860
+1860, 1861
+1862, 1860
+1860, 1862
+1863, 1846
+1846, 1863
+1864, 1863
+1863, 1864
+1865, 1863
+1863, 1865
+1866, 1844
+1844, 1866
+1867, 1866
+1866, 1867
+1868, 1866
+1866, 1868
+1870, 1869
+1869, 1870
+1871, 1870
+1870, 1871
+1872, 1871
+1871, 1872
+1873, 1872
+1872, 1873
+1874, 1873
+1873, 1874
+1875, 1874
+1874, 1875
+1876, 1875
+1875, 1876
+1877, 1876
+1876, 1877
+1878, 1877
+1877, 1878
+1879, 1878
+1878, 1879
+1879, 1874
+1874, 1879
+1880, 1879
+1879, 1880
+1880, 1871
+1871, 1880
+1881, 1880
+1880, 1881
+1882, 1881
+1881, 1882
+1882, 1869
+1869, 1882
+1883, 1881
+1881, 1883
+1884, 1883
+1883, 1884
+1884, 1878
+1878, 1884
+1885, 1876
+1876, 1885
+1886, 1885
+1885, 1886
+1887, 1885
+1885, 1887
+1889, 1888
+1888, 1889
+1890, 1889
+1889, 1890
+1891, 1890
+1890, 1891
+1892, 1891
+1891, 1892
+1893, 1892
+1892, 1893
+1894, 1893
+1893, 1894
+1895, 1894
+1894, 1895
+1896, 1895
+1895, 1896
+1897, 1896
+1896, 1897
+1898, 1897
+1897, 1898
+1898, 1893
+1893, 1898
+1899, 1898
+1898, 1899
+1899, 1890
+1890, 1899
+1900, 1899
+1899, 1900
+1901, 1900
+1900, 1901
+1901, 1888
+1888, 1901
+1902, 1900
+1900, 1902
+1903, 1902
+1902, 1903
+1903, 1897
+1897, 1903
+1904, 1903
+1903, 1904
+1905, 1904
+1904, 1905
+1906, 1905
+1905, 1906
+1907, 1906
+1906, 1907
+1907, 1902
+1902, 1907
+1908, 1896
+1896, 1908
+1909, 1908
+1908, 1909
+1910, 1908
+1908, 1910
+1912, 1911
+1911, 1912
+1913, 1912
+1912, 1913
+1914, 1913
+1913, 1914
+1915, 1914
+1914, 1915
+1916, 1915
+1915, 1916
+1917, 1916
+1916, 1917
+1918, 1917
+1917, 1918
+1919, 1918
+1918, 1919
+1920, 1919
+1919, 1920
+1921, 1920
+1920, 1921
+1921, 1916
+1916, 1921
+1922, 1921
+1921, 1922
+1922, 1913
+1913, 1922
+1923, 1922
+1922, 1923
+1924, 1923
+1923, 1924
+1924, 1911
+1911, 1924
+1925, 1915
+1915, 1925
+1926, 1925
+1925, 1926
+1927, 1925
+1925, 1927
+1929, 1928
+1928, 1929
+1930, 1929
+1929, 1930
+1931, 1930
+1930, 1931
+1932, 1931
+1931, 1932
+1933, 1932
+1932, 1933
+1934, 1933
+1933, 1934
+1935, 1934
+1934, 1935
+1936, 1935
+1935, 1936
+1937, 1936
+1936, 1937
+1938, 1937
+1937, 1938
+1938, 1933
+1933, 1938
+1939, 1938
+1938, 1939
+1939, 1930
+1930, 1939
+1940, 1939
+1939, 1940
+1941, 1940
+1940, 1941
+1941, 1928
+1928, 1941
+1942, 1940
+1940, 1942
+1943, 1942
+1942, 1943
+1943, 1937
+1937, 1943
+1944, 1943
+1943, 1944
+1945, 1936
+1936, 1945
+1946, 1945
+1945, 1946
+1947, 1945
+1945, 1947
+1949, 1948
+1948, 1949
+1950, 1949
+1949, 1950
+1951, 1950
+1950, 1951
+1952, 1951
+1951, 1952
+1953, 1952
+1952, 1953
+1953, 1948
+1948, 1953
+1954, 1952
+1952, 1954
+1955, 1954
+1954, 1955
+1956, 1955
+1955, 1956
+1957, 1956
+1956, 1957
+1958, 1957
+1957, 1958
+1959, 1958
+1958, 1959
+1959, 1954
+1954, 1959
+1960, 1959
+1959, 1960
+1960, 1951
+1951, 1960
+1961, 1960
+1960, 1961
+1962, 1961
+1961, 1962
+1963, 1962
+1962, 1963
+1963, 1958
+1958, 1963
+1964, 1963
+1963, 1964
+1965, 1964
+1964, 1965
+1966, 1964
+1964, 1966
+1967, 1962
+1962, 1967
+1968, 1967
+1967, 1968
+1969, 1967
+1967, 1969
+1970, 1956
+1956, 1970
+1971, 1970
+1970, 1971
+1972, 1970
+1970, 1972
+1974, 1973
+1973, 1974
+1975, 1974
+1974, 1975
+1976, 1975
+1975, 1976
+1977, 1976
+1976, 1977
+1978, 1977
+1977, 1978
+1978, 1973
+1973, 1978
+1979, 1977
+1977, 1979
+1980, 1979
+1979, 1980
+1981, 1980
+1980, 1981
+1982, 1981
+1981, 1982
+1983, 1982
+1982, 1983
+1984, 1983
+1983, 1984
+1984, 1979
+1979, 1984
+1985, 1984
+1984, 1985
+1985, 1976
+1976, 1985
+1986, 1985
+1985, 1986
+1987, 1986
+1986, 1987
+1988, 1987
+1987, 1988
+1988, 1983
+1983, 1988
+1989, 1988
+1988, 1989
+1990, 1989
+1989, 1990
+1991, 1989
+1989, 1991
+1993, 1992
+1992, 1993
+1994, 1993
+1993, 1994
+1995, 1994
+1994, 1995
+1996, 1995
+1995, 1996
+1997, 1996
+1996, 1997
+1998, 1997
+1997, 1998
+1999, 1998
+1998, 1999
+2000, 1999
+1999, 2000
+2001, 2000
+2000, 2001
+2002, 2001
+2001, 2002
+2002, 1997
+1997, 2002
+2003, 2002
+2002, 2003
+2003, 1994
+1994, 2003
+2004, 2003
+2003, 2004
+2005, 2004
+2004, 2005
+2005, 1992
+1992, 2005
+2006, 2005
+2005, 2006
+2007, 2006
+2006, 2007
+2008, 2007
+2007, 2008
+2009, 2008
+2008, 2009
+2009, 2004
+2004, 2009
+2010, 2009
+2009, 2010
+2010, 2001
+2001, 2010
+2011, 2010
+2010, 2011
+2012, 2011
+2011, 2012
+2013, 2012
+2012, 2013
+2013, 2008
+2008, 2013
+2014, 2013
+2013, 2014
+2015, 2014
+2014, 2015
+2016, 2014
+2014, 2016
+2017, 1998
+1998, 2017
+2018, 2017
+2017, 2018
+2019, 2017
+2017, 2019
+2021, 2020
+2020, 2021
+2022, 2021
+2021, 2022
+2023, 2022
+2022, 2023
+2024, 2023
+2023, 2024
+2025, 2024
+2024, 2025
+2025, 2020
+2020, 2025
+2026, 2024
+2024, 2026
+2027, 2026
+2026, 2027
+2028, 2026
+2026, 2028
+2029, 2023
+2023, 2029
+2030, 2029
+2029, 2030
+2031, 2030
+2030, 2031
+2032, 2031
+2031, 2032
+2033, 2032
+2032, 2033
+2034, 2033
+2033, 2034
+2034, 2029
+2029, 2034
+2035, 2034
+2034, 2035
+2036, 2035
+2035, 2036
+2037, 2035
+2035, 2037
+2038, 2032
+2032, 2038
+2039, 2038
+2038, 2039
+2040, 2038
+2038, 2040
+2041, 2022
+2022, 2041
+2042, 2041
+2041, 2042
+2043, 2041
+2041, 2043
+2045, 2044
+2044, 2045
+2046, 2045
+2045, 2046
+2047, 2046
+2046, 2047
+2048, 2047
+2047, 2048
+2049, 2048
+2048, 2049
+2049, 2044
+2044, 2049
+2050, 2049
+2049, 2050
+2051, 2050
+2050, 2051
+2052, 2046
+2046, 2052
+2053, 2052
+2052, 2053
+2054, 2052
+2052, 2054
+2056, 2055
+2055, 2056
+2057, 2056
+2056, 2057
+2058, 2057
+2057, 2058
+2059, 2058
+2058, 2059
+2060, 2059
+2059, 2060
+2061, 2060
+2060, 2061
+2062, 2061
+2061, 2062
+2062, 2057
+2057, 2062
+2063, 2062
+2062, 2063
+2064, 2063
+2063, 2064
+2064, 2055
+2055, 2064
+2065, 2063
+2063, 2065
+2066, 2065
+2065, 2066
+2066, 2061
+2061, 2066
+2067, 2060
+2060, 2067
+2068, 2067
+2067, 2068
+2069, 2067
+2067, 2069
+2071, 2070
+2070, 2071
+2072, 2071
+2071, 2072
+2073, 2072
+2072, 2073
+2074, 2073
+2073, 2074
+2075, 2074
+2074, 2075
+2075, 2070
+2070, 2075
+2076, 2075
+2075, 2076
+2077, 2076
+2076, 2077
+2078, 2076
+2076, 2078
+2079, 2073
+2073, 2079
+2080, 2079
+2079, 2080
+2081, 2079
+2079, 2081
+2082, 2072
+2072, 2082
+2084, 2083
+2083, 2084
+2085, 2084
+2084, 2085
+2086, 2085
+2085, 2086
+2087, 2086
+2086, 2087
+2088, 2087
+2087, 2088
+2088, 2083
+2083, 2088
+2089, 2087
+2087, 2089
+2090, 2089
+2089, 2090
+2091, 2090
+2090, 2091
+2092, 2091
+2091, 2092
+2093, 2092
+2092, 2093
+2094, 2093
+2093, 2094
+2094, 2089
+2089, 2094
+2095, 2092
+2092, 2095
+2096, 2095
+2095, 2096
+2097, 2095
+2095, 2097
+2098, 2086
+2086, 2098
+2100, 2099
+2099, 2100
+2101, 2100
+2100, 2101
+2102, 2101
+2101, 2102
+2103, 2102
+2102, 2103
+2104, 2103
+2103, 2104
+2104, 2099
+2099, 2104
+2105, 2104
+2104, 2105
+2106, 2105
+2105, 2106
+2107, 2105
+2105, 2107
+2108, 2102
+2102, 2108
+2109, 2108
+2108, 2109
+2110, 2109
+2109, 2110
+2110, 2101
+2101, 2110
+2112, 2111
+2111, 2112
+2113, 2112
+2112, 2113
+2114, 2113
+2113, 2114
+2115, 2114
+2114, 2115
+2116, 2115
+2115, 2116
+2116, 2111
+2111, 2116
+2117, 2116
+2116, 2117
+2118, 2117
+2117, 2118
+2119, 2117
+2117, 2119
+2120, 2113
+2113, 2120
+2122, 2121
+2121, 2122
+2123, 2122
+2122, 2123
+2124, 2123
+2123, 2124
+2125, 2124
+2124, 2125
+2126, 2125
+2125, 2126
+2126, 2121
+2121, 2126
+2127, 2125
+2125, 2127
+2128, 2127
+2127, 2128
+2129, 2127
+2127, 2129
+2130, 2123
+2123, 2130
+2131, 2130
+2130, 2131
+2132, 2131
+2131, 2132
+2133, 2132
+2132, 2133
+2134, 2133
+2133, 2134
+2135, 2134
+2134, 2135
+2135, 2130
+2130, 2135
+2136, 2135
+2135, 2136
+2137, 2136
+2136, 2137
+2138, 2136
+2136, 2138
+2139, 2133
+2133, 2139
+2140, 2139
+2139, 2140
+2141, 2139
+2139, 2141
+2143, 2142
+2142, 2143
+2144, 2143
+2143, 2144
+2145, 2144
+2144, 2145
+2146, 2145
+2145, 2146
+2147, 2146
+2146, 2147
+2148, 2147
+2147, 2148
+2149, 2148
+2148, 2149
+2149, 2144
+2144, 2149
+2150, 2149
+2149, 2150
+2151, 2150
+2150, 2151
+2151, 2142
+2142, 2151
+2152, 2151
+2151, 2152
+2153, 2152
+2152, 2153
+2154, 2153
+2153, 2154
+2155, 2154
+2154, 2155
+2155, 2150
+2150, 2155
+2156, 2155
+2155, 2156
+2157, 2156
+2156, 2157
+2157, 2148
+2148, 2157
+2158, 2154
+2154, 2158
+2159, 2158
+2158, 2159
+2160, 2158
+2158, 2160
+2161, 2146
+2146, 2161
+2162, 2161
+2161, 2162
+2163, 2162
+2162, 2163
+2164, 2163
+2163, 2164
+2164, 2145
+2145, 2164
+2166, 2165
+2165, 2166
+2167, 2166
+2166, 2167
+2168, 2167
+2167, 2168
+2169, 2168
+2168, 2169
+2170, 2169
+2169, 2170
+2170, 2165
+2165, 2170
+2171, 2169
+2169, 2171
+2172, 2171
+2171, 2172
+2173, 2172
+2172, 2173
+2174, 2173
+2173, 2174
+2175, 2174
+2174, 2175
+2176, 2175
+2175, 2176
+2176, 2171
+2171, 2176
+2177, 2176
+2176, 2177
+2178, 2177
+2177, 2178
+2179, 2177
+2177, 2179
+2180, 2174
+2174, 2180
+2181, 2180
+2180, 2181
+2182, 2180
+2180, 2182
+2183, 2168
+2168, 2183
+2184, 2183
+2183, 2184
+2185, 2183
+2183, 2185
+2187, 2186
+2186, 2187
+2188, 2187
+2187, 2188
+2189, 2188
+2188, 2189
+2190, 2189
+2189, 2190
+2191, 2190
+2190, 2191
+2192, 2191
+2191, 2192
+2193, 2192
+2192, 2193
+2193, 2188
+2188, 2193
+2194, 2193
+2193, 2194
+2195, 2194
+2194, 2195
+2195, 2187
+2187, 2195
+2196, 2191
+2191, 2196
+2197, 2196
+2196, 2197
+2198, 2196
+2196, 2198
+2200, 2199
+2199, 2200
+2201, 2200
+2200, 2201
+2202, 2201
+2201, 2202
+2203, 2202
+2202, 2203
+2204, 2203
+2203, 2204
+2204, 2199
+2199, 2204
+2205, 2203
+2203, 2205
+2206, 2205
+2205, 2206
+2207, 2206
+2206, 2207
+2208, 2207
+2207, 2208
+2209, 2208
+2208, 2209
+2210, 2209
+2209, 2210
+2210, 2205
+2205, 2210
+2211, 2210
+2210, 2211
+2211, 2202
+2202, 2211
+2212, 2211
+2211, 2212
+2213, 2212
+2212, 2213
+2214, 2213
+2213, 2214
+2214, 2209
+2209, 2214
+2215, 2213
+2213, 2215
+2216, 2215
+2215, 2216
+2217, 2215
+2215, 2217
+2218, 2212
+2212, 2218
+2219, 2218
+2218, 2219
+2220, 2218
+2218, 2220
+2221, 2207
+2207, 2221
+2222, 2221
+2221, 2222
+2223, 2221
+2221, 2223
+2225, 2224
+2224, 2225
+2226, 2225
+2225, 2226
+2227, 2226
+2226, 2227
+2228, 2227
+2227, 2228
+2229, 2228
+2228, 2229
+2229, 2224
+2224, 2229
+2230, 2228
+2228, 2230
+2231, 2230
+2230, 2231
+2232, 2231
+2231, 2232
+2233, 2232
+2232, 2233
+2233, 2227
+2227, 2233
+2234, 2233
+2233, 2234
+2235, 2234
+2234, 2235
+2236, 2235
+2235, 2236
+2237, 2236
+2236, 2237
+2237, 2232
+2232, 2237
+2238, 2237
+2237, 2238
+2239, 2238
+2238, 2239
+2240, 2239
+2239, 2240
+2241, 2240
+2240, 2241
+2241, 2236
+2236, 2241
+2242, 2235
+2235, 2242
+2243, 2242
+2242, 2243
+2244, 2242
+2242, 2244
+2246, 2245
+2245, 2246
+2247, 2246
+2246, 2247
+2248, 2247
+2247, 2248
+2249, 2248
+2248, 2249
+2250, 2249
+2249, 2250
+2251, 2250
+2250, 2251
+2251, 2246
+2246, 2251
+2252, 2251
+2251, 2252
+2253, 2252
+2252, 2253
+2254, 2253
+2253, 2254
+2255, 2254
+2254, 2255
+2256, 2255
+2255, 2256
+2257, 2256
+2256, 2257
+2257, 2252
+2252, 2257
+2258, 2256
+2256, 2258
+2259, 2255
+2255, 2259
+2260, 2259
+2259, 2260
+2261, 2259
+2259, 2261
+2263, 2262
+2262, 2263
+2264, 2263
+2263, 2264
+2265, 2264
+2264, 2265
+2266, 2265
+2265, 2266
+2267, 2266
+2266, 2267
+2267, 2262
+2262, 2267
+2268, 2267
+2267, 2268
+2269, 2265
+2265, 2269
+2270, 2264
+2264, 2270
+2271, 2270
+2270, 2271
+2272, 2270
+2270, 2272
+2274, 2273
+2273, 2274
+2275, 2274
+2274, 2275
+2276, 2275
+2275, 2276
+2277, 2276
+2276, 2277
+2278, 2277
+2277, 2278
+2279, 2278
+2278, 2279
+2280, 2279
+2279, 2280
+2281, 2280
+2280, 2281
+2282, 2281
+2281, 2282
+2283, 2282
+2282, 2283
+2283, 2278
+2278, 2283
+2284, 2283
+2283, 2284
+2284, 2275
+2275, 2284
+2285, 2284
+2284, 2285
+2286, 2285
+2285, 2286
+2286, 2273
+2273, 2286
+2287, 2285
+2285, 2287
+2288, 2287
+2287, 2288
+2288, 2282
+2282, 2288
+2289, 2280
+2280, 2289
+2290, 2289
+2289, 2290
+2291, 2289
+2289, 2291
+2293, 2292
+2292, 2293
+2294, 2293
+2293, 2294
+2295, 2294
+2294, 2295
+2296, 2295
+2295, 2296
+2297, 2296
+2296, 2297
+2297, 2292
+2292, 2297
+2298, 2296
+2296, 2298
+2299, 2298
+2298, 2299
+2300, 2298
+2298, 2300
+2301, 2295
+2295, 2301
+2302, 2301
+2301, 2302
+2303, 2302
+2302, 2303
+2304, 2303
+2303, 2304
+2305, 2304
+2304, 2305
+2306, 2305
+2305, 2306
+2307, 2306
+2306, 2307
+2307, 2302
+2302, 2307
+2308, 2307
+2307, 2308
+2308, 2294
+2294, 2308
+2309, 2305
+2305, 2309
+2310, 2309
+2309, 2310
+2311, 2309
+2309, 2311
+2313, 2312
+2312, 2313
+2314, 2313
+2313, 2314
+2315, 2314
+2314, 2315
+2316, 2315
+2315, 2316
+2317, 2316
+2316, 2317
+2317, 2312
+2312, 2317
+2318, 2316
+2316, 2318
+2319, 2318
+2318, 2319
+2320, 2318
+2318, 2320
+2321, 2314
+2314, 2321
+2322, 2321
+2321, 2322
+2323, 2322
+2322, 2323
+2324, 2323
+2323, 2324
+2325, 2324
+2324, 2325
+2326, 2325
+2325, 2326
+2326, 2321
+2321, 2326
+2327, 2325
+2325, 2327
+2328, 2327
+2327, 2328
+2329, 2327
+2327, 2329
+2330, 2324
+2324, 2330
+2331, 2330
+2330, 2331
+2332, 2330
+2330, 2332
+2334, 2333
+2333, 2334
+2335, 2334
+2334, 2335
+2336, 2335
+2335, 2336
+2337, 2336
+2336, 2337
+2338, 2337
+2337, 2338
+2339, 2338
+2338, 2339
+2340, 2339
+2339, 2340
+2341, 2340
+2340, 2341
+2341, 2336
+2336, 2341
+2342, 2341
+2341, 2342
+2342, 2333
+2333, 2342
+2343, 2340
+2340, 2343
+2344, 2343
+2343, 2344
+2345, 2343
+2343, 2345
+2346, 2337
+2337, 2346
+2347, 2346
+2346, 2347
+2347, 2335
+2335, 2347
+2349, 2348
+2348, 2349
+2350, 2349
+2349, 2350
+2351, 2350
+2350, 2351
+2352, 2351
+2351, 2352
+2353, 2352
+2352, 2353
+2353, 2348
+2348, 2353
+2354, 2353
+2353, 2354
+2355, 2354
+2354, 2355
+2356, 2354
+2354, 2356
+2357, 2351
+2351, 2357
+2358, 2357
+2357, 2358
+2359, 2357
+2357, 2359
+2360, 2350
+2350, 2360
+2361, 2360
+2360, 2361
+2363, 2362
+2362, 2363
+2364, 2363
+2363, 2364
+2365, 2364
+2364, 2365
+2366, 2365
+2365, 2366
+2367, 2366
+2366, 2367
+2368, 2367
+2367, 2368
+2369, 2368
+2368, 2369
+2369, 2364
+2364, 2369
+2370, 2369
+2369, 2370
+2371, 2370
+2370, 2371
+2372, 2370
+2370, 2372
+2374, 2373
+2373, 2374
+2375, 2374
+2374, 2375
+2376, 2375
+2375, 2376
+2377, 2376
+2376, 2377
+2378, 2377
+2377, 2378
+2378, 2373
+2373, 2378
+2379, 2376
+2376, 2379
+2380, 2379
+2379, 2380
+2381, 2380
+2380, 2381
+2382, 2381
+2381, 2382
+2383, 2381
+2381, 2383
+2384, 2383
+2383, 2384
+2385, 2384
+2384, 2385
+2386, 2385
+2385, 2386
+2387, 2386
+2386, 2387
+2388, 2387
+2387, 2388
+2388, 2383
+2383, 2388
+2389, 2386
+2386, 2389
+2390, 2389
+2389, 2390
+2391, 2389
+2389, 2391
+2393, 2392
+2392, 2393
+2394, 2393
+2393, 2394
+2395, 2394
+2394, 2395
+2396, 2395
+2395, 2396
+2397, 2396
+2396, 2397
+2397, 2392
+2392, 2397
+2398, 2396
+2396, 2398
+2399, 2398
+2398, 2399
+2400, 2395
+2395, 2400
+2401, 2400
+2400, 2401
+2402, 2400
+2400, 2402
+2404, 2403
+2403, 2404
+2405, 2404
+2404, 2405
+2406, 2405
+2405, 2406
+2407, 2406
+2406, 2407
+2408, 2407
+2407, 2408
+2408, 2403
+2403, 2408
+2409, 2408
+2408, 2409
+2410, 2407
+2407, 2410
+2411, 2405
+2405, 2411
+2412, 2411
+2411, 2412
+2413, 2412
+2412, 2413
+2414, 2413
+2413, 2414
+2415, 2414
+2414, 2415
+2416, 2415
+2415, 2416
+2417, 2416
+2416, 2417
+2417, 2412
+2412, 2417
+2418, 2417
+2417, 2418
+2419, 2416
+2416, 2419
+2420, 2419
+2419, 2420
+2421, 2419
+2419, 2421
+2422, 2415
+2415, 2422
+2423, 2413
+2413, 2423
+2423, 2404
+2404, 2423
+2425, 2424
+2424, 2425
+2426, 2425
+2425, 2426
+2427, 2426
+2426, 2427
+2428, 2427
+2427, 2428
+2429, 2428
+2428, 2429
+2430, 2429
+2429, 2430
+2431, 2430
+2430, 2431
+2431, 2426
+2426, 2431
+2432, 2431
+2431, 2432
+2433, 2432
+2432, 2433
+2433, 2424
+2424, 2433
+2434, 2433
+2433, 2434
+2435, 2434
+2434, 2435
+2436, 2435
+2435, 2436
+2437, 2436
+2436, 2437
+2437, 2432
+2432, 2437
+2438, 2437
+2437, 2438
+2439, 2438
+2438, 2439
+2439, 2430
+2430, 2439
+2440, 2435
+2435, 2440
+2441, 2440
+2440, 2441
+2442, 2440
+2440, 2442
+2443, 2428
+2428, 2443
+2444, 2443
+2443, 2444
+2445, 2443
+2443, 2445
+2447, 2446
+2446, 2447
+2448, 2447
+2447, 2448
+2449, 2448
+2448, 2449
+2450, 2449
+2449, 2450
+2451, 2450
+2450, 2451
+2451, 2446
+2446, 2451
+2452, 2451
+2451, 2452
+2453, 2452
+2452, 2453
+2454, 2452
+2452, 2454
+2455, 2449
+2449, 2455
+2456, 2448
+2448, 2456
+2458, 2457
+2457, 2458
+2459, 2458
+2458, 2459
+2460, 2459
+2459, 2460
+2461, 2460
+2460, 2461
+2462, 2461
+2461, 2462
+2463, 2462
+2462, 2463
+2464, 2463
+2463, 2464
+2465, 2464
+2464, 2465
+2466, 2465
+2465, 2466
+2467, 2466
+2466, 2467
+2467, 2462
+2462, 2467
+2468, 2467
+2467, 2468
+2468, 2459
+2459, 2468
+2469, 2468
+2468, 2469
+2470, 2469
+2469, 2470
+2470, 2457
+2457, 2470
+2471, 2469
+2469, 2471
+2472, 2471
+2471, 2472
+2472, 2466
+2466, 2472
+2473, 2465
+2465, 2473
+2474, 2463
+2463, 2474
+2475, 2474
+2474, 2475
+2476, 2474
+2474, 2476
+2478, 2477
+2477, 2478
+2479, 2478
+2478, 2479
+2480, 2479
+2479, 2480
+2481, 2480
+2480, 2481
+2482, 2481
+2481, 2482
+2482, 2477
+2477, 2482
+2483, 2481
+2481, 2483
+2484, 2483
+2483, 2484
+2485, 2484
+2484, 2485
+2486, 2485
+2485, 2486
+2487, 2486
+2486, 2487
+2488, 2487
+2487, 2488
+2488, 2483
+2483, 2488
+2489, 2488
+2488, 2489
+2489, 2480
+2480, 2489
+2490, 2489
+2489, 2490
+2491, 2490
+2490, 2491
+2492, 2491
+2491, 2492
+2492, 2487
+2487, 2492
+2493, 2492
+2492, 2493
+2494, 2493
+2493, 2494
+2495, 2493
+2493, 2495
+2496, 2491
+2491, 2496
+2497, 2496
+2496, 2497
+2498, 2496
+2496, 2498
+2500, 2499
+2499, 2500
+2501, 2500
+2500, 2501
+2502, 2501
+2501, 2502
+2503, 2502
+2502, 2503
+2504, 2503
+2503, 2504
+2505, 2504
+2504, 2505
+2506, 2505
+2505, 2506
+2507, 2506
+2506, 2507
+2507, 2502
+2502, 2507
+2508, 2507
+2507, 2508
+2508, 2500
+2500, 2508
+2509, 2504
+2504, 2509
+2510, 2509
+2509, 2510
+2511, 2509
+2509, 2511
+2513, 2512
+2512, 2513
+2514, 2513
+2513, 2514
+2515, 2514
+2514, 2515
+2516, 2515
+2515, 2516
+2517, 2516
+2516, 2517
+2517, 2512
+2512, 2517
+2518, 2517
+2517, 2518
+2519, 2515
+2515, 2519
+2520, 2519
+2519, 2520
+2521, 2519
+2519, 2521
+2522, 2514
+2514, 2522
+2524, 2523
+2523, 2524
+2525, 2524
+2524, 2525
+2526, 2525
+2525, 2526
+2527, 2526
+2526, 2527
+2528, 2527
+2527, 2528
+2529, 2528
+2528, 2529
+2530, 2529
+2529, 2530
+2530, 2525
+2525, 2530
+2531, 2530
+2530, 2531
+2532, 2531
+2531, 2532
+2532, 2523
+2523, 2532
+2533, 2531
+2531, 2533
+2534, 2533
+2533, 2534
+2535, 2533
+2533, 2535
+2536, 2529
+2529, 2536
+2537, 2536
+2536, 2537
+2538, 2536
+2536, 2538
+2540, 2539
+2539, 2540
+2541, 2540
+2540, 2541
+2542, 2541
+2541, 2542
+2543, 2542
+2542, 2543
+2544, 2543
+2543, 2544
+2544, 2539
+2539, 2544
+2545, 2543
+2543, 2545
+2546, 2542
+2542, 2546
+2547, 2541
+2541, 2547
+2548, 2547
+2547, 2548
+2549, 2547
+2547, 2549
+2551, 2550
+2550, 2551
+2552, 2551
+2551, 2552
+2553, 2552
+2552, 2553
+2554, 2553
+2553, 2554
+2555, 2554
+2554, 2555
+2555, 2550
+2550, 2555
+2556, 2555
+2555, 2556
+2557, 2556
+2556, 2557
+2558, 2557
+2557, 2558
+2559, 2558
+2558, 2559
+2560, 2559
+2559, 2560
+2561, 2560
+2560, 2561
+2562, 2561
+2561, 2562
+2562, 2557
+2557, 2562
+2563, 2562
+2562, 2563
+2563, 2554
+2554, 2563
+2564, 2560
+2560, 2564
+2565, 2559
+2559, 2565
+2566, 2552
+2552, 2566
+2567, 2551
+2551, 2567
+2568, 2567
+2567, 2568
+2569, 2567
+2567, 2569
+2571, 2570
+2570, 2571
+2572, 2571
+2571, 2572
+2573, 2572
+2572, 2573
+2574, 2573
+2573, 2574
+2575, 2574
+2574, 2575
+2576, 2575
+2575, 2576
+2577, 2576
+2576, 2577
+2578, 2577
+2577, 2578
+2578, 2573
+2573, 2578
+2579, 2578
+2578, 2579
+2580, 2579
+2579, 2580
+2581, 2579
+2579, 2581
+2583, 2582
+2582, 2583
+2584, 2583
+2583, 2584
+2585, 2584
+2584, 2585
+2586, 2585
+2585, 2586
+2587, 2586
+2586, 2587
+2587, 2582
+2582, 2587
+2588, 2587
+2587, 2588
+2589, 2585
+2585, 2589
+2590, 2589
+2589, 2590
+2591, 2589
+2589, 2591
+2592, 2584
+2584, 2592
+2594, 2593
+2593, 2594
+2595, 2594
+2594, 2595
+2596, 2595
+2595, 2596
+2597, 2596
+2596, 2597
+2598, 2597
+2597, 2598
+2598, 2593
+2593, 2598
+2599, 2597
+2597, 2599
+2600, 2595
+2595, 2600
+2601, 2600
+2600, 2601
+2602, 2601
+2601, 2602
+2603, 2602
+2602, 2603
+2604, 2603
+2603, 2604
+2605, 2604
+2604, 2605
+2605, 2600
+2600, 2605
+2606, 2603
+2603, 2606
+2607, 2606
+2606, 2607
+2608, 2606
+2606, 2608
+2610, 2609
+2609, 2610
+2611, 2610
+2610, 2611
+2612, 2611
+2611, 2612
+2613, 2612
+2612, 2613
+2614, 2613
+2613, 2614
+2614, 2609
+2609, 2614
+2615, 2614
+2614, 2615
+2616, 2615
+2615, 2616
+2617, 2616
+2616, 2617
+2618, 2617
+2617, 2618
+2619, 2618
+2618, 2619
+2620, 2619
+2619, 2620
+2620, 2615
+2615, 2620
+2621, 2618
+2618, 2621
+2622, 2621
+2621, 2622
+2623, 2621
+2621, 2623
+2624, 2611
+2611, 2624
+2626, 2625
+2625, 2626
+2627, 2626
+2626, 2627
+2628, 2627
+2627, 2628
+2629, 2628
+2628, 2629
+2630, 2629
+2629, 2630
+2631, 2630
+2630, 2631
+2632, 2631
+2631, 2632
+2633, 2632
+2632, 2633
+2633, 2628
+2628, 2633
+2634, 2633
+2633, 2634
+2634, 2626
+2626, 2634
+2635, 2630
+2630, 2635
+2636, 2635
+2635, 2636
+2637, 2635
+2635, 2637
+2639, 2638
+2638, 2639
+2640, 2639
+2639, 2640
+2641, 2640
+2640, 2641
+2642, 2641
+2641, 2642
+2643, 2642
+2642, 2643
+2644, 2643
+2643, 2644
+2645, 2644
+2644, 2645
+2645, 2640
+2640, 2645
+2646, 2645
+2645, 2646
+2647, 2646
+2646, 2647
+2647, 2638
+2638, 2647
+2648, 2646
+2646, 2648
+2649, 2648
+2648, 2649
+2649, 2644
+2644, 2649
+2650, 2643
+2643, 2650
+2651, 2650
+2650, 2651
+2652, 2650
+2650, 2652
+2654, 2653
+2653, 2654
+2655, 2654
+2654, 2655
+2656, 2655
+2655, 2656
+2657, 2656
+2656, 2657
+2658, 2657
+2657, 2658
+2658, 2653
+2653, 2658
+2659, 2658
+2658, 2659
+2660, 2659
+2659, 2660
+2661, 2659
+2659, 2661
+2662, 2656
+2656, 2662
+2663, 2662
+2662, 2663
+2664, 2663
+2663, 2664
+2665, 2664
+2664, 2665
+2666, 2665
+2665, 2666
+2667, 2666
+2666, 2667
+2668, 2667
+2667, 2668
+2668, 2663
+2663, 2668
+2669, 2668
+2668, 2669
+2669, 2655
+2655, 2669
+2670, 2666
+2666, 2670
+2671, 2670
+2670, 2671
+2672, 2670
+2670, 2672
+2674, 2673
+2673, 2674
+2675, 2674
+2674, 2675
+2676, 2675
+2675, 2676
+2677, 2676
+2676, 2677
+2678, 2677
+2677, 2678
+2678, 2674
+2674, 2678
+2679, 2678
+2678, 2679
+2680, 2679
+2679, 2680
+2681, 2680
+2680, 2681
+2682, 2677
+2677, 2682
+2683, 2682
+2682, 2683
+2684, 2682
+2682, 2684
+2686, 2685
+2685, 2686
+2687, 2686
+2686, 2687
+2688, 2687
+2687, 2688
+2689, 2688
+2688, 2689
+2690, 2689
+2689, 2690
+2691, 2690
+2690, 2691
+2691, 2687
+2687, 2691
+2692, 2691
+2691, 2692
+2693, 2692
+2692, 2693
+2693, 2685
+2685, 2693
+2694, 2692
+2692, 2694
+2695, 2694
+2694, 2695
+2696, 2694
+2694, 2696
+2698, 2697
+2697, 2698
+2699, 2698
+2698, 2699
+2700, 2699
+2699, 2700
+2701, 2700
+2700, 2701
+2702, 2701
+2701, 2702
+2702, 2697
+2697, 2702
+2703, 2701
+2701, 2703
+2704, 2703
+2703, 2704
+2705, 2704
+2704, 2705
+2706, 2705
+2705, 2706
+2707, 2706
+2706, 2707
+2708, 2707
+2707, 2708
+2708, 2703
+2703, 2708
+2709, 2708
+2708, 2709
+2709, 2700
+2700, 2709
+2710, 2709
+2709, 2710
+2711, 2710
+2710, 2711
+2712, 2711
+2711, 2712
+2712, 2707
+2707, 2712
+2713, 2711
+2711, 2713
+2714, 2713
+2713, 2714
+2715, 2713
+2713, 2715
+2716, 2705
+2705, 2716
+2717, 2716
+2716, 2717
+2718, 2716
+2716, 2718
+2720, 2719
+2719, 2720
+2721, 2720
+2720, 2721
+2722, 2721
+2721, 2722
+2723, 2722
+2722, 2723
+2724, 2723
+2723, 2724
+2725, 2724
+2724, 2725
+2726, 2725
+2725, 2726
+2727, 2726
+2726, 2727
+2727, 2722
+2722, 2727
+2728, 2727
+2727, 2728
+2728, 2719
+2719, 2728
+2729, 2726
+2726, 2729
+2730, 2729
+2729, 2730
+2731, 2729
+2729, 2731
+2732, 2723
+2723, 2732
+2733, 2732
+2732, 2733
+2733, 2721
+2721, 2733
+2735, 2734
+2734, 2735
+2736, 2735
+2735, 2736
+2737, 2736
+2736, 2737
+2738, 2737
+2737, 2738
+2739, 2738
+2738, 2739
+2740, 2739
+2739, 2740
+2740, 2736
+2736, 2740
+2741, 2739
+2739, 2741
+2742, 2741
+2741, 2742
+2743, 2741
+2741, 2743
+2744, 2737
+2737, 2744
+2745, 2744
+2744, 2745
+2745, 2734
+2734, 2745
+2747, 2746
+2746, 2747
+2748, 2747
+2747, 2748
+2749, 2748
+2748, 2749
+2750, 2749
+2749, 2750
+2751, 2750
+2750, 2751
+2752, 2751
+2751, 2752
+2753, 2752
+2752, 2753
+2753, 2748
+2748, 2753
+2754, 2753
+2753, 2754
+2755, 2754
+2754, 2755
+2756, 2754
+2754, 2756
+2757, 2751
+2751, 2757
+2758, 2757
+2757, 2758
+2759, 2757
+2757, 2759
+2761, 2760
+2760, 2761
+2762, 2761
+2761, 2762
+2763, 2762
+2762, 2763
+2764, 2763
+2763, 2764
+2765, 2764
+2764, 2765
+2765, 2760
+2760, 2765
+2766, 2765
+2765, 2766
+2767, 2766
+2766, 2767
+2768, 2766
+2766, 2768
+2769, 2763
+2763, 2769
+2770, 2769
+2769, 2770
+2771, 2770
+2770, 2771
+2771, 2762
+2762, 2771
+2773, 2772
+2772, 2773
+2774, 2773
+2773, 2774
+2775, 2774
+2774, 2775
+2776, 2775
+2775, 2776
+2777, 2776
+2776, 2777
+2778, 2777
+2777, 2778
+2779, 2778
+2778, 2779
+2779, 2774
+2774, 2779
+2780, 2779
+2779, 2780
+2781, 2780
+2780, 2781
+2781, 2772
+2772, 2781
+2782, 2781
+2781, 2782
+2783, 2782
+2782, 2783
+2784, 2783
+2783, 2784
+2785, 2784
+2784, 2785
+2785, 2780
+2780, 2785
+2786, 2785
+2785, 2786
+2787, 2786
+2786, 2787
+2787, 2778
+2778, 2787
+2788, 2784
+2784, 2788
+2789, 2775
+2775, 2789
+2790, 2789
+2789, 2790
+2791, 2789
+2789, 2791
+2793, 2792
+2792, 2793
+2794, 2793
+2793, 2794
+2795, 2793
+2793, 2795
+2796, 2795
+2795, 2796
+2797, 2796
+2796, 2797
+2798, 2797
+2797, 2798
+2799, 2798
+2798, 2799
+2800, 2799
+2799, 2800
+2801, 2800
+2800, 2801
+2801, 2796
+2796, 2801
+2802, 2800
+2800, 2802
+2803, 2802
+2802, 2803
+2804, 2803
+2803, 2804
+2804, 2799
+2799, 2804
+2805, 2804
+2804, 2805
+2806, 2805
+2805, 2806
+2807, 2806
+2806, 2807
+2808, 2807
+2807, 2808
+2808, 2803
+2803, 2808
+2809, 2807
+2807, 2809
+2810, 2809
+2809, 2810
+2811, 2809
+2809, 2811
+2813, 2812
+2812, 2813
+2814, 2813
+2813, 2814
+2815, 2814
+2814, 2815
+2816, 2815
+2815, 2816
+2817, 2816
+2816, 2817
+2818, 2817
+2817, 2818
+2819, 2818
+2818, 2819
+2819, 2814
+2814, 2819
+2820, 2819
+2819, 2820
+2821, 2820
+2820, 2821
+2821, 2812
+2812, 2821
+2822, 2821
+2821, 2822
+2823, 2822
+2822, 2823
+2824, 2823
+2823, 2824
+2825, 2824
+2824, 2825
+2825, 2820
+2820, 2825
+2826, 2825
+2825, 2826
+2827, 2826
+2826, 2827
+2827, 2818
+2818, 2827
+2828, 2824
+2824, 2828
+2829, 2828
+2828, 2829
+2830, 2828
+2828, 2830
+2831, 2817
+2817, 2831
+2833, 2832
+2832, 2833
+2834, 2833
+2833, 2834
+2835, 2834
+2834, 2835
+2836, 2835
+2835, 2836
+2837, 2836
+2836, 2837
+2837, 2832
+2832, 2837
+2838, 2837
+2837, 2838
+2839, 2838
+2838, 2839
+2840, 2838
+2838, 2840
+2841, 2836
+2836, 2841
+2842, 2835
+2835, 2842
+2843, 2833
+2833, 2843
+2844, 2843
+2843, 2844
+2845, 2843
+2843, 2845
+2847, 2846
+2846, 2847
+2848, 2847
+2847, 2848
+2849, 2848
+2848, 2849
+2850, 2849
+2849, 2850
+2851, 2850
+2850, 2851
+2851, 2846
+2846, 2851
+2852, 2850
+2850, 2852
+2853, 2852
+2852, 2853
+2854, 2853
+2853, 2854
+2855, 2854
+2854, 2855
+2856, 2855
+2855, 2856
+2857, 2856
+2856, 2857
+2857, 2852
+2852, 2857
+2858, 2857
+2857, 2858
+2859, 2858
+2858, 2859
+2859, 2849
+2849, 2859
+2860, 2859
+2859, 2860
+2861, 2860
+2860, 2861
+2862, 2861
+2861, 2862
+2863, 2862
+2862, 2863
+2863, 2858
+2858, 2863
+2864, 2863
+2863, 2864
+2865, 2864
+2864, 2865
+2865, 2856
+2856, 2865
+2866, 2860
+2860, 2866
+2867, 2866
+2866, 2867
+2868, 2866
+2866, 2868
+2869, 2855
+2855, 2869
+2870, 2869
+2869, 2870
+2871, 2869
+2869, 2871
+2873, 2872
+2872, 2873
+2874, 2873
+2873, 2874
+2875, 2874
+2874, 2875
+2876, 2875
+2875, 2876
+2877, 2876
+2876, 2877
+2877, 2872
+2872, 2877
+2878, 2877
+2877, 2878
+2879, 2878
+2878, 2879
+2880, 2879
+2879, 2880
+2881, 2880
+2880, 2881
+2882, 2881
+2881, 2882
+2883, 2882
+2882, 2883
+2883, 2878
+2878, 2883
+2884, 2882
+2882, 2884
+2885, 2884
+2884, 2885
+2886, 2884
+2884, 2886
+2887, 2881
+2881, 2887
+2888, 2887
+2887, 2888
+2889, 2887
+2887, 2889
+2890, 2875
+2875, 2890
+2891, 2890
+2890, 2891
+2892, 2890
+2890, 2892
+2893, 2874
+2874, 2893
+2894, 2893
+2893, 2894
+2895, 2893
+2893, 2895
+2897, 2896
+2896, 2897
+2898, 2897
+2897, 2898
+2899, 2898
+2898, 2899
+2900, 2899
+2899, 2900
+2901, 2900
+2900, 2901
+2902, 2901
+2901, 2902
+2903, 2902
+2902, 2903
+2903, 2898
+2898, 2903
+2904, 2903
+2903, 2904
+2905, 2904
+2904, 2905
+2905, 2896
+2896, 2905
+2906, 2905
+2905, 2906
+2907, 2906
+2906, 2907
+2908, 2907
+2907, 2908
+2909, 2908
+2908, 2909
+2909, 2904
+2904, 2909
+2910, 2909
+2909, 2910
+2911, 2910
+2910, 2911
+2911, 2902
+2902, 2911
+2912, 2907
+2907, 2912
+2913, 2912
+2912, 2913
+2914, 2912
+2912, 2914
+2915, 2900
+2900, 2915
+2916, 2915
+2915, 2916
+2917, 2915
+2915, 2917
+2919, 2918
+2918, 2919
+2920, 2919
+2919, 2920
+2921, 2920
+2920, 2921
+2922, 2921
+2921, 2922
+2923, 2922
+2922, 2923
+2924, 2923
+2923, 2924
+2925, 2924
+2924, 2925
+2926, 2925
+2925, 2926
+2927, 2926
+2926, 2927
+2928, 2927
+2927, 2928
+2928, 2923
+2923, 2928
+2929, 2928
+2928, 2929
+2929, 2920
+2920, 2929
+2930, 2929
+2929, 2930
+2931, 2930
+2930, 2931
+2931, 2918
+2918, 2931
+2932, 2930
+2930, 2932
+2933, 2932
+2932, 2933
+2933, 2927
+2927, 2933
+2934, 2926
+2926, 2934
+2935, 2934
+2934, 2935
+2936, 2934
+2934, 2936
+2937, 2924
+2924, 2937
+2938, 2937
+2937, 2938
+2939, 2937
+2937, 2939
+2941, 2940
+2940, 2941
+2942, 2941
+2941, 2942
+2943, 2942
+2942, 2943
+2944, 2943
+2943, 2944
+2945, 2944
+2944, 2945
+2946, 2945
+2945, 2946
+2947, 2946
+2946, 2947
+2947, 2942
+2942, 2947
+2948, 2947
+2947, 2948
+2949, 2948
+2948, 2949
+2949, 2940
+2940, 2949
+2950, 2948
+2948, 2950
+2951, 2950
+2950, 2951
+2951, 2946
+2946, 2951
+2952, 2951
+2951, 2952
+2953, 2952
+2952, 2953
+2954, 2953
+2953, 2954
+2955, 2954
+2954, 2955
+2955, 2950
+2950, 2955
+2956, 2953
+2953, 2956
+2957, 2956
+2956, 2957
+2958, 2956
+2956, 2958
+2960, 2959
+2959, 2960
+2961, 2960
+2960, 2961
+2962, 2960
+2960, 2962
+2963, 2962
+2962, 2963
+2964, 2963
+2963, 2964
+2965, 2964
+2964, 2965
+2966, 2965
+2965, 2966
+2967, 2966
+2966, 2967
+2968, 2967
+2967, 2968
+2969, 2968
+2968, 2969
+2970, 2969
+2969, 2970
+2971, 2970
+2970, 2971
+2972, 2971
+2971, 2972
+2973, 2972
+2972, 2973
+2974, 2973
+2973, 2974
+2974, 2969
+2969, 2974
+2975, 2974
+2974, 2975
+2975, 2966
+2966, 2975
+2976, 2975
+2975, 2976
+2976, 2963
+2963, 2976
+2977, 2976
+2976, 2977
+2978, 2977
+2977, 2978
+2978, 2973
+2973, 2978
+2979, 2965
+2965, 2979
+2980, 2979
+2979, 2980
+2981, 2979
+2979, 2981
+2983, 2982
+2982, 2983
+2984, 2983
+2983, 2984
+2985, 2984
+2984, 2985
+2986, 2985
+2985, 2986
+2987, 2986
+2986, 2987
+2988, 2987
+2987, 2988
+2989, 2988
+2988, 2989
+2989, 2984
+2984, 2989
+2990, 2989
+2989, 2990
+2991, 2990
+2990, 2991
+2991, 2982
+2982, 2991
+2992, 2991
+2991, 2992
+2993, 2992
+2992, 2993
+2994, 2993
+2993, 2994
+2995, 2994
+2994, 2995
+2995, 2990
+2990, 2995
+2996, 2995
+2995, 2996
+2997, 2996
+2996, 2997
+2997, 2988
+2988, 2997
+2998, 2994
+2994, 2998
+2999, 2998
+2998, 2999
+3000, 2998
+2998, 3000
+3001, 2985
+2985, 3001
+3002, 3001
+3001, 3002
+3003, 3001
+3001, 3003
+3005, 3004
+3004, 3005
+3006, 3005
+3005, 3006
+3007, 3006
+3006, 3007
+3008, 3007
+3007, 3008
+3009, 3008
+3008, 3009
+3010, 3009
+3009, 3010
+3011, 3010
+3010, 3011
+3011, 3006
+3006, 3011
+3012, 3009
+3009, 3012
+3013, 3012
+3012, 3013
+3014, 3012
+3012, 3014
+3016, 3015
+3015, 3016
+3017, 3016
+3016, 3017
+3018, 3017
+3017, 3018
+3019, 3018
+3018, 3019
+3020, 3019
+3019, 3020
+3020, 3015
+3015, 3020
+3021, 3020
+3020, 3021
+3022, 3021
+3021, 3022
+3023, 3021
+3021, 3023
+3024, 3018
+3018, 3024
+3025, 3024
+3024, 3025
+3026, 3024
+3024, 3026
+3027, 3017
+3017, 3027
+3029, 3028
+3028, 3029
+3030, 3029
+3029, 3030
+3031, 3030
+3030, 3031
+3032, 3031
+3031, 3032
+3033, 3032
+3032, 3033
+3033, 3028
+3028, 3033
+3034, 3032
+3032, 3034
+3035, 3034
+3034, 3035
+3036, 3035
+3035, 3036
+3037, 3036
+3036, 3037
+3038, 3037
+3037, 3038
+3039, 3038
+3038, 3039
+3040, 3039
+3039, 3040
+3040, 3035
+3035, 3040
+3041, 3040
+3040, 3041
+3041, 3031
+3031, 3041
+3042, 3039
+3039, 3042
+3043, 3042
+3042, 3043
+3044, 3042
+3042, 3044
+3046, 3045
+3045, 3046
+3047, 3046
+3046, 3047
+3048, 3047
+3047, 3048
+3049, 3048
+3048, 3049
+3050, 3049
+3049, 3050
+3050, 3045
+3045, 3050
+3051, 3050
+3050, 3051
+3052, 3051
+3051, 3052
+3053, 3051
+3051, 3053
+3054, 3048
+3048, 3054
+3055, 3054
+3054, 3055
+3056, 3054
+3054, 3056
+3057, 3047
+3047, 3057
+3058, 3057
+3057, 3058
+3059, 3058
+3058, 3059
+3060, 3059
+3059, 3060
+3061, 3060
+3060, 3061
+3062, 3061
+3061, 3062
+3062, 3057
+3057, 3062
+3063, 3062
+3062, 3063
+3064, 3063
+3063, 3064
+3065, 3063
+3063, 3065
+3066, 3060
+3060, 3066
+3067, 3066
+3066, 3067
+3068, 3066
+3066, 3068
+3070, 3069
+3069, 3070
+3071, 3070
+3070, 3071
+3072, 3071
+3071, 3072
+3073, 3072
+3072, 3073
+3074, 3073
+3073, 3074
+3075, 3074
+3074, 3075
+3076, 3075
+3075, 3076
+3077, 3076
+3076, 3077
+3077, 3073
+3073, 3077
+3077, 3069
+3069, 3077
+3078, 3071
+3071, 3078
+3079, 3078
+3078, 3079
+3080, 3078
+3078, 3080
+3082, 3081
+3081, 3082
+3083, 3082
+3082, 3083
+3084, 3083
+3083, 3084
+3085, 3084
+3084, 3085
+3086, 3085
+3085, 3086
+3086, 3081
+3081, 3086
+3087, 3086
+3086, 3087
+3088, 3087
+3087, 3088
+3089, 3088
+3088, 3089
+3090, 3089
+3089, 3090
+3091, 3090
+3090, 3091
+3092, 3091
+3091, 3092
+3092, 3087
+3087, 3092
+3093, 3091
+3091, 3093
+3094, 3093
+3093, 3094
+3095, 3093
+3093, 3095
+3096, 3090
+3090, 3096
+3097, 3096
+3096, 3097
+3098, 3096
+3096, 3098
+3099, 3083
+3083, 3099
+3100, 3099
+3099, 3100
+3101, 3099
+3099, 3101
+3103, 3102
+3102, 3103
+3104, 3103
+3103, 3104
+3105, 3104
+3104, 3105
+3106, 3105
+3105, 3106
+3107, 3106
+3106, 3107
+3108, 3107
+3107, 3108
+3109, 3108
+3108, 3109
+3109, 3104
+3104, 3109
+3110, 3109
+3109, 3110
+3111, 3110
+3110, 3111
+3111, 3102
+3102, 3111
+3112, 3110
+3110, 3112
+3113, 3112
+3112, 3113
+3113, 3108
+3108, 3113
+3114, 3113
+3113, 3114
+3115, 3114
+3114, 3115
+3116, 3115
+3115, 3116
+3117, 3116
+3116, 3117
+3117, 3112
+3112, 3117
+3118, 3115
+3115, 3118
+3119, 3118
+3118, 3119
+3120, 3118
+3118, 3120
+3121, 3105
+3105, 3121
+3122, 3121
+3121, 3122
+3123, 3121
+3121, 3123
+3125, 3124
+3124, 3125
+3126, 3125
+3125, 3126
+3127, 3126
+3126, 3127
+3128, 3127
+3127, 3128
+3129, 3128
+3128, 3129
+3129, 3124
+3124, 3129
+3130, 3129
+3129, 3130
+3131, 3128
+3128, 3131
+3132, 3126
+3126, 3132
+3133, 3132
+3132, 3133
+3134, 3133
+3133, 3134
+3135, 3134
+3134, 3135
+3136, 3135
+3135, 3136
+3137, 3136
+3136, 3137
+3138, 3137
+3137, 3138
+3138, 3133
+3133, 3138
+3139, 3138
+3138, 3139
+3140, 3137
+3137, 3140
+3141, 3136
+3136, 3141
+3142, 3141
+3141, 3142
+3143, 3141
+3141, 3143
+3144, 3135
+3135, 3144
+3145, 3134
+3134, 3145
+3145, 3125
+3125, 3145
+3147, 3146
+3146, 3147
+3148, 3147
+3147, 3148
+3149, 3148
+3148, 3149
+3150, 3149
+3149, 3150
+3151, 3150
+3150, 3151
+3151, 3146
+3146, 3151
+3152, 3151
+3151, 3152
+3153, 3152
+3152, 3153
+3154, 3152
+3152, 3154
+3155, 3149
+3149, 3155
+3156, 3155
+3155, 3156
+3157, 3156
+3156, 3157
+3157, 3148
+3148, 3157
+3159, 3158
+3158, 3159
+3160, 3159
+3159, 3160
+3161, 3160
+3160, 3161
+3162, 3161
+3161, 3162
+3163, 3162
+3162, 3163
+3163, 3158
+3158, 3163
+3164, 3162
+3162, 3164
+3165, 3164
+3164, 3165
+3166, 3164
+3164, 3166
+3167, 3161
+3161, 3167
+3168, 3167
+3167, 3168
+3169, 3168
+3168, 3169
+3170, 3169
+3169, 3170
+3170, 3160
+3160, 3170
+3171, 3169
+3169, 3171
+3172, 3171
+3171, 3172
+3173, 3172
+3172, 3173
+3174, 3173
+3173, 3174
+3174, 3168
+3168, 3174
+3175, 3174
+3174, 3175
+3176, 3175
+3175, 3176
+3177, 3175
+3175, 3177
+3179, 3178
+3178, 3179
+3180, 3179
+3179, 3180
+3181, 3180
+3180, 3181
+3182, 3181
+3181, 3182
+3183, 3182
+3182, 3183
+3183, 3179
+3179, 3183
+3184, 3182
+3182, 3184
+3185, 3184
+3184, 3185
+3186, 3185
+3185, 3186
+3187, 3186
+3186, 3187
+3187, 3181
+3181, 3187
+3188, 3187
+3187, 3188
+3189, 3188
+3188, 3189
+3190, 3188
+3188, 3190
+3192, 3191
+3191, 3192
+3193, 3192
+3192, 3193
+3194, 3193
+3193, 3194
+3195, 3194
+3194, 3195
+3196, 3195
+3195, 3196
+3196, 3191
+3191, 3196
+3197, 3196
+3196, 3197
+3198, 3197
+3197, 3198
+3199, 3198
+3198, 3199
+3200, 3199
+3199, 3200
+3201, 3199
+3199, 3201
+3202, 3201
+3201, 3202
+3203, 3202
+3202, 3203
+3204, 3203
+3203, 3204
+3205, 3204
+3204, 3205
+3206, 3205
+3205, 3206
+3206, 3201
+3201, 3206
+3207, 3204
+3204, 3207
+3208, 3207
+3207, 3208
+3209, 3207
+3207, 3209
+3210, 3193
+3193, 3210
+3211, 3210
+3210, 3211
+3212, 3210
+3210, 3212
+3214, 3213
+3213, 3214
+3215, 3214
+3214, 3215
+3216, 3215
+3215, 3216
+3217, 3216
+3216, 3217
+3218, 3217
+3217, 3218
+3219, 3218
+3218, 3219
+3220, 3219
+3219, 3220
+3221, 3220
+3220, 3221
+3222, 3221
+3221, 3222
+3223, 3222
+3222, 3223
+3223, 3218
+3218, 3223
+3224, 3223
+3223, 3224
+3224, 3215
+3215, 3224
+3225, 3224
+3224, 3225
+3226, 3225
+3225, 3226
+3226, 3213
+3213, 3226
+3227, 3226
+3226, 3227
+3228, 3227
+3227, 3228
+3229, 3228
+3228, 3229
+3230, 3229
+3229, 3230
+3230, 3225
+3225, 3230
+3231, 3230
+3230, 3231
+3231, 3222
+3222, 3231
+3232, 3231
+3231, 3232
+3233, 3232
+3232, 3233
+3234, 3233
+3233, 3234
+3234, 3229
+3229, 3234
+3235, 3232
+3232, 3235
+3236, 3235
+3235, 3236
+3237, 3235
+3235, 3237
+3238, 3219
+3219, 3238
+3239, 3238
+3238, 3239
+3240, 3238
+3238, 3240
+3242, 3241
+3241, 3242
+3243, 3242
+3242, 3243
+3244, 3243
+3243, 3244
+3245, 3244
+3244, 3245
+3246, 3245
+3245, 3246
+3246, 3241
+3241, 3246
+3247, 3246
+3246, 3247
+3248, 3244
+3244, 3248
+3249, 3248
+3248, 3249
+3250, 3248
+3248, 3250
+3251, 3243
+3243, 3251
+3253, 3252
+3252, 3253
+3254, 3253
+3253, 3254
+3255, 3254
+3254, 3255
+3256, 3255
+3255, 3256
+3257, 3256
+3256, 3257
+3258, 3257
+3257, 3258
+3259, 3258
+3258, 3259
+3260, 3259
+3259, 3260
+3261, 3260
+3260, 3261
+3261, 3256
+3256, 3261
+3262, 3261
+3261, 3262
+3262, 3253
+3253, 3262
+3263, 3260
+3260, 3263
+3264, 3263
+3263, 3264
+3265, 3263
+3263, 3265
+3267, 3266
+3266, 3267
+3268, 3267
+3267, 3268
+3269, 3268
+3268, 3269
+3270, 3269
+3269, 3270
+3271, 3270
+3270, 3271
+3272, 3271
+3271, 3272
+3273, 3272
+3272, 3273
+3273, 3268
+3268, 3273
+3274, 3273
+3273, 3274
+3275, 3274
+3274, 3275
+3275, 3266
+3266, 3275
+3276, 3275
+3275, 3276
+3277, 3276
+3276, 3277
+3278, 3277
+3277, 3278
+3279, 3278
+3278, 3279
+3279, 3274
+3274, 3279
+3280, 3279
+3279, 3280
+3281, 3280
+3280, 3281
+3281, 3272
+3272, 3281
+3282, 3278
+3278, 3282
+3283, 3282
+3282, 3283
+3284, 3282
+3282, 3284
+3285, 3271
+3271, 3285
+3286, 3285
+3285, 3286
+3287, 3285
+3285, 3287
+3289, 3288
+3288, 3289
+3290, 3289
+3289, 3290
+3291, 3290
+3290, 3291
+3292, 3291
+3291, 3292
+3293, 3292
+3292, 3293
+3294, 3293
+3293, 3294
+3295, 3294
+3294, 3295
+3295, 3290
+3290, 3295
+3296, 3295
+3295, 3296
+3297, 3296
+3296, 3297
+3297, 3288
+3288, 3297
+3298, 3296
+3296, 3298
+3299, 3298
+3298, 3299
+3299, 3294
+3294, 3299
+3300, 3299
+3299, 3300
+3301, 3300
+3300, 3301
+3302, 3301
+3301, 3302
+3303, 3302
+3302, 3303
+3303, 3298
+3298, 3303
+3304, 3303
+3303, 3304
+3305, 3304
+3304, 3305
+3306, 3304
+3304, 3306
+3307, 3291
+3291, 3307
+3308, 3307
+3307, 3308
+3309, 3307
+3307, 3309
+3311, 3310
+3310, 3311
+3312, 3311
+3311, 3312
+3313, 3312
+3312, 3313
+3314, 3313
+3313, 3314
+3315, 3314
+3314, 3315
+3315, 3310
+3310, 3315
+3316, 3315
+3315, 3316
+3317, 3313
+3313, 3317
+3318, 3317
+3317, 3318
+3319, 3317
+3317, 3319
+3320, 3312
+3312, 3320
+3321, 3320
+3320, 3321
+3322, 3320
+3320, 3322
+3324, 3323
+3323, 3324
+3325, 3324
+3324, 3325
+3326, 3325
+3325, 3326
+3327, 3326
+3326, 3327
+3328, 3327
+3327, 3328
+3328, 3323
+3323, 3328
+3329, 3328
+3328, 3329
+3330, 3329
+3329, 3330
+3331, 3329
+3329, 3331
+3332, 3326
+3326, 3332
+3333, 3332
+3332, 3333
+3334, 3333
+3333, 3334
+3334, 3325
+3325, 3334
+3336, 3335
+3335, 3336
+3337, 3336
+3336, 3337
+3338, 3337
+3337, 3338
+3339, 3338
+3338, 3339
+3340, 3339
+3339, 3340
+3340, 3335
+3335, 3340
+3341, 3339
+3339, 3341
+3342, 3341
+3341, 3342
+3343, 3342
+3342, 3343
+3344, 3343
+3343, 3344
+3345, 3344
+3344, 3345
+3346, 3345
+3345, 3346
+3346, 3341
+3341, 3346
+3347, 3346
+3346, 3347
+3348, 3347
+3347, 3348
+3348, 3338
+3338, 3348
+3349, 3348
+3348, 3349
+3350, 3349
+3349, 3350
+3351, 3350
+3350, 3351
+3352, 3351
+3351, 3352
+3352, 3347
+3347, 3352
+3353, 3351
+3351, 3353
+3354, 3353
+3353, 3354
+3355, 3353
+3353, 3355
+3357, 3356
+3356, 3357
+3358, 3357
+3357, 3358
+3359, 3358
+3358, 3359
+3360, 3359
+3359, 3360
+3361, 3360
+3360, 3361
+3362, 3361
+3361, 3362
+3363, 3362
+3362, 3363
+3364, 3363
+3363, 3364
+3365, 3364
+3364, 3365
+3366, 3365
+3365, 3366
+3366, 3361
+3361, 3366
+3367, 3366
+3366, 3367
+3367, 3359
+3359, 3367
+3368, 3367
+3367, 3368
+3368, 3356
+3356, 3368
+3369, 3364
+3364, 3369
+3370, 3369
+3369, 3370
+3371, 3369
+3369, 3371
diff --git a/datas/MUTAG/MUTAG_edge_labels.txt b/datas/MUTAG/MUTAG_edge_labels.txt
new file mode 100644
index 0000000..66a74dc
--- /dev/null
+++ b/datas/MUTAG/MUTAG_edge_labels.txt
@@ -0,0 +1,7442 @@
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+3
+3
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+1
+1
+2
+2
+1
+1
+1
+1
+2
+2
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+2
+2
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+1
+1
diff --git a/datas/MUTAG/MUTAG_graph_indicator.txt b/datas/MUTAG/MUTAG_graph_indicator.txt
new file mode 100644
index 0000000..74f6d67
--- /dev/null
+++ b/datas/MUTAG/MUTAG_graph_indicator.txt
@@ -0,0 +1,3371 @@
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+2
+2
+2
+2
+2
+2
+2
+2
+2
+2
+2
+2
+2
+3
+3
+3
+3
+3
+3
+3
+3
+3
+3
+3
+3
+3
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+4
+5
+5
+5
+5
+5
+5
+5
+5
+5
+5
+5
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+6
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+7
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+8
+9
+9
+9
+9
+9
+9
+9
+9
+9
+9
+9
+9
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+10
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+11
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+12
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+13
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+14
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+15
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+16
+17
+17
+17
+17
+17
+17
+17
+17
+17
+17
+17
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+18
+19
+19
+19
+19
+19
+19
+19
+19
+19
+19
+19
+19
+19
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+20
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+21
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+22
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+23
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+24
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+25
+26
+26
+26
+26
+26
+26
+26
+26
+26
+26
+26
+26
+26
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+27
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+28
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+29
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+30
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+31
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+32
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+33
+34
+34
+34
+34
+34
+34
+34
+34
+34
+34
+34
+34
+34
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+35
+36
+36
+36
+36
+36
+36
+36
+36
+36
+36
+36
+36
+36
+36
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+37
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+38
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+39
+40
+40
+40
+40
+40
+40
+40
+40
+40
+40
+40
+40
+40
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+41
+42
+42
+42
+42
+42
+42
+42
+42
+42
+42
+42
+42
+42
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+43
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+44
+45
+45
+45
+45
+45
+45
+45
+45
+45
+45
+45
+45
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+46
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+47
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+48
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+49
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+50
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+51
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+52
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+53
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+54
+55
+55
+55
+55
+55
+55
+55
+55
+55
+55
+55
+55
+55
+55
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+56
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+57
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+58
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+59
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+60
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+61
+62
+62
+62
+62
+62
+62
+62
+62
+62
+62
+62
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+63
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+64
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+65
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+66
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+67
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+68
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+69
+70
+70
+70
+70
+70
+70
+70
+70
+70
+70
+70
+70
+70
+70
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+71
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+72
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+73
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+74
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+75
+76
+76
+76
+76
+76
+76
+76
+76
+76
+76
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+77
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+78
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+79
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+80
+81
+81
+81
+81
+81
+81
+81
+81
+81
+81
+81
+81
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+82
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+83
+84
+84
+84
+84
+84
+84
+84
+84
+84
+84
+84
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+85
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+86
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+87
+88
+88
+88
+88
+88
+88
+88
+88
+88
+88
+88
+88
+89
+89
+89
+89
+89
+89
+89
+89
+89
+89
+89
+89
+89
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+90
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+91
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+92
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+93
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+94
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+95
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+96
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+97
+98
+98
+98
+98
+98
+98
+98
+98
+98
+98
+98
+98
+98
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+99
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+100
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+101
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+102
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+103
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+104
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+105
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+106
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+107
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+108
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+109
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+110
+111
+111
+111
+111
+111
+111
+111
+111
+111
+111
+111
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+112
+113
+113
+113
+113
+113
+113
+113
+113
+113
+113
+113
+113
+113
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+114
+115
+115
+115
+115
+115
+115
+115
+115
+115
+115
+115
+115
+116
+116
+116
+116
+116
+116
+116
+116
+116
+116
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+117
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+118
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+119
+120
+120
+120
+120
+120
+120
+120
+120
+120
+120
+120
+120
+120
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+121
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+122
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+123
+124
+124
+124
+124
+124
+124
+124
+124
+124
+124
+124
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+125
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+126
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+127
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+128
+129
+129
+129
+129
+129
+129
+129
+129
+129
+129
+129
+129
+129
+129
+130
+130
+130
+130
+130
+130
+130
+130
+130
+130
+130
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+131
+132
+132
+132
+132
+132
+132
+132
+132
+132
+132
+132
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+133
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+134
+135
+135
+135
+135
+135
+135
+135
+135
+135
+135
+135
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+136
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+137
+138
+138
+138
+138
+138
+138
+138
+138
+138
+138
+138
+138
+138
+139
+139
+139
+139
+139
+139
+139
+139
+139
+139
+139
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+140
+141
+141
+141
+141
+141
+141
+141
+141
+141
+141
+141
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+142
+143
+143
+143
+143
+143
+143
+143
+143
+143
+143
+143
+143
+144
+144
+144
+144
+144
+144
+144
+144
+144
+144
+144
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+145
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+146
+147
+147
+147
+147
+147
+147
+147
+147
+147
+147
+147
+147
+147
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+148
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+149
+150
+150
+150
+150
+150
+150
+150
+150
+150
+150
+150
+150
+151
+151
+151
+151
+151
+151
+151
+151
+151
+151
+151
+151
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+152
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+153
+154
+154
+154
+154
+154
+154
+154
+154
+154
+154
+154
+154
+155
+155
+155
+155
+155
+155
+155
+155
+155
+155
+155
+155
+155
+155
+156
+156
+156
+156
+156
+156
+156
+156
+156
+156
+156
+156
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+157
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+158
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+159
+160
+160
+160
+160
+160
+160
+160
+160
+160
+160
+160
+160
+160
+160
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+161
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+162
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+163
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+164
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+165
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+166
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+167
+168
+168
+168
+168
+168
+168
+168
+168
+168
+168
+168
+169
+169
+169
+169
+169
+169
+169
+169
+169
+169
+169
+169
+169
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+170
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+171
+172
+172
+172
+172
+172
+172
+172
+172
+172
+172
+172
+172
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+173
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+174
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+175
+176
+176
+176
+176
+176
+176
+176
+176
+176
+176
+176
+176
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+177
+178
+178
+178
+178
+178
+178
+178
+178
+178
+178
+178
+178
+178
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+179
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+180
+181
+181
+181
+181
+181
+181
+181
+181
+181
+181
+181
+182
+182
+182
+182
+182
+182
+182
+182
+182
+182
+182
+182
+182
+182
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+183
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+184
+185
+185
+185
+185
+185
+185
+185
+185
+185
+185
+185
+185
+185
+186
+186
+186
+186
+186
+186
+186
+186
+186
+186
+186
+186
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+187
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
+188
diff --git a/datas/MUTAG/MUTAG_graph_labels.txt b/datas/MUTAG/MUTAG_graph_labels.txt
new file mode 100644
index 0000000..cd9a9c8
--- /dev/null
+++ b/datas/MUTAG/MUTAG_graph_labels.txt
@@ -0,0 +1,188 @@
+1
+-1
+-1
+1
+-1
+1
+-1
+1
+-1
+1
+1
+1
+1
+-1
+1
+1
+-1
+1
+-1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+-1
+1
+-1
+1
+-1
+-1
+-1
+1
+-1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+-1
+1
+1
+1
+1
+1
+1
+-1
+1
+1
+-1
+-1
+1
+1
+1
+-1
+1
+1
+-1
+1
+1
+-1
+-1
+-1
+1
+1
+1
+1
+1
+-1
+1
+1
+1
+-1
+-1
+1
+1
+1
+1
+1
+1
+1
+1
+-1
+1
+-1
+1
+1
+1
+1
+1
+1
+1
+1
+1
+-1
+-1
+1
+-1
+-1
+1
+-1
+1
+1
+-1
+-1
+1
+1
+-1
+-1
+1
+1
+1
+1
+-1
+-1
+-1
+-1
+-1
+1
+-1
+1
+1
+-1
+-1
+1
+-1
+-1
+-1
+-1
+1
+1
+-1
+1
+1
+-1
+1
+1
+1
+-1
+-1
+-1
+1
+1
+1
+-1
+1
+1
+1
+1
+1
+1
+1
+-1
+1
+1
+1
+1
+1
+1
+-1
+1
+1
+1
+-1
+1
+-1
+-1
+1
+1
+-1
+-1
+1
+-1
diff --git a/datas/MUTAG/MUTAG_node_labels.txt b/datas/MUTAG/MUTAG_node_labels.txt
new file mode 100644
index 0000000..cc11ed9
--- /dev/null
+++ b/datas/MUTAG/MUTAG_node_labels.txt
@@ -0,0 +1,3371 @@
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+1
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+3
+1
+2
+2
+3
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+1
+0
+1
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+1
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+1
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+4
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+5
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+3
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+2
+0
+3
+3
+3
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+6
+0
+1
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+2
+0
+0
+0
+0
+0
+0
+2
+5
+5
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+5
+0
+0
+0
+0
+0
+0
+1
+2
+2
+2
+1
+0
+0
+0
+2
+0
+0
+0
+0
+2
+1
+1
+0
+0
+0
+0
+0
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+2
+0
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+5
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+1
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+0
+0
+1
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+3
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+1
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+3
+3
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+1
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+5
+5
+2
+0
+0
+0
+0
+0
+0
+5
+1
+2
+2
+5
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+5
+3
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+5
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+5
+5
+1
+2
+2
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+2
+5
+5
+5
+1
+2
+2
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+5
+1
+2
+2
+5
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+1
+0
+0
+1
+0
+0
+2
+1
+2
+2
+0
+0
+0
+0
+1
+1
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+0
+1
+1
+2
+2
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+1
+2
+2
+0
+0
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+6
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+3
+0
+0
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+1
+1
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+5
+5
+2
+0
+0
+0
+0
+0
+0
+5
+5
+1
+2
+2
+5
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+0
+0
+1
+0
+0
+0
+0
+1
+2
+2
+0
+1
+1
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+3
+1
+2
+2
+1
+2
+2
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
+0
+0
+0
+0
+1
+0
+0
+0
+0
+0
+0
+0
+0
+1
+2
+2
diff --git a/datas/MUTAG/README.txt b/datas/MUTAG/README.txt
new file mode 100644
index 0000000..7c1cafa
--- /dev/null
+++ b/datas/MUTAG/README.txt
@@ -0,0 +1,85 @@
+README for dataset MUTAG
+
+
+=== Usage ===
+
+This folder contains the following comma separated text files
+(replace DS by the name of the dataset):
+
+n = total number of nodes
+m = total number of edges
+N = number of graphs
+
+(1) DS_A.txt (m lines)
+ sparse (block diagonal) adjacency matrix for all graphs,
+ each line corresponds to (row, col) resp. (node_id, node_id)
+
+(2) DS_graph_indicator.txt (n lines)
+ column vector of graph identifiers for all nodes of all graphs,
+ the value in the i-th line is the graph_id of the node with node_id i
+
+(3) DS_graph_labels.txt (N lines)
+ class labels for all graphs in the dataset,
+ the value in the i-th line is the class label of the graph with graph_id i
+
+(4) DS_node_labels.txt (n lines)
+ column vector of node labels,
+ the value in the i-th line corresponds to the node with node_id i
+
+There are OPTIONAL files if the respective information is available:
+
+(5) DS_edge_labels.txt (m lines; same size as DS_A_sparse.txt)
+ labels for the edges in DD_A_sparse.txt
+
+(6) DS_edge_attributes.txt (m lines; same size as DS_A.txt)
+ attributes for the edges in DS_A.txt
+
+(7) DS_node_attributes.txt (n lines)
+ matrix of node attributes,
+ the comma seperated values in the i-th line is the attribute vector of the node with node_id i
+
+(8) DS_graph_attributes.txt (N lines)
+ regression values for all graphs in the dataset,
+ the value in the i-th line is the attribute of the graph with graph_id i
+
+
+=== Description of the dataset ===
+
+The MUTAG dataset consists of 188 chemical compounds divided into two
+classes according to their mutagenic effect on a bacterium.
+
+The chemical data was obtained form http://cdb.ics.uci.edu and converted
+to graphs, where vertices represent atoms and edges represent chemical
+bonds. Explicit hydrogen atoms have been removed and vertices are labeled
+by atom type and edges by bond type (single, double, triple or aromatic).
+Chemical data was processed using the Chemistry Development Kit (v1.4).
+
+Node labels:
+
+ 0 C
+ 1 N
+ 2 O
+ 3 F
+ 4 I
+ 5 Cl
+ 6 Br
+
+Edge labels:
+
+ 0 aromatic
+ 1 single
+ 2 double
+ 3 triple
+
+
+=== Previous Use of the Dataset ===
+
+Kriege, N., Mutzel, P.: Subgraph matching kernels for attributed graphs. In: Proceedings
+of the 29th International Conference on Machine Learning (ICML-2012) (2012).
+
+
+=== References ===
+
+Debnath, A.K., Lopez de Compadre, R.L., Debnath, G., Shusterman, A.J., and Hansch, C.
+Structure-activity relationship of mutagenic aromatic and heteroaromatic nitro compounds.
+Correlation with molecular orbital energies and hydrophobicity. J. Med. Chem. 34(2):786-797 (1991).
diff --git a/graphs/myplot1.png b/graphs/myplot1.png
new file mode 100644
index 0000000000000000000000000000000000000000..05cb95af509ffd380f8ea54f3cfe55ecbb1dc238
GIT binary patch
literal 5227
zcmZvgdtA$V{KvoFZDz5f8(PxMN#!K1Myf@roJvXLoJg02v*n&*Ntb<-A`T+w*l1l`
zaxcsgUBAjftmQ~DsTOHnrlPA_?f2e1e!std|9<*B-|zS5^ZvYE@Al0I4DkMG+MH$PJ2f$%TQyRK~=ihTA}Ri452E6rSDyV&>K
z^7;95j)f661^NvBmEZg88MB#926}793KnG0eEiIDHyh2ej))r7U&~ciRbD+QR)b9~D
z`z~nLd1ELm%R5Ka&|AH9XX!*xWCUg0Ztl3p{sNbXW$%?K0ty|;9%(;bm-KDCG~rR$
z1igIdQd~tzLCL-E)j@hJWJBCQ_0->o!(1K8FEB#GHioq(9@_@ctuOJiP38Ay+~>ae
zuk_y7^$z{j{upW7_>0?jg2WIkDH&t_D_g)eWi}|uV(Q{xpPL+nV&aEocSsqfVWim^abhBY#
zaqhvnC^;{*C-;Fp?ac{cwv
z;(#}ZmZ(x~p;>9?J7*l=eX%_75-BB;v5f2k^4hOO=*X$b)%{k#PJOonN9d32`wq1@
z4V*H+H5hP`awl#D5uf=~X%aor{<%EMlc*Sh_We@rrnO_N+A0#o_bspJvpe#Ev?h6U
zVHCoDG1W9Ny5YCrq^PjwQtky!tC!Y#cSX?Rwi)^SA9r4uuI*`@%E9p5&fn=d(#Ht$?ae#G#3ZJo+_Eb
z^~KM1s_i3fMh}`NyH+0`tQcC;bWKv%Z{+O>w+`}Mh_HVCQf4D0^If%9q3+NWU&|n3IzB?w3Ujds=izUZFs??>k#FFa(4)TQz$e3Zzl*4h(
zL~UQFhK8`YY&{4*N5sg2RW4sBfWF_y
z72^AVE@E@o&VZjz|!7KumK1IaX1vO;wh1<>{#6LOQ
z0#E=wT`E|q!&0|$;Yox@<#5^g5D=0dx5SYPeBs6!D0wtfDgaqw1F#8N$`^LQM7hFX
z)@z~UV{C4L4S_oIg~Gp>M6-s}5-ob*ToJ=whm~i>=6p2A-4}=@UMsPbd3<5U34|zM
zF!ilaatxbm8A70LeW~yllW5N&#i$lN(@4bd)nS?0usQ1hv=mD&12~s2^o8PT7|bkq
zjCufu5vZ3T<7*Pl=ZsYF20)sK5f9*eHs>CI4q{2W7nVZe3u{gx#Jd2_N68lf3?@*$
z0Bj-AjzXylExL}eh%q0)d2G%L02hiSGa;ijU$_8DHD)k_EKzdFR&K!t0(IY0g?|l+
z)`>|CNwf`)BE~H(`kk$8PNzOgtRh6<7+Wv)T+LgF2~~D0EOK=iMQM2ddz#P(htkTRj%2lM@9k1$9R1l4zh#!`X0nXz3j%0u|Jmz7pcsD5&ssL7kip&{9xm
zwF8tdfmKT!P6YoOfI1obR$}>~aHLGc6V&<27EK3rnv)4sP^Tw&3aB&v0EG_fq~6tK
zfjSN6S>TzEJdex}2+iR%&dk^j@!c)Y#1b8IG`+oiytmY-HJ2GzIQ%^R>YCi$IfN2R
zJoACkp0d4tE#-}2an04*ZXetj_aD3OB+=Fljr9~oB!B-L9J=@4e9t2lgIDar4t8BB
z{t)9gFwg9F0`>Yq#ocGzFYkxGy|fE%&2`z|{mgCh>w{fQ$^EIO>s77^!#fAIn>oP7
zl985#;ytYuU+YF%c`6CBFElJHX{_sN<6_!HD?IbYGgF@O-pfVInD*yS1&!eeyXtb5
zMJPWS>#=+qZWdL9{4-o|VK?MI=NPcOA16kPRvCmJXiL*BB3^`3U!L3~G(Fgv
zFJ#7njFk5csp9LF
zjfBR3{>v&L`(5HJ9b+{8+HWhuHg1$w@^};Vj$@83?4jnqbOTa@aB4uUHRZ^*qJ25Q{*`b
zg~>nZKo@<4%ag{u-Nx4PHch^7tQZ#5C3cK{{ZxDW?OQ19cE`w}_OOQSt0
zWW9NKCdS}M)<^J0t4+fbzy9le%4Fip9^QC;?&RQq-ln%JwuMi#@W9MbBc80YCqgyG
zaT}KwC4RQKdGn^*_nI}15mPREVdg(gjJUc@4A$G&*qjSLxJ^aOO#%D%k`H#(*9I+f
zQ+=PP`6;+INPwtr@NcCBr@180W
z`(=+iwzyZ2Xf9j0>0s#lsuff)bhQcSur~Z6V!X1#@3^u#tW>1>3}2Yyf~JG|iD2ln
zUn;0z=y%-Vk27JF&Lo1NM}cH$epvn=unLBL+nz}T^+z3%8uE`Jp3}t=91OiI1L}h7Kl>0)|clxr3os
zM?)Gg^mNz@hJGhQY6$92*M@*#=uUO8DGN!J8p2P6AQw1`7FrMmacl_wpnmsa5?>E?
zf}#HlWrCrD`pIDEXR8!cF!Tk7q=rXNAX&~LhK?0#$zgNMLJ0m302Gt>Fq>1r&>sN^
zhJFt~Fm#yBR50|K6se)lNhHfv#K@e7T1EmGM)1D@;A;}!0zfcyn9W2m^mPD&p_mVCW0sZt_-O8(~D_W+*#F
zEJ47~k3(!Qbde65gMp#j0ttq`ElX<1@*w!{fKAZS5EhpVhR(19luF`1f+WyVF^mK-
zboOjO!O(*Mg_a7SygXZi7*2wKp<6zW$1DF{9u**RNUYyJ^?;Jd9FaPJFeHF)u_U25>j!fG{mG-9_J%shNc1I`j?z>pXX*luB}
z&bVNelNx;e*LF2%VOygHeZn?tz$0fhpizwm4A9en$|stP8;@y9jhVGg4Yu1pRfEsN
z_o>0aLr2wM-rTzyaP52T{*0`vrQ+dPOp?}6IzW381>#F(?%rsuv+}xP+VK`&N
z!^xoPecGqc|NSCi0`>i|-5g)Dd}z|jE+KYVu?=TO*KOnSfrcdwe+`)~hD^8OiHQSl
zxuM@X1*f~3v)j5~bdODHpBJLm(onQz;6&@-$B@?S;^l9PloyO5mIComN(^m&Ib-l2
zUYSmnt+{d=#dLaP0wwrxbR4CxvFQ6dQ)6}Ddxk`1dr)7IU7crd(y6q5rg@_4;XUcm
zdniXdMw@gNO>66TzeIi`cUPGS6YXXL6^k
z{pc0|U2CtBF$Vx!uI{3emXtM@PL%JKDW6|Dn9~tNbT=%R(Qi}fyi8FZ-0(HV4(GW=
zCm;Xx;c)J6T8Kd4f_o=_m$-Y6KYJ60H>_Q@X}}G^2>!-0=)y3|+iq^|w6?mb0lW9F
zuY0T1M)HuLsRss)`$PH$mj0qz5}n-MHiL#atTvYETX~n0%ifMtZ?*o^c26gOn%$~Q
zz~$OSC^7Kbbz+(0x3E_epQ0#D9`AIk+|r^WC`UX;OLZ3YHqTvZH@qkcIkv_%ruKJMrZ28(D>6p|OALu+4;osDCcF>d?7}Ce*7&$PJ2f$%TQyRK~=ihTA}Ri452E6rSDyV&>K
z^7;95j)f661^NvBmEZg88MB#926}793KnG0eEiIDHyh2ej))r7U&~ciRbD+QR)b9~D
z`z~nLd1ELm%R5Ka&|AH9XX!*xWCUg0Ztl3p{sNbXW$%?K0ty|;9%(;bm-KDCG~rR$
z1igIdQd~tzLCL-E)j@hJWJBCQ_0->o!(1K8FEB#GHioq(9@_@ctuOJiP38Ay+~>ae
zuk_y7^$z{j{upW7_>0?jg2WIkDH&t_D_g)eWi}|uV(Q{xpPL+nV&aEocSsqfVWim^abhBY#
zaqhvnC^;{*C-;Fp?ac{cwv
z;(#}ZmZ(x~p;>9?J7*l=eX%_75-BB;v5f2k^4hOO=*X$b)%{k#PJOonN9d32`wq1@
z4V*H+H5hP`awl#D5uf=~X%aor{<%EMlc*Sh_We@rrnO_N+A0#o_bspJvpe#Ev?h6U
zVHCoDG1W9Ny5YCrq^PjwQtky!tC!Y#cSX?Rwi)^SA9r4uuI*`@%E9p5&fn=d(#Ht$?ae#G#3ZJo+_Eb
z^~KM1s_i3fMh}`NyH+0`tQcC;bWKv%Z{+O>w+`}Mh_HVCQf4D0^If%9q3+NWU&|n3IzB?w3Ujds=izUZFs??>k#FFa(4)TQz$e3Zzl*4h(
zL~UQFhK8`YY&{4*N5sg2RW4sBfWF_y
z72^AVE@E@o&VZjz|!7KumK1IaX1vO;wh1<>{#6LOQ
z0#E=wT`E|q!&0|$;Yox@<#5^g5D=0dx5SYPeBs6!D0wtfDgaqw1F#8N$`^LQM7hFX
z)@z~UV{C4L4S_oIg~Gp>M6-s}5-ob*ToJ=whm~i>=6p2A-4}=@UMsPbd3<5U34|zM
zF!ilaatxbm8A70LeW~yllW5N&#i$lN(@4bd)nS?0usQ1hv=mD&12~s2^o8PT7|bkq
zjCufu5vZ3T<7*Pl=ZsYF20)sK5f9*eHs>CI4q{2W7nVZe3u{gx#Jd2_N68lf3?@*$
z0Bj-AjzXylExL}eh%q0)d2G%L02hiSGa;ijU$_8DHD)k_EKzdFR&K!t0(IY0g?|l+
z)`>|CNwf`)BE~H(`kk$8PNzOgtRh6<7+Wv)T+LgF2~~D0EOK=iMQM2ddz#P(htkTRj%2lM@9k1$9R1l4zh#!`X0nXz3j%0u|Jmz7pcsD5&ssL7kip&{9xm
zwF8tdfmKT!P6YoOfI1obR$}>~aHLGc6V&<27EK3rnv)4sP^Tw&3aB&v0EG_fq~6tK
zfjSN6S>TzEJdex}2+iR%&dk^j@!c)Y#1b8IG`+oiytmY-HJ2GzIQ%^R>YCi$IfN2R
zJoACkp0d4tE#-}2an04*ZXetj_aD3OB+=Fljr9~oB!B-L9J=@4e9t2lgIDar4t8BB
z{t)9gFwg9F0`>Yq#ocGzFYkxGy|fE%&2`z|{mgCh>w{fQ$^EIO>s77^!#fAIn>oP7
zl985#;ytYuU+YF%c`6CBFElJHX{_sN<6_!HD?IbYGgF@O-pfVInD*yS1&!eeyXtb5
zMJPWS>#=+qZWdL9{4-o|VK?MI=NPcOA16kPRvCmJXiL*BB3^`3U!L3~G(Fgv
zFJ#7njFk5csp9LF
zjfBR3{>v&L`(5HJ9b+{8+HWhuHg1$w@^};Vj$@83?4jnqbOTa@aB4uUHRZ^*qJ25Q{*`b
zg~>nZKo@<4%ag{u-Nx4PHch^7tQZ#5C3cK{{ZxDW?OQ19cE`w}_OOQSt0
zWW9NKCdS}M)<^J0t4+fbzy9le%4Fip9^QC;?&RQq-ln%JwuMi#@W9MbBc80YCqgyG
zaT}KwC4RQKdGn^*_nI}15mPREVdg(gjJUc@4A$G&*qjSLxJ^aOO#%D%k`H#(*9I+f
zQ+=PP`6;+INPwtr@NcCBr@180W
z`(=+iwzyZ2Xf9j0>0s#lsuff)bhQcSur~Z6V!X1#@3^u#tW>1>3}2Yyf~JG|iD2ln
zUn;0z=y%-Vk27JF&Lo1NM}cH$epvn=unLBL+nz}T^+z3%8uE`Jp3}t=91OiI1L}h7Kl>0)|clxr3os
zM?)Gg^mNz@hJGhQY6$92*M@*#=uUO8DGN!J8p2P6AQw1`7FrMmacl_wpnmsa5?>E?
zf}#HlWrCrD`pIDEXR8!cF!Tk7q=rXNAX&~LhK?0#$zgNMLJ0m302Gt>Fq>1r&>sN^
zhJFt~Fm#yBR50|K6se)lNhHfv#K@e7T1EmGM)1D@;A;}!0zfcyn9W2m^mPD&p_mVCW0sZt_-O8(~D_W+*#F
zEJ47~k3(!Qbde65gMp#j0ttq`ElX<1@*w!{fKAZS5EhpVhR(19luF`1f+WyVF^mK-
zboOjO!O(*Mg_a7SygXZi7*2wKp<6zW$1DF{9u**RNUYyJ^?;Jd9FaPJFeHF)u_U25>j!fG{mG-9_J%shNc1I`j?z>pXX*luB}
z&bVNelNx;e*LF2%VOygHeZn?tz$0fhpizwm4A9en$|stP8;@y9jhVGg4Yu1pRfEsN
z_o>0aLr2wM-rTzyaP52T{*0`vrQ+dPOp?}6IzW381>#F(?%rsuv+}xP+VK`&N
z!^xoPecGqc|NSCi0`>i|-5g)Dd}z|jE+KYVu?=TO*KOnSfrcdwe+`)~hD^8OiHQSl
zxuM@X1*f~3v)j5~bdODHpBJLm(onQz;6&@-$B@?S;^l9PloyO5mIComN(^m&Ib-l2
zUYSmnt+{d=#dLaP0wwrxbR4CxvFQ6dQ)6}Ddxk`1dr)7IU7crd(y6q5rg@_4;XUcm
zdniXdMw@gNO>66TzeIi`cUPGS6YXXL6^k
z{pc0|U2CtBF$Vx!uI{3emXtM@PL%JKDW6|Dn9~tNbT=%R(Qi}fyi8FZ-0(HV4(GW=
zCm;Xx;c)J6T8Kd4f_o=_m$-Y6KYJ60H>_Q@X}}G^2>!-0=)y3|+iq^|w6?mb0lW9F
zuY0T1M)HuLsRss)`$PH$mj0qz5}n-MHiL#atTvYETX~n0%ifMtZ?*o^c26gOn%$~Q
zz~$OSC^7Kbbz+(0x3E_epQ0#D9`AIk+|r^WC`UX;OLZ3YHqTvZH@qkcIkv_%ruKJMrZ28(D>6p|OALu+4;osDCcF>d?7}Ce*7&YfyF~u17`sin9thLu(u{(Fr6&8>d
zAPAyhXKS+yL2wv?psg}E7%9wi$U_iyO*@;-&LJMX&7S8yybqNP4lAy|^shx{Mh=;f
zZajLjM@P+V#nXD93vyfJN0kz9dz`h85k4(mH)+HDv+OixT6Ij)!4oZp`bnNu{Sh6h
z4;7IS_e4ts8A(I%RwzLOS)j#3b|NSd!^uz(H7g8FM{x3plqeF@*Q@T)jPUj1zaB6O
z=dwwN=n$qv-k2NFVZ9`K_P6KzOjS5BzQdqQwtEYvbXjv+u(rwfu-lTqKaXF1@k4Mk
z$VVK5YT2a{CkA~Z_qydrz8f)cULxZgJv^L*U?VKG*07~bsX50~-#E3eBOtLyEO`PC
zWA2wb7K1(2!%287;pyVmw};Dok~&VEkX8PMyuALxqr#K?YxTr8i-y#tFt4Yo
zt@s#D+nL5h&)KQ`Ne8?YsZn-dELG_wYr1LY5}Af_PZIK}W(SrO*|;st_(0Jr_7TL^
zx&jq<)pv&5nziQrirVh3KwHeFb`;;%lyRw;lSbmOM7()!KjR+*J&GF0#)cD;ooQR$
zh~}X9xI2mX1LFpMh-jY~Iu^!5YHppv^~66$(ye<51$}wxXu9EXV!_*z=!8dZbH418
z4I?8gaUl{HZHzzA-_wus2RhiQ#R1<6eh&{fXS*Y|R@10r-|1t)n;vcd*Jz!Ez&9o)
zMp}3_aHv5Fd(gd-H~M0__3PTgl!i0@ctNFp+U(>^b#xOyNR^!S^~vEF8VSo}ky@v|
zb-&K*FTd_^Ec-=LrKVEHSwp7fl0q|6)8v#4)YefQ_bsTk=1Q;Gvc{m^I|stwUI_{x
z<(qDxN0FOrzL%&Msc)hg|(Mi{yVKD_Ct@z98rfm{GG)Z!Ls3
zp;Tl3{oo>%rvQQve(gdUKGq`6&OK=MjSTeOZ52YnYam`r(BqwCQjtZw?)((kT8{h1
z;1JV$>=(~#xVqXO>jn)U9+sj36gqzAw!f5unt>_1M|+;>z55DclAM9Ayl5{~5CBY_
z2fxfSH{4@jODb!T(ucY8HqY<7hCg6J$17)Dke;`F?5fPXCa+zx^KVC$pH67#{B%Ml
z^QRNHbxEy6SmRc^jq?_z>@4QrTa{ZKK>tWQ!mfq|@nr^lmDj-wha16IN6S(2!6t4e+5I7WRg$!0RFu#7LkG7FGc;mr&3F
zaE&f6;t+?(&_?@~fq`K{L5@U)Ob`k$nV|LXj8$!Y1KYVvk0)hF$7kAM7kxQI+c<;{
z#}!9HIp=94ElnI*ok_J?PB7gl^uyF-f--^lS&ugecf~mwp~IEfxd(Ru2a{b3TTj5T
zIsb_yMbk*>_Jjg2iL4f{{V<1k4?zudLD5&)pjdG9g9BC}q3*&R2nFf}mDUSDO}L1-
zz!grnAr$Nas<$?85p3vrF5(T6oleEyfJKH;|QY$Pi^luJ-
za#+{f_{`tSOJ|OZywc${H`t0;i*hULBmbAcmY0)J(n}|%x^vVmm8_IxgKqoy_>lPD!unsC
zw1i~vU2!5qbVvQWi|TJ1)ICBD&Q6U6z8u{4gNuw@Li9Us1QydGrdSg`$BsSRn`JTn
zjmeJ~cNgm*p^jMH217$bDwQ?-(S$uxOLu#I>_va^^j>!7c*VMsnV!6AiGRt+T~S|A
zzv6hYi)X}W?z&lHp-5@dL~G|=ZgJOxtmns@PStHUImhUz#;4_F~c_S$D>+q@vl!jsQgB}(
zI6vp*ko|E7w_{y_3#5~*}bO>^N=9145F#R=*q~*5G0Pnwkz@3gYVP@
z)6GS})pO^fhdZiEW`-(Ez6HIV?k_1BxQmF+B8L8AlPf#Y%ujzbYIr$2)->#-X&D*b
z{pFF8<;=j$LS&;pZ_Nf{<5SHi8_tQ0#fwA3=Vr%aR$MAMVmdeJim+@kSFaN%hMqSC
zgbkJJ>+9)xuxCf3Q)W*HVn!=U(g;>AGL+NH*fWEPYuzN9_->Jl`9$lPOD4Ye
z*I5P2QYym6n}f^B%BoY%lGr#bK$(H8#E`l_E~>8+3r$MOmr13c#5v}{W#Eu$xdF|E
z;4-yEO~I;(ko?QpK1D@EAJ^x<|9I~`7l%i-t1$K(o12?c^uy!fZV6>5y)yYF0zK1j
z3m`2vuHZc_Co9y*qIXt60F22{QX!(AZpJ!s5G7fJcBGWPE{D)f^+nQKqC>7BVn>$DtQZpIw2VX
zJ}N<$vK5S#t1uQo3i_nOvw?um+=j)TqmgVcAgT+Q)Hp>{4+36G3g`G|Wvx}aEal3A
zW`$8BI)0BX&jupb`5K~X#-#4F!#T==%C3bBd&pGIvB+*cpQN~x((;J2&kVHGJb_L2C=^z@?`oNLh=Kk{-wopj-!zv_IJC&
zI(%@B*HSW~{A4MMAV+=I;pxDVOSfTmu;lX>ka%S#Raptuqk$+9=Xe2(2?)tHz&IpJ
zu>=3NE@bQi;sR|RI5uHvln5ma+zt{73@wR-&h0
zhVl?>jr@VUZ3NgLOQF6aE3lFfYsk=6`7)HJ?*X1etSbO^5HuPgV{O#t)ofx?YmCuo
z4tNNM%Zj3r{H`I^!2lBhUILhgSSNvbAAnpMXqal|AE>XmQ2cEw^Vp
zw@2D_Ox<-X&~>b6QZ+5)O9aJcJEpxWrYzE=$b22Uf12-l$~)0L-g_>=doIO$?us{?
z>+Rz8^+%FZvaDtIDC2wzVx8&3KlyB?yI4Q3XFRXRDYqxBi}1v2HkzKCKQ_ko$(|0MDRk*y}b?k?(bW&KoL3DT9
zI)&2BnD#a%_xTf@dwG`wI|A5qr^*N0mkBmPt@*n$IP7w_DrcZ2YhZ%^0zcNLgwslBhOnaX~8N}9Y>aCCAGIgcUMtZicvMNc#2mRf$uwcLLq=pDUazt|F4
zuEkSM-P4bCGr1)TU*@+>3@HWkl;M(!938WVNI?;OhL5v9RU#eUDKKK3
zPe82y+#9LR`Z2gI@%Z1lmt4oHUB^6K#||Z0-1P452;iuvcDmOnuSKIZ9!-VuE|vK*
zmzht-Fq>yLC(e2&&W0t<@^3R|mQrjS!Og5lmA!IG+_O@(u=@HBT&d=78K(x7#Q*AD
zSLy&qk|j3EG+Ji(wNS1*yJeHP`OOjoWoa}z#6n!zb~V>{I%J?+b%{wpW$v*uj%Hn5
z9cGpEoPMqX6Os743Q7X&`qrDRN!(~jF6NE;Dhkqk0JXy$C
zc?lm=6~L#_#usbKsduIX>5x5VO*oac%1hAbp_F9vl3>qY8FoKthQ9vmcnw|k~3mqxvRjKDN0oF
z=G@tblh^r3-u@dw!#0(6eTxhQqg{tzUY@SdZ^{lsi+wqF0tp%n`1H+c^NOvJCV7M&X~=e8v0}w!
zhix)~ANeMpo#wK|llvcy)$ev{=dRcTHk6=bZQ=2FH8nL~^L&S^ufTN>-I7x`pca39
zd3qSHWIiz3;JGd`jU`L5%BifZq!zyzZwZ6y^!?!A;JfO0D#%}Z-<0bSA~-kN-B2?4
ze#z=r4j19zt;QpuD81{%RpkG9>C)$;&pOh=pa?Cl;Mz12G}0@e>VZl*pm%-np^m@o>j)?%>U8@D`89gFX@L%gpPzmiKNMma`*uX8kXRIc9w!P&Hm&YEkH0
zo%YBrA8Ny)Y3|)mu$Y)P+m9C%MYLaYc{8rR1F{X*EA&rf4_O$`2U%MXZvy0hc*P6(Kqz{7_RH@FA8pAY!Ky;UaRnr^VLaQ7UT
zbajTCFw)f4)^qM@z1&jobu$1tj!qu
zp^WSf%Ypb8<*G6;6+?Pb5`s^-K`YDzD#X9H4i8y$kYk{Z67MN8S+PKc_^;T4p}+o3
z*0h9CJtnISWOFNP*Mo)&hV(L6#)E3IrZ!5n{e!mA7$+a6%w(ApG_=+VMYf>e1c)j#
zFem^oLV$K|psU+r=v5z%!36}*;22;Co>D<>_QlCV{EH%07|1W{>Ekg7KF*iZhewHw
z#X^yXDg)W;#p%-oXe1OZUC2PbFgSfuC^3DNP}B#U>)xEcjowldS0E=NJ0*dFEl!a$Z^ts<}GAvXHwX!|kr{BP|NhSsjnX%f+U
zdrnGZ4!M*|CRavveU#`q;(SCh`XO_}ypau`lO?jdew~&mO4xIM-e&0sGl`YIT;5Bl
z_x|`aPu-f}FQNYW*P3~%5u7Yg7hGV^kFFNZ%jWvcYxw?sez`hN*VCOG)4rNbRsCIj
zM&LiOX^!O!?mJUy^kt?juj#57;{($f$DY6kUa4BhPKVrUwPi0iusaCfNT_;t7j_aJ;-^BlX=ku3Gf&HTl*t#SC>_{H}1Nhnh=t$;l#ZcRZe{>{6C5tXh{NIjb
z=QB9j*r}f#$(kOVR5CnqG7pg)({ZFy
zBqf=LBV=~W^YE>^p7;CS>-w&5xGw+LXYYHjz4sb^>$ld!D>`b-yLoma2*RwPuB?Y3
zSR8_2C=6H_sVvnhMGy&n4dn~^zLwK{%y+cyNvm`AY1OrdA9nZ}X#HBnCFye38%gCJfy<8lb1G%ZL*kW~b;
z3n9}pNFa!U5)OmRVz5jIj&-j!f&}6a8iYdA&pP{~Y3%^Lg2sT?6;h*Z5EFt_b5r)H
zwMMff&uRzWyOtAoF!_9ve2LY|b#??PmJp|1{mEsOGSO@1IVs^R{oTy_HWhC>tiJUL
zL5%gZX*SpH`8*1}bW*b@$wo#mx}oAafntRv`5!Xy3Mc)gwDrDs~ogfw#&%B74`&DKex
z2$G*GixI1NIo6)uC}okj{?2xXtz&!q(1u;rW6#TqXAz|RN(#cyCsnuL(!!`&Hm9B+
z5WgjQ-n;R@@cH!|3{o66LA#o~N?Y)9pdzV4@VxM3f9f6Wo$*(Sa-@o2N7&$>MvU0!
zjW<&@g~6IRCtvOSdNoj^eMh@?u2Xz;&@vH0oN_&JXIKJ%KJ9GG$L%@4++^r41?#dJ
zF**ZYUrRHN7M_gm_Mf`r=91tz^Xhv|Vk$F&Oy+pvnk+C)Qq5(bwdXo_9y*0oQ16M^
z&@my!xx)0T6C;5w9XLC=EdBd>DT$TlH%B=-Qq?;Q-lpmfp0!4Bb_O!!qa!tYx@&^6
z_5Yr<|F$P_y+F^cpC~lKe?Iz-TlF3u#M$RTY;4r
zcQB0}L?lko8wV~=J>S>ysQt{V5!V?(uJS2amu|@|b5I$LD6IKUQ+h7?aKm3q)-tNm
zn+x}RWWA@d6P}&1j}8_?5Rr_R7%`8UL+0zz!baESs{(G<@(u;}b-0$7JA7B=sdgW{
z`1?ztT-Yh^LG|u$HtZ!s$@m)Gr0-tk%w0tm9{T3yz14oV9cD}Hni^;55%Q60PD*m2
z<(HOovl{D#q4P^pKF>r%M4a2QVLUw}D
zi2|opaPOaD?
zk+1i>acQMIdGh4>b6(gNw{yk;_x`1Ja)KT+k0jA^*_5U!U$SYo&xSALQJ>
ze+<63`80<{q(5lI!oj`tX7i&*k5B=Fo2D?FZltxBl0>h`cJC^SGz>yX+Y}&QpXse=
zrLgeHp5tXfx8a|UK_a-U0f|Mkuv*Czyu`nf2M;Z+*(K
z?YP4%4nwmDE-Uzb3s&S%$fk!wao`Vna9gZ9dy2;fYHKBZ7stM>gJV@3#ACc=Q&t8-
zU~GQ)6WlNoLcxPtoFzJS6t+?hoVkh0f4RkqMue9|Eu4ifvkq?Q2VC8gWPW<%&go^t
z0#l990sl!+RH}z-J~)-DSFge;GwYi0;vMM3!~uHa{rmSzI(J^-sdnv?MJJx1yNG+A
zc+!YR@|FPeHYJo5y^&w+0vJvi8JTb2zJ=L150KCsu|9p5-8wcgk>kLD6U_ak_A%%k
zU&acPfA&_~wz091N*0xoF+nHt+~u_PSYI4}{P=NtdU{)%KDv(#tu;=?)YP=NX>O=t
z3HCU)_X&nmEt)r0#r@W;F;E(GV-jaEhI3FVzyb6k(smCc5h-#$JYj4c
z9Em9@1uY0Nn}Vi=;d10_*Ya^pcDBSH<1YDgHr0Dwzjql3k&ErBe-9JbK-5yT$(4N;0w&gwOVy};;
z7|x>V`A3pO+lFYJtZQ(*D@Gz*)~CR_9o$!D`Wz$>vQa*_^(mXTv<|bOtP1L(7(~J5
z8xj#KsHPc8&%&F{3L6HsGZ%B8_brz6?JTx|2gjM-97iI8x7Ia68=?+op;NRCS&P4q
zPj!`MN%~H-<)9*&+Abk@A`jfJy~FJ1r)N-+%0dym=Q&=`>-b$Q$Ep-MPm7#FtzDlB
zLn^HgX9a67E-o&$Z$W3}K0u5b`)dN2>tUCVpFg*u6ZtTO`FwKT>Y*7gUWi#%|9-tA
zSaZ5$X*Wa7A4OJ*;^Mz$;h-ftwij86Ge<{6G_|y#>aNd&DJ-vX;=BJZ!d^MWAyqMX^GE%H75%(yLJ?&)DM1zwY`j(LK5htW+=5{^ibCK
z99T;f#hMFV%hE~QwKDcCbQcYhdmrg&BYF&F)@`jXeW!;VBawhQxClaB=q~0~bO470
zG?4Go5b6X~Bfr8xLO2o-4zK(@D@Jm4JnOgX^A#Xl3Np|1*HlTau8pRlqW3;R0^%i!
zuvsg`$kI;*m2wwm`E*rZ{~H%GhuM2{dr)hU-fK-gDJJIHUtJ-&I$b`1UM+Di#q_GN
zaVOEk)?s$yM;@v(w8Ulf+26m{2$gp3Ooy{1so|Wiy1Kg7_%CJFf!=(Bl}>`>vXgRh
za>Bxm5|J?q>*}zpNF>rx30{7Ax+hIBg!F>d`SBJw$bmfw!!25(*yh*^s#k^gba$ae
z6{nc_>Pqbn>MF2YnB|&x@7`U_Q1zN<8*e3OfokkcXDAl8s15Gh5|EMUl8BVK{Y!t*
z))7&{9VV0ROn0AMTgTUK9+i?>=BizNkGBfW;m05hS7Zk?WtIoO=57>ADBRFIC)RH#K;rO1j_o(xJf3xrW1s53>vD
zd~R%PWrffq3k#zU$vbj~<@?vy*QW(7cY)_uRm39J7}`$yXkM8kP6Muel^)aLh%qN-
zIVzN%wNcjhN3Ow9J26$^jdMamqis3YYInA%ircG0$=47ivH)2jJ^>=*EG5sVD0pXU
zWk!BxMI|C=V;Ou=K7NdV
zDIpSl8>0D6ojN66v)Ecdk3}{QVWikhHl!R{hZkBD@eLtclU7DWmV9h%bDIk-RatgL
zhFD}(4(lv-#{SD?b#(}QAz3;p-LD;nNDg+4OLREgC7ibX#`3flUaSxFR#Wp)04ofW
zFX5V_*Re`UNB%(lWmfdc%Ljt5MX3VnC=$Di|tgH}f?A(kPky$m`&X(s2
zL9&vPlE;r9KYP{yokx#ZR)pj3@sY{kg3X6!KZt&U>GUg{3c+xJRzy8|K#We|AtnH1UhxMlUJZf_j~>fgyo>da2=n$@OGqIrL~A7+O;6cg%WBjI2i`@@P`L8_r8c4Nq+vezV4SQPPBb$;T|hy>l4r9&
zfC@{M`i_v>!u3dx$EE{Y`EpTr_i;P7jXq+Zy)SoV`FQj
zfGR_LQA!aYb0(&y9^&M@S=t4l4vhz8F^E~mr+A@D7cbtscMlvxE;<;Am_5ssK6lRe
zbl}f-j1W1qwP`yiSojs3OS|5_efuR{Dd1Q1HeNQ7c>)z`l
zjft(44^aoXI62{SxRt%uV@V<=N0?o|y-@M+cm<#HWyGk;ScYtQIk;DOPxG>bqhmA}
z)iulDH9H4)Fs$b~S?IRh7}W2p=J5W5ese6RtiB2kKP!8
z&060CAOz$egt|P#0(5QTVRCjfI7lM#oWtw}wH5^`iAuPu+JN(xCVs^4a_cHVW8%zx
zBxAj#v=rPIQ+;Q}ZS>r|oEX(8cnwu$*Cxy!EiReH5jR##W=-NV8j0_1FYK9iUdQPO$G@28oG}
zW8X3ebus7X{|4jLg2$25JwJC}()Z)z!+=Ng!;uUfW^M^3p3Nq!Z9RT)FXoj~>aw#f
z%~iXH^Uk+7oV|p*n)O^~l!o=Z0CVa&4^*{pclr!FQf=_{LlFs;h5DbOrYomnw@&{^
zyCO=SA!q5;u98efH(PsozMLKxEv;B?I^~(UJq(I6iwUpy0EN;D
z9sT??1Lmr|6eT*-TIEU9l;1RtP8eFcrcZ|nbAu$Oy}(Q>bRcj+8!pYub+y#5keIaf
zbYZ%@RdB>){h@FaQg07Xn0?VrX0(#@Pum{NG6UhuIoyOpdX8m!
z19ew4G3k9+Hl)VX4{SJ<~iPn1U*%PLA#o(^fn%rC4kO#^CnfUR4<>%L~fxNyw0}H$(H7lBLoQ-fh&9*x(
zZzc_DjE-W$DtP6*MLJaujg=nU{b;`S{EkMq6-%R$Uw#axL&bHV(!9!BJFV|=Z0y_@
zIVz+lqdv78eLwOHf-$VYb>nw_jgH#iya}rE^JA=F!17dArPm}FbFJq{BdGP3=lssX
zSav|({BGknnKV0XAsanM$Py_D3HwcGoAiu1-`TB%Bqk;iLoT+eG4hAxv+!>_#5a_v
zEjPWMsw);bQMkF(oo6IoFELX&S%?w_YQ)Wfovned|6B?H1m@V5y)jcoea~ezT%Q}H
zLNaUo^hrZkS653*OGl@_;`S&#e_$~nS3A%WbK(`!rDp)5GBx6dYunhtGR87u0P~jH
zx1?GCf&woOuIbrXr}ko-`d!RC%3$Ei%EXXI5J}AGYCU%MhxAzd^y$+;5dHO+GS7*D!{hSR?0%0noA>haiU`HFe*k6u@IlJ4O?~?kP*T6(
zUP&wc0V4rLkip6?ciPqi0)xn#aN^ocfZ{$gz2*J>PHXccz>@SQiJAe06SO)zIMfhR
zr1g1rYAkA+u7kSvv|)R};c?|jJLn=Qw7sw!eW}UGCqp_ROXril17O?Y;lqc3
zivqx_fVXHivI;UtT8$UdJ#^;g=a!J|1&DHu{8kr#z%>9Acr0c6FN0gwC%up5){3k0p`t7a3%7*z*w=pq)uIE}A&(1~sep{d
zZ+mkMFswz5e_7zdYjDxGnz>VLI$EB}-_CQ!rzGWr-wZ2CWW;&sa6iwI+fl<9m51Cyfg80qlcLl^CYV`OHKfIP>!I)6?El
z#wI5fK?5NJkH69vK&|l^2=Ymmav2_vd)3+5`Q!;VqnWX>aWhw}=f1T=7u)ANJUq0Y
zNjiLc@gRV$3-T-aL%!)DJKLASm=2t}{%&<{2#iA(QYFABq9!FbAn`jW<%}joz)Xx(
zJq8uJX=lf=e}7x+3g>p=&q-Wgk4#6DP!F;4V1~XTpG?=>sBl!4v%i4sJ=dG?X
zYL8o9u>=QSfohcA&NkJtUF58L`fe7(`mk|K(ry?Wt`T-1?^Bux6V06I9csHnWWypT{s2v=-y!B06G1D7EkV+P)b0Ri}+KA%ZL4z_>L56OE6!M8bDVqL
z6o?!FK5oiVxpJW3c7w_dSJ%RAR*%q4+mE-8x~-GTUh_#i-4vtCCQxD
zE8fd)9F~`zO}dZrmoO|;4_``hD)aah{!5D5UIFRzOvPyGA$kAB@$aMdiW^-+F^by&
zfIQ#cXKYd2**sZPU1D8#4^qwmAk9Io;?BO>7OEZuMq}PAaJkEV#!Az~Zg69%!wOIA
zrxP7uS0C@A#_DKmM@2+bRS1Or(BFirK^IgFXp`P;vA-^tmv+wHw{MY@)OVi7ypo|`
z@q%L6_|u&@R+B7$%lT7*tL`mY3P5C8Eyu+G?^0b|Eo-bC3|GM>Zf7ead*%t?WM;EVS8t~Ed)SOJ>BD>+G!VzB8)_UT_eZ%vz!8MCkPd?j1Do(?to6a4td$eZRK?oocXxemPWu
zO>$YCZT&If7Mww?tuWYcEt9-`5K$WWFWl>7K$Y}UgW1=vBvAdRpG3{{eTj~Jrdxxo
z>)W11u%G84g`&MU89-{W%VM`y-rULA&1`V$l;h&9vp$8-#p3J=`LFgOQ2^-;I~$+Vd2K90Gx{*O)1VT_Ye|6
zUaH`1^tx-(^C~^WZz0Fj;J?(gF#WYC-Ah>OU|Q~9BWr%-!~uBc-#`iZT(D0iWs~@_w$gxW}8%yA7A^Xv-X`2SWWCu12Rn2x1vI&S(qicG3b=9|CqP4a4
z%V=OCvAkUFRcc>Ng;n&Rmld*o52?@G#l)SSU`h&HYnHdNBOIMcd%Spcp+qq@2?b@h
z-?Je*7jZVKD7m`czd3bB`@+?2{HUVFM$?70#*|~2)f4cv8rs@tnKB@DvxMW_f>@AW
z7jQOW0A*rhW9#bbP!5j?!7>2!yff2law74`6JXB;is3#!f`t-D@yE1*R^98)Ao2MK
z5YrPqq@aM`d@$>UEd%(qxCYm>7_%d%waY)fXqn6A`U2
zfXu)mGNt*=*3l>GL2(8uI=~%rlTL+f2j)ctLg^bC4st=hy(-;IYp8(?kX2hIQa>t
zV7!p?<$(lVXpXtQOdYU-3=hp53tzvMte5yXH1vl++5>sK%7X_FpzZ^j0{Q|{=0_nJ
zoPeT&G;^X3N>6}D=dqF9r=8kGa;TlJY(XR(l92?iT5ST@Ehhz64AKa<90Y*`(rw6?
z=anE;H)oKjzMNEDGMhL86kGsYB4rnrN&MiMn~`lkU!KcA4hjr+n6yi0@r8+=3^i6@
zABY^7u#V^Q0a8H69Xs~&cUp|N!nYwZ%8QA8k%$DihZ0KkSSG6PaI9K_9!ee2Be;1q
zwFh{cNrJfk4F(|BZ_@`}(S{q&;C+r4&UFQYjpX^%(gJRliG}6M?|K975!}f~`IX*`
zgl=H!;MPz&VM#k#N_#@iu5mvq6gxK3vHO*6cw70Ua28Z-Mq2J4XkBdIzI}%d1&=gx
z!0l(#Vk3otIDx1UKSKTIQaH*jcmn<53}md{z}mtnyzOu917kT2eJyPa2_qNs&XxcEOlE
zUu(&shsBry
z3wQx{)pPFW`>$WWLYb+z*BpHrKA`e$eCjE&(=yqf`BTYqWX8Oy1hF-Otb&#d(AxvP
zueCp9Cn(3QB~>0&JUxlcdJ79|u^tiQSS?d|v-R4-)qQk3HHc%V5sd3gNieyYIT
zNibu1uK=T;nwF;MP9a-Vd84-d6lUIr>QL}J6Y@*#Pmd2TgYi5T2h?(KPI@{8P3O|K
z7qb93SFU`uMrOrnJH_P}zg~jO{b6)8X*4w;jD_!6eEhYa{`5(~ya+j;p?K%%X*_7Z$UNawk+x4oOK
z%RO!lkq5qmJLxL57ZMV(A_baozAM2hcugb(A4kXua4x9EJ=>@&f+7rtW|t&*X$1um
zxJk%`tCs$3RePtjZYClY=nWspSIt;4$P*rnR25`cV^wIVT2;h4I|8ASa^7zqc#_4t
zT8@qr9abR)Xw`)V>ud>`J_92o5^vQ#?fsOKi)&z>7n(f;$iE0dZz&-=D9_sO5;dNJ8u~X8$9oxZMOC5RxpuUr~
z2+ry-d3zX`4fu-L&h{2+1Ot1mLyll9A%HG-L!qCa&3Zw2#oK6Ph89`n!#b-%McjAr
z0oRnbTm>CYNd>3f072NLyGRA0walF!jWVZI9-Asw3(35
zg-5W?yFt}*+kD!xuYx;33#?S&taK+(=jQ4`hqPb71&K&YO9QbZDY^LbeFTI(06fLw
z06Ks#D%tF-2`C31msS!xr3Dh>*GZf6P3Wh_7>Zk*p`-R0icfKQgA=2>x+Cnsgddi#{8leBJm%+WD>B|=uP)=6XmZm0Pe^J;|rj=CPoGgtWq1J`c
zLwqB@WpJP7Id%Phn@@kW9~{@(g_g((T!79*090>LM>@hr>GlNrKe^ekHhAmj&+Di}
z=dtD||EdIidyJ%=^SB5hPYLIw0Zt@AAh;x`oEt*K_k)_2={{%!L($WV+2LP~w2
zC*S1EOa%rZGGnK-jS9^{KvqV^Pf(Qx8KH1clLKf19t3~|oRwlo+vx=S#*w8IDVJw3
zK&HVgM}vf#L2_Obnc!uQvtpL-eg6Cznk+tk{J6Op2m&hkF}Q2X@J0iv#~l_M7l&38
zvk^>T4zPd62~hJz7iM!~3S-f(h#*MGZQzB-E^L$uFzF{Y+`x_e>3(uIgO&(jB(7h-
z4$ty$y$g_!xi+NAS2R(O1`mKXPRK&}Rd9(9U>ryZ2**8fy06M;q9@njB#H#Dz|A^(
zdU^t32R&gUcR|_GTN&IrKE{=U%Z2m)=_7*5kUK{tpPb=@9C$1c3J?yZv76|T(N+#*
zE<6!hVoHpI>K*hi@$p&w+s7k|4YUU=sG!g<5eY~Zy@Rs76uC)gtyQZ7rw*Ix=F~?d49zHrU
z0s#y~JOdY#szE0K35JsJRTNbk`;5fZpYNJ0=_4$L+ls7TEqIBfyE(ySDAGak66
zZs#|ECb)iAe39xX1Rpo1>3@_QXM-M9RDewIhxrMnRo(^Y^?UE7#DSv*0f9$AB`$d7
zkBg6wCy-$G-rF?D6}$)^1vmw0v4aMksVQglGcF~rIJ-}1DrK^L?C4QcX2+*qG~oSj
zO
zwTkzURc4zPLDSW_!!BkDpTirUmc|b~alE|GpFYh|1PhEm6@a_;zn9fqs-g`wUHU2w
z6zSj=Y$p(1GxshAlA(=%856x#l|9*YYd_$!I6s>6n_cIP%$v49uPvL6$IgpvDZ_Y-
z291c5RSc=JoQYt0CAUD&M)UpgrN?@CiR+}PQ{vSgCW?H3^K3sLS^pnZvP578>7Y~a
zGdJb`S{Q>4oMSKdphuT)o$R;NCnzj+T5T_1)f_L=0HNZ?vAqGEBlAhMC1;ItQyRYP
zma0E7`c0P^!8tq;BNtY=_|h715R+;J&o3JhKlv?Qqk&GuU%O}j_v%*aN-ixz{_8Ub
z1?otFnW=kae
z`u(wR>70W)w31qXK=8dY3pi@^oF6pKETFxyv-S(-7Ya6IiHjet&Z`AskYI8(G?x~H
zYK3rGJnaZ&&f@*l&4p0JFY{6MbxhU~sGmHK8pg~-EjAj-gms_`-c4b=d;ZjWEmp>k
zZ?KO~{>%H2sjF%@x61$0>KRGsr?Cp=gg$&M4d(yRqEE{WotvvWk=M6eWe&?7fo@nt
NLq$iq@S^p-{{bDTh4cUb
literal 0
HcmV?d00001
diff --git a/graphs/myplot5.png b/graphs/myplot5.png
new file mode 100644
index 0000000000000000000000000000000000000000..c8ae674b060ba1e4175895b75c7300bc60bb8358
GIT binary patch
literal 12219
zcmaiac_5Wr^!9rY%9IEZiZY~<%$!iBBy=)nz8c6}G8`Pv&AkcXmZZ#)G7lLO$LW@Y
z44E?>ndf7khi|>^@BZ%h{q>zc_j%v_?!ETfYdz1iR>(DdZI%PP2M`2d(YdT~9YJV_
z2!a`4q=Aw0Lft|Hk$kA5anZ=fdZy3M%*b
z-8(m2OYW@bcAjymH)${mgbUX;ceTzT8*ZJAw0Hz>
zUDLg?^Wm4D^w#Rp>#Y3OuNwv`vGO0X|ALo_-c7!N&Y-Fzxk1vsZ|>>Jru3$BK0krm
z>C2V%$hgPo+b*ACMB8YCd9S+7Fo#9kRr-g#MHgVCr}&_#JUe1FK9A645?b|4vdsZj
zH!$aT<
zswq!hwuSZ2Ikr>FGgm!r{D`H_Pn&dWKB*5LSkUDA9oA7{dSypZFHhCvbZu_@cy)dub&(--W=ak
z&tY8~Hn5#fhV&iX3)ISIG+Wb!?QsLKsk7%d?~PwGOfuF%mwRe{>BxuF2yH`aTCU)-
z*eyXzj=i_m0uQ&%j5ld>(4Ni}*=6X|Kpzg}N6*2%!+(7v43hh;kTvm-eTZ5sUEs@>0g*B(h9>kmozSo_zm@5`
zPiAd)OOMNr4)pwmAP&#oyg8w&s;Y?_ZAz*-R!O4Ly7qorMW+&reS2Z0>!whp5IHGe
zBV&8`xw>{%Q1==k-(_SwIHH5(#c>eK#4Ro+_V~#Y&gGfbcLq8-Awv#us;J>dmj{B{
zy%XaqSBr(=RNV@0*04s^o|yc2tM(B7PL%Z$A!b;{&u(PgS}$)+yhDcSX`_u=bzMd;
zPU_~P%Wk%|wvLXO*xWNGcYEh5kF+<9yH^Mk#{W_fZj>M5&|VgTS=nOZ;`jsv&Q2=d
z`u5kt!hL*ie&J|+$h)R5yIE>m&XZ9hd0}wG*q@^fap792nVDH8InV6RYJzDKYaNUA
z;}vku{yn8`Nv~dsM_PrWk6tq|F{z2**Cc313b+)Q4HvMY+kAJU)HUJLXoEcExqbOX
z^mTP-FYR#NlX4`xO}{~nFqL;b-Qe+L^;@@Y6}eHY+q_%e=$K>~3rsPir~5Ek!Zb6}
zQHEFEt^ah>gAn*quLT~zKJY21`l~z^iV>X8
zbPB%9moLxF&$BOERrnNOJq%z8$xg9v8(>Lq4!SJZ1q_lJ)VRI#g#36DuJw5%ennX0hSUN9Hwr6JYhJV$IldF|(LXZ8d
zp|!QjgYjzx^E164JoNP=uq%7fg*PK3qa1wB9fRwYy7~3x)wgSF
zKKN07*hF%%+36RtlswB1gXb~=+P;497&~y_z)=I=!|=SrVF}Y*|G7^L_6@PiwW3Ln
zdrjK!<}Vqzsl%7`MdV1Uecm>a0v9@REWB&@y_cwzz}emp3qpC?=>J{|!?iuGA7{D>
zZVs;2)z$GUdx0nIcvo#&MbD(!;EPL9mlxffE^KX6WxM;X>tM~-ubG(}BQZ86
zKL)Z;53GIv{{6=C)M~#UwLM;3T>O=+Q%Cb_^+4<4<-NbZ^rNmBsj`tiR4A*mF`kNk
zb8UWzm8p^!JVGIAn|0AXi2!RXg*W3>1N#GZl6JS={czZ-QQg5g6?4OVCf+GuVZht?
zPNe-#%aChcT({FSJUskbJvdQ?P`+}CikiA%9+r@iS$?bb+57kB?;0)2WsTIwtWLDP
z^IM%Qv~OZ%WIU*oTiKii{-PGOy_^>~)0szEnrPkL-sU)TXu9cV`f(cPz;BPL?bb)*
z+)VPU&s?eSrdrp?LYg4HWhaD3M%onE{kgUsBAPhfT|D(vSbJF0*x1wit2-Jz^+X2E
z7iTlAD}D81WhN-QJKhaNDJg^PrZ$A}*TIgB$!F0c6Ja->mlhSRxplsBsYRDt(mMOd
z85`18?#J0vr%!L;WgXGoj%Hlz#S4ff682-41m)6;%|3%*@~Yfq-&B#B=$v$LP8
z+`Cl@d%{ufw!WR$WC}+;AzbK`^8Mj&zBWJg3=AkGE^+=`d)c6Km9o1{2~Ans*jR8m
z(0BNFi3q}57hT&_vmX`6gw+<~6W|VKno$y}kEr?~S(Al^!=qNy(TRcl6$*`;H}eGt&oUW=d9V
zy~nCg!GR65pE`BwYdD{%9O?M+mAF<%4
zJ{g_XetO2nL7(z}`%I62)B%PePrYmyWf#_Z9PVaj)>RuNIwI9g2QEu}mYCR|Yo&~%
zz*y&I-$MsJbmDJrftwb_#^G8+;L9UNy1C%dyldv>O15MKu769KuC;X{Rx1t;cwl{n
zN)bGG@YtlXQ^#q&)?q12h)l#_iz0`om-8Yc4K7`Jhz**8$T(*<)|e0$5y7=wIr75d
z029-QlqFb#Xur`z*%=)h6P;9c>&Ln(PaTA>83^Cs?7A5lvJ{F?`ztL3)CJL?%l2r;h(fJ;N1-eKd>CPdhj&w!bts3v6jOtyJB%>$On&wtA7yTCuD90`oG+plM8twhe
zMjOk90m~A%sr}}dT*Vg^UXnJB!#ZHFqNlBzHdN&Si^5gH5KDEF!QD=M`~YS|z6zI!
z*E%AvFZJsA%a^`1r+2PwoCbZ4F
zG|BfSKbSdH(>|XrPX-8C8Cm!51BX^0Hsmi!mQ@IP
z$?e;=JN@$>+JXUQ`~x8zBV|egEc?tX-$^xP{;`8D!E+b8{o$sD#ryw3pJbN3(O0|O
zlA1;MJWLPUJ=t|tA|JY($v6D@3U9Aw^waJBV!LnY6yZeol0V-b4z+o*?t5BGp{Vz)
z(bje}1ZS0v%PN%SG2#qE9>$LuVt~u1d8_7?q2f+X8=I2~X0H?t@jLjDpZ3xFIWm)U
z#N}!_83Dkq@Sp~KxTI*iS#VQ(IY{*L=RjYs2fI7%Y;Sr?^FASqinaz2=#tM|Hu&3d
zICnH_-xe1lR__7NHo*ykdth0Z4+897`B)^IfRPBGQ&VZwQq>?P2
zn+bHTcm|9{R7Q%-h5*hz6Tl5TO6A`0Pxz`rLwB*0v9T-4YCYq#o
zi*2@sb)u{REfF~Ymf%vgLjDVl*BD@LFY3O3cczdk)2SC$dv6w-k4Rk;gu^+ruuw1A
z}$pV?_4P)t3*sVYUTZP_4UEbM}*`^zkdC~Y`{T!t6cP@H)6~>l
z;Bh|%v$lIt`)BsTdf<*fp1z2NhMC-RH&zaU{8MXo+o!+bnTuFqEbH*$!|)aa_3595
zWo2dpv^kJ>=d8hW3(L!gm#xa&Ut?*_!QTeLf#FEoM_kUUstUYvB@|06zj<=3{b2FS4nZqonBZNaVbT2bS9#s^I#B3iYBfZu@
zA*uqlHU6bvQpvh7gJ0Q$iR%qi(_G7YFO9a>h9Z*!ch&)Y`PD=b8zFwV+RhJFx4Nk8
ztljh@q|xi{(k(?Iw9Ul;h2c`L@XCzOlu`hDJ%Fi!3W`e7^g@14c6#;dRcW7>g}%Oi
z^o)szzrX*rYt2r1l_t0SzQ3v9br*zB=T`3SYz71b2vx2GT9-eV$SLi=ZoHh8N6Jk3
zzG?0k)&Dq-V6gU*kkPeBYx
zN}hGU9Ur&@C$asW^4kueMo6$L8&i2P&!2ZS?G6df4OU}9Ln%_U4<_?RDqypf6E^bIeOUuE*At52b|4tS|0>Wl(-483W
zCM>rU31~6{L2MoI7%VNAoe6d`I0je^pxI=5R>K{ShVg1{n|PVK
zErC0WNlB)(v*_tDZDv&grdgPuUxyRVF_{ug@_!$=yCWF5^^|H(90PY*N_qPpn8fUl
z)EdA^#>Rx*?Nz5d8Z01{WZ{)n>@EQ2q|0tii5E~8%R{jHV2$UO`_1%qbl8^@6g}Qz
z5iCTR0p7s%dYfTGIUE1^Y6!>@N&B#@82aW85KU53Qx9wET)C3z&B5$LOT(P3H`8C)
z)6`_p=G|X`_m7jTfJ@!%1pdA82kr38J`j16
z+fRy!Y;0_VZm4W8wJtEvnb7g5Nwmn!6x0ZCOf0Xi8tCi4s3D>h%Ul=u=&f6C(%q6&
z2v@FL8I~I8V?0MRdHUC114Bc?lbcgEyXJ`)xOVaStwq6*@c#=4L>Ac7)%Eptc6Rm@
z5-mNmn1n=B4U!AT7%y`6Y~!u-AsZ^YTZ;?KYA)b691gK^5T2j*CnqNt70KY4lOd!f
zr``AP`26{^CIQ0wb!+Rhk(f4spAJuFdP@1iwTz8Tv(1h-Au>;3OeCwFmxDuCjx^I<
ztZQHp1D}F)=nyeIJ>8g~9JT==qSslj{wC51mXZ1SRxj>9c0k*#05(A5f#2*0?f>K$
zj117xW;0QPL}n%?j%9vX$LG~{Piv4^NOum;!};X9-IVjJKAI$A(DX5&1oUE-wCM`S
zzWMcM;1nZL#5>?3xhKJ|Wn_%nR)NwTI{5-707=N98T{L5FQv*k|7DM$Bq=?(+U^K^
zrEAS=x@-PR2*(1CS{MYE_kd~t_~Vbq8z2|`a4fF7i8MkCYsHM
z@YC_kIf9g;9?W|9Ujz&1(0ByuiAYS*ei~+<7+MBaIy$X@EJZ{U$g0Omh3q}bpKEWH<%Q_zwu%i`$FK^&-#jdos4~2qE7nZTbAjiagmUCixdAYCHDF#c6CK`9z
ziJG&X6BgzP7RDZz^FIHkEZOlmS~k$w(z3VE-T+4dTEu<$u%aa!af;nmjmnj+kQaN3
z?_ZgCEeitL=K6ZbMq`|OB5^R@9)p~<+F42=GYfb5r+30wh
zB@1G5T1_{fW{DYyU-4$Yp}F7W`P0yak`&APmLBSq8L&cB9-|r%v1CJ7oiPQUYfs&L
zl|mmT?Tz#-FOtNNJ}{3!+8e9vDC^DnqU$sDN@G*1EB?4$`zWLgLgtc#&-e9>lB&VS
z*Pf>E0;~>oW^x}wtM{REyxm3({hiuUFH(g5PqH3LdbRu0)b+cuHD?XbXVc688jArMhxK!@jbZhI>GE{|u5U6_oo
z=s1qb%*X@K|I1tFSj*~Gwpf0-CoHlEOcOB#@Q2y>3zTLjvT=#M?LP4^mG385VibYK#X4{uSlk8aXHfd%dCY>z-
zW&5eMpkNZnFSUi;*IUlAMk>1bX$24QPe=?tQD_p4Kvn^L#)wNuOi`+;(%nES{_VHd
zSl6zfiydDG+=EedUknmu_Lqs%FqdgLIy&ybUXX3BQ(f$lL}2b`^PPX5e`+07`~0uJ
zjx`}Z3^dF|84C*w7lY_SHncP}hR4Pr=vW6Kv@T;|k|f3h2M(cGP6V#0q&D$)x%YO}
z2aJvNL<~XTfy+o>Jl8z={mvqQqqG0vcA}{eS#7HB+c!p5R<7j)CC^jvdfPFwnuPC2
zv?&Bl-f)o2W9*R%J`BD2pAa;q?EZkDIoqo!Dyl6&JLe0ABc*CbKH3YKiP)cxBRa;&
zB*0lwi;rG8nVIxKzqP*ATVO^L60y|?I1_#>0XP#Em)B&QIG!0{Wjr@<^u~=FuV263
z({u+)q=}%J5jmW@@;})Y-W$@w(<95r$!cMb8)nPy4So4)>KteguW&pPlZ>I`aUdDK
z)Bp3&KSMTv)|I5BToRyF`wV-%T2N51rzm?)b<|2DWdbzJGOyYlL6i0a75>DDVUR->
zfStev(~F9VYRxbd#Zf?2G(XJ+ivpVSyGYmj+hIQ(jEp@2fx`ySWE2k47=WlRU*#1P
z6oiG<;bR=^wgVe*E`RT(PZqvAC>BO!_%Zak!h7i#WKqZVQ?Q8!P2%tLcVkz`v}~Z#
zT)TG7*S8!?Pvin~Z!at^{)6Y)1T6RRZ}M%%bJrphl)YoGir^@>>tDbo-05kU+h7Gi
zJO0y&5QY61`T!G9$#N{@aTE+K{qyMP+M9?w?0D-|XRZ}6rxcQI%-LvrWWbq@C!I8d
z^`5nS+D{}B!Q;V)9QM)i^yh+>4q9yriLkLGe&$Sc4brT{c&@_y`t@gdd7v+*Xod|R
zL5f6Zn5oNf2}74Q*4Iypiq=ab4!7a;@r9B4Jw`QXfA3xa>tKOcEPeqrN7b!4_08IH7J7tRh&(3)sSqYz
z?e%C9++C}IM87)O9_Fn;+kBjc*&r%D-hXqZw1;ATyTEK`>7DBO#s+D7rN_9}i#{13
za-vqz$|FA4^!0Z?oddR)I{|?L3(0gihsNnS8Q@-1J*8AgKu(Q-x%CpU_^q{h)+~fv
z&3F#m;7uXOgM#ob(f5?9YSrj)iA&ET7QRs*dc-me`JCECncRx0+B$ju`~slkY<$UL
z;sw90?d>X%ug$YCWKYI(z3s06J0~cMCRI94w4_0)$NIzl+tE37Q=NH&%3jj|oku*8
z0U;^W%Eo`6QdCjjWolF8)V^`za5%7cg{7;W3RrzFRX
zLK>=xq=MWJ#B%BDXl$T0$zM@b)#l9xgwPEji2R)hv7X(w>=mHsdA7i{&j7%ysZvr>
zAZV-L7v2!JE7M0fIBv@DMm>Axm`8(L5F)#~t?13|?of9#GrOw-
zcgx+r(IAkb-1)fATBfh|FF?IQWK!90#TkzvN?OEU0>E?Jhr;C(mA!LkJC6W>+Fox8
zd;yyRwm6>9wG8TuHST$Hb2F5Cz}r!!upDAfMt=S|90f|1-KySnNaF8^dX?SHn=Gi3
z?bMlzUY1eDb4%YGi=nbn2>}ZPrKNEk#0DTN>fZP7-&gXS1gYcx@MToU#*l>%+K$(Q
z`n*?rbn3`{3Nu`U87{RJi5tF!3lF$ZOY0Gq9%;Hne9Z*135X{tq|c97q~jVO5&;Q$
zGzGfEtE(b_w}E;!L4^@c@7deCY}h$s*Bbr4eQEFB!4Bp?`9B+#lqAT`etc5dXKnzk
zhB6}p;mBuMh|G7-ztSMYoUssr378Jr7Rldu!`iRMf~3#77=p
z$5~n)<>x;$DG?A#L8rVx!#u{ZX;m%vv
z!|T^uK6<<1C=jtyQiNdV?rOweM>kigt9#nd)_jeu9xxyx6lvpaYoDFm6OUkD&+HN6
z25kNEjT=9S7+MX2u&^)_s_G+XB58<;jpgOx5u4onCLHPBa|DU~14(`L0_@o0bp93C
z6%GXDG(T8G0ze%oTMrLO1
zE#Q_>@O5Zi9{}naqks<`Ma=^aHf@9U{vB4=0)oSWOnF`djS@!P-=8MI@Z|_c5
z#UL^Qn3Y@Nce#UW;#b+ECF%}qW|aF{vj5Y>F^~y~G9%OR9FLq!_X*f45T6T%8wI*n
z8!t@8OxlmOOu2V8hRNEc4GEeU89m`wHgWd<{P*8Le?}B&5RmFt)R;`-P4%K#-j;ej
zs=iXtzZ3lbrgfy~6wUPA{|CKS+qnFj<=0aX#9o*zpgDbeYN){+>3q5av
z^XI(%`{!7RK{vyyQ&Ex!5MW+i9!6DDnTef*Mb5N@lqHkr(#1`IH+$%m<8iY0_Q4v6
z9T$lgG_G`4D@_y&8c4L0vOP#UH=DRw0_6510~&N)>dcXfHk1|9qwJxFjK^-#24{v$
zeT#uZprM&Q?rhML&S8}Hy<|JVWXwM(xGci|E}|xJjGQ=dwV;@^Y8{eF<{GeRQw$6r
zx+0upydQDcPcyy$(5h8>D{k}0Flg{!+J|=$G*fqRd=ZUqpBZmY%}QBH_gFCB>mWgp
z_;AGU;UjMV>tk+=!Bg>WbG8hi!Gkd#7LM`xvH-eg&OW9&ktJq76`!}QIFQ6@O$$0Y
zoTmmY^Oc_dA&AoTtX>#t)Vr{)~AW&1G~l^^Rhcj7bx)weDWnYq*BT7rP#k?w<-m7|48
zK86{)J%90f7zOfO2M^jiE135opd=_Ep9($H?ctR0UT(!_@}%|lK4OVFvCrDq*Z11B
zztXAMHwq!#ENB#*Ne`zmnC4Xksx0p#%4rh&dLVs)GQOuH%ZhUU!xWc&^D{%DrwN$k
z8FpK500JP$9hW0P8^KMe_{r$0dSz@}xKZ+@?nh;;^}Hdf$s_Jy@)wX51P&b%n)Cy0
z^F|JfO4+HCGlO$47fb9PDD*!i2{k@m^dDqIEFU8ula{ACv(TFX`C;S+ZDV4o$n3|1
zNk$?83vYCgW?GtQ{V#XC0X(!*y;xZ;KxTy?U&cl=E%&~#(5>tjJ&vMGtti~XrbzDr
zj2GL#GAn8RD<8zjfk%w_{U9{Ebjv_kU}bIm{{49kfG7w
zxubMuRZ!lzDiW1W1(X2sl-$5>d!a?f1-eLtDlr%g^fy348Q5XWp9N&&N$t04E48T#
zNK5lqJ%;#*&}2(~^ro)tN!3vFgedQGkS1IBANKxF%0?$GJZNhrcIM1X-^bE)Hz++r
ztzcLRArBq2?S!ObyGK}{uVOFOA_f{nE9al@Z=)*3L=c+_=qv~{VOV{2mSf{rGHR0-
z5)uMzA^=@Cycn-=2zFjG-9YPKN(J>aA_IRi<}+2SbUW>JaDeCpu#)I~jO>z`l4AG$
zr4&>uAS}kmABA8)$4gf>6R&Vj2o-v~p`3$u-au>DevGRyl$9es-GP*f8kNB4p2ZQ@
z2Ng%qu7g?mK_EugFTp<05giu?r4Rf63-E(DS9TZ$4sxjcP1;(hN2ln6DVk+mM!&xT
z0Km!lU~LX+00@wtu5}PiT+1f_ngbt;j){S^j4;J#)`=!4W}tgAtn=YQXBpZ{NPf28PmyNdupt_%G@mmQR7c4^3j;5ZZY}
zsoI6^B&Wu$P0DWKx!*2bz53+yDVYBe%fY@&7-XF+u&LI>?;W1KTU`=cx^PbXyKL%c!$
zhs$79>}Y)Z_DH1a&RUDEB4$CKV7h(rnZ(VEfd#U>+26(`xDv^f@TF+k%bzWC7*|Jvf9AU(Br_riv9Ce)EHx
z1^aiZB?Eq~+2voR{{1Ht+AXvw2(#GHt%=&jNdyG!tdBt*-=?bHuAuEnz+xQb`zz@h
zXSrPf)5I6Y$*P4_y_--jV4$OW^XARt6T8qmvkgXeg#uq1f)p`hc5XEEegv+A
zTHIVNBBj~RyJAnSx
zG^{jPQBe`Zi$lx&(s!P0TX2DW53@1PL9OQhLgUDIkoG>a)}kZQcL0q89z2gWNkEtG
zFGWmaQ&Z&Q#|P0i3r0#G6Vj~6wto&t&z}1J5ri1Pqr{yu0#WuqC=AsdfR0G{a6d)`
z2(^*X^MB-fU0rn8cjPMuYE3JPiyX^@jfr;