diff --git a/notebooks/check_gm/Letter-med.gm.eps b/notebooks/check_gm/Letter-med.gm.eps
index 2d4655a..734a3a1 100644
--- a/notebooks/check_gm/Letter-med.gm.eps
+++ b/notebooks/check_gm/Letter-med.gm.eps
@@ -1,7 +1,7 @@
 %!PS-Adobe-3.0 EPSF-3.0
 %%Title: check_gm/Letter-med.gm.eps
 %%Creator: matplotlib version 3.0.0, http://matplotlib.org/
-%%CreationDate: Tue Oct 16 20:13:40 2018
+%%CreationDate: Thu Oct 18 18:55:10 2018
 %%Orientation: portrait
 %%BoundingBox: 90 252 522 540
 %%EndComments
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 /FontType 3 def
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+/Encoding [ /period /zero /one /two /four /five /six /seven /eight ] def
 /FontInfo 10 dict dup begin
 /FamilyName (DejaVu Sans) def
 /FullName (DejaVu Sans) def
@@ -54,7 +54,7 @@ newpath
 /UnderlinePosition -130 def
 /UnderlineThickness 90 def
 end readonly def
-/CharStrings 8 dict dup begin
+/CharStrings 10 dict dup begin
 /.notdef 0 def
 /period{318 0 107 0 210 124 _sc
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 [] 0 setdash
 gsave
diff --git a/notebooks/get_dataset_attributes.ipynb b/notebooks/get_dataset_attributes.ipynb
index ab50bc9..e99641e 100644
--- a/notebooks/get_dataset_attributes.ipynb
+++ b/notebooks/get_dataset_attributes.ipynb
@@ -12,21 +12,131 @@
      "output_type": "stream",
      "text": [
       "\n",
+      "Acyclic:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : False\n",
+      "is_directed : False\n",
+      "dataset_size : 183\n",
+      "ave_node_num : 8.153005464480874\n",
+      "min_node_num : 3\n",
+      "max_node_num : 11\n",
+      "ave_edge_num : 7.1530054644808745\n",
+      "min_edge_num : 2\n",
+      "max_edge_num : 10\n",
+      "ave_node_degree : 2.80327868852459\n",
+      "min_node_degree : 2\n",
+      "max_node_degree : 4\n",
+      "node_label_num : 3\n",
+      "edge_label_num : 1\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 148\n",
+      "\n",
+      "\n",
+      "Alkane:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : False\n",
+      "is_directed : False\n",
+      "dataset_size : 150\n",
+      "ave_node_num : 8.873333333333333\n",
+      "min_node_num : 1\n",
+      "max_node_num : 10\n",
+      "ave_edge_num : 7.873333333333333\n",
+      "min_edge_num : 0\n",
+      "max_edge_num : 9\n",
+      "ave_node_degree : 3.36\n",
+      "min_node_degree : 0\n",
+      "max_node_degree : 4\n",
+      "node_label_num : 2\n",
+      "edge_label_num : 1\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 123\n",
+      "\n",
+      "\n",
+      "MAO:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : True\n",
+      "is_directed : False\n",
+      "dataset_size : 68\n",
+      "ave_node_num : 18.38235294117647\n",
+      "min_node_num : 11\n",
+      "max_node_num : 27\n",
+      "ave_edge_num : 19.63235294117647\n",
+      "min_edge_num : 12\n",
+      "max_edge_num : 29\n",
+      "ave_node_degree : 3.0\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 3\n",
+      "node_label_num : 3\n",
+      "edge_label_num : 4\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 2\n",
+      "\n",
+      "\n",
+      "PAH:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : False\n",
+      "edge_labeled : False\n",
+      "is_directed : False\n",
+      "dataset_size : 94\n",
+      "ave_node_num : 20.70212765957447\n",
+      "min_node_num : 10\n",
+      "max_node_num : 28\n",
+      "ave_edge_num : 24.425531914893618\n",
+      "min_edge_num : 11\n",
+      "max_edge_num : 34\n",
+      "ave_node_degree : 3.0106382978723403\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 4\n",
+      "node_label_num : 1\n",
+      "edge_label_num : 1\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 2\n",
+      "\n",
+      "\n",
+      "MUTAG:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : True\n",
+      "is_directed : False\n",
+      "dataset_size : 188\n",
+      "ave_node_num : 17.930851063829788\n",
+      "min_node_num : 10\n",
+      "max_node_num : 28\n",
+      "ave_edge_num : 19.79255319148936\n",
+      "min_edge_num : 10\n",
+      "max_edge_num : 33\n",
+      "ave_node_degree : 3.00531914893617\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 4\n",
+      "node_label_num : 7\n",
+      "edge_label_num : 11\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 2\n",
+      "\n",
+      "\n",
       "Letter-med:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : False\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 2250\n",
-      "ave_graph_size : 4.674666666666667\n",
-      "min_graph_size : 1\n",
-      "max_graph_size : 9\n",
-      "ave_graph_edge_num : 3.2057777777777776\n",
-      "min_graph_edge_num : 0\n",
-      "max_graph_edge_num : 7\n",
-      "ave_graph_degree : 2.012888888888889\n",
-      "min_graph_degree : 0\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 4.674666666666667\n",
+      "min_node_num : 1\n",
+      "max_node_num : 9\n",
+      "ave_edge_num : 3.2057777777777776\n",
+      "min_edge_num : 0\n",
+      "max_edge_num : 7\n",
+      "ave_node_degree : 2.012888888888889\n",
+      "min_node_degree : 0\n",
+      "max_node_degree : 4\n",
       "node_label_num : 0\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 2\n",
@@ -34,21 +144,43 @@
       "class_number : 15\n",
       "\n",
       "\n",
+      "ENZYMES:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : False\n",
+      "is_directed : False\n",
+      "dataset_size : 600\n",
+      "ave_node_num : 32.63333333333333\n",
+      "min_node_num : 2\n",
+      "max_node_num : 126\n",
+      "ave_edge_num : 62.13666666666666\n",
+      "min_edge_num : 1\n",
+      "max_edge_num : 149\n",
+      "ave_node_degree : 6.086666666666667\n",
+      "min_node_degree : 1\n",
+      "max_node_degree : 9\n",
+      "node_label_num : 3\n",
+      "edge_label_num : 0\n",
+      "node_attr_dim : 18\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 6\n",
+      "\n",
+      "\n",
       "Mutagenicity:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : True\n",
       "is_directed : False\n",
       "dataset_size : 4337\n",
-      "ave_graph_size : 30.317731150564907\n",
-      "min_graph_size : 4\n",
-      "max_graph_size : 417\n",
-      "ave_graph_edge_num : 30.76942587041734\n",
-      "min_graph_edge_num : 3\n",
-      "max_graph_edge_num : 112\n",
-      "ave_graph_degree : 3.75651371916071\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 30.317731150564907\n",
+      "min_node_num : 4\n",
+      "max_node_num : 417\n",
+      "ave_edge_num : 30.76942587041734\n",
+      "min_edge_num : 3\n",
+      "max_edge_num : 112\n",
+      "ave_node_degree : 3.75651371916071\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 4\n",
       "node_label_num : 14\n",
       "edge_label_num : 3\n",
       "node_attr_dim : 0\n",
@@ -56,21 +188,43 @@
       "class_number : 2\n",
       "\n",
       "\n",
+      "D&D:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : False\n",
+      "is_directed : False\n",
+      "dataset_size : 1178\n",
+      "ave_node_num : 284.3166383701188\n",
+      "min_node_num : 30\n",
+      "max_node_num : 5748\n",
+      "ave_edge_num : 715.6587436332767\n",
+      "min_edge_num : 63\n",
+      "max_edge_num : 14267\n",
+      "ave_node_degree : 9.509337860780985\n",
+      "min_node_degree : 6\n",
+      "max_node_degree : 19\n",
+      "node_label_num : 82\n",
+      "edge_label_num : 0\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 2\n",
+      "\n",
+      "\n",
       "AIDS:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : True\n",
       "is_directed : False\n",
       "dataset_size : 2000\n",
-      "ave_graph_size : 15.6925\n",
-      "min_graph_size : 2\n",
-      "max_graph_size : 95\n",
-      "ave_graph_edge_num : 16.195\n",
-      "min_graph_edge_num : 1\n",
-      "max_graph_edge_num : 103\n",
-      "ave_graph_degree : 3.322\n",
-      "min_graph_degree : 1\n",
-      "max_graph_degree : 6\n",
+      "ave_node_num : 15.6925\n",
+      "min_node_num : 2\n",
+      "max_node_num : 95\n",
+      "ave_edge_num : 16.195\n",
+      "min_edge_num : 1\n",
+      "max_edge_num : 103\n",
+      "ave_node_degree : 3.322\n",
+      "min_node_degree : 1\n",
+      "max_node_degree : 6\n",
       "node_label_num : 38\n",
       "edge_label_num : 3\n",
       "node_attr_dim : 4\n",
@@ -84,15 +238,15 @@
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 41\n",
-      "ave_graph_size : 1377.2682926829268\n",
-      "min_graph_size : 134\n",
-      "max_graph_size : 5037\n",
-      "ave_graph_edge_num : 3074.0975609756097\n",
-      "min_graph_edge_num : 320\n",
-      "max_graph_edge_num : 10888\n",
-      "ave_graph_degree : 7.853658536585366\n",
-      "min_graph_degree : 6\n",
-      "max_graph_degree : 10\n",
+      "ave_node_num : 1377.2682926829268\n",
+      "min_node_num : 134\n",
+      "max_node_num : 5037\n",
+      "ave_edge_num : 3074.0975609756097\n",
+      "min_edge_num : 320\n",
+      "max_edge_num : 10888\n",
+      "ave_node_degree : 7.853658536585366\n",
+      "min_node_degree : 6\n",
+      "max_node_degree : 10\n",
       "node_label_num : 5\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 1\n",
@@ -101,20 +255,20 @@
       "\n",
       "\n",
       "MSRC9:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 221\n",
-      "ave_graph_size : 40.57918552036199\n",
-      "min_graph_size : 25\n",
-      "max_graph_size : 55\n",
-      "ave_graph_edge_num : 97.9366515837104\n",
-      "min_graph_edge_num : 53\n",
-      "max_graph_edge_num : 145\n",
-      "ave_graph_degree : 10.158371040723981\n",
-      "min_graph_degree : 8\n",
-      "max_graph_degree : 16\n",
+      "ave_node_num : 40.57918552036199\n",
+      "min_node_num : 25\n",
+      "max_node_num : 55\n",
+      "ave_edge_num : 97.9366515837104\n",
+      "min_edge_num : 53\n",
+      "max_edge_num : 145\n",
+      "ave_node_degree : 10.158371040723981\n",
+      "min_node_degree : 8\n",
+      "max_node_degree : 16\n",
       "node_label_num : 10\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 0\n",
@@ -123,20 +277,20 @@
       "\n",
       "\n",
       "MSRC21:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 563\n",
-      "ave_graph_size : 77.52042628774423\n",
-      "min_graph_size : 51\n",
-      "max_graph_size : 141\n",
-      "ave_graph_edge_num : 198.32326820603907\n",
-      "min_graph_edge_num : 121\n",
-      "max_graph_edge_num : 405\n",
-      "ave_graph_degree : 11.41563055062167\n",
-      "min_graph_degree : 8\n",
-      "max_graph_degree : 23\n",
+      "ave_node_num : 77.52042628774423\n",
+      "min_node_num : 51\n",
+      "max_node_num : 141\n",
+      "ave_edge_num : 198.32326820603907\n",
+      "min_edge_num : 121\n",
+      "max_edge_num : 405\n",
+      "ave_node_degree : 11.41563055062167\n",
+      "min_node_degree : 8\n",
+      "max_node_degree : 23\n",
       "node_label_num : 22\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 0\n",
@@ -145,20 +299,20 @@
       "\n",
       "\n",
       "SYNTHETIC:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 300\n",
-      "ave_graph_size : 100.0\n",
-      "min_graph_size : 100\n",
-      "max_graph_size : 100\n",
-      "ave_graph_edge_num : 196.0\n",
-      "min_graph_edge_num : 196\n",
-      "max_graph_edge_num : 196\n",
-      "ave_graph_degree : 8.0\n",
-      "min_graph_degree : 8\n",
-      "max_graph_degree : 8\n",
+      "ave_node_num : 100.0\n",
+      "min_node_num : 100\n",
+      "max_node_num : 100\n",
+      "ave_edge_num : 196.0\n",
+      "min_edge_num : 196\n",
+      "max_edge_num : 196\n",
+      "ave_node_degree : 8.0\n",
+      "min_node_degree : 8\n",
+      "max_node_degree : 8\n",
       "node_label_num : 8\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 1\n",
@@ -167,20 +321,20 @@
       "\n",
       "\n",
       "BZR:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 405\n",
-      "ave_graph_size : 35.75061728395062\n",
-      "min_graph_size : 13\n",
-      "max_graph_size : 57\n",
-      "ave_graph_edge_num : 38.358024691358025\n",
-      "min_graph_edge_num : 13\n",
-      "max_graph_edge_num : 60\n",
-      "ave_graph_degree : 3.8641975308641974\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 35.75061728395062\n",
+      "min_node_num : 13\n",
+      "max_node_num : 57\n",
+      "ave_edge_num : 38.358024691358025\n",
+      "min_edge_num : 13\n",
+      "max_edge_num : 60\n",
+      "ave_node_degree : 3.8641975308641974\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 4\n",
       "node_label_num : 10\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 3\n",
@@ -189,20 +343,20 @@
       "\n",
       "\n",
       "COX2:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 467\n",
-      "ave_graph_size : 41.224839400428266\n",
-      "min_graph_size : 32\n",
-      "max_graph_size : 56\n",
-      "ave_graph_edge_num : 43.44539614561028\n",
-      "min_graph_edge_num : 34\n",
-      "max_graph_edge_num : 59\n",
-      "ave_graph_degree : 4.0\n",
-      "min_graph_degree : 4\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 41.224839400428266\n",
+      "min_node_num : 32\n",
+      "max_node_num : 56\n",
+      "ave_edge_num : 43.44539614561028\n",
+      "min_edge_num : 34\n",
+      "max_edge_num : 59\n",
+      "ave_node_degree : 4.0\n",
+      "min_node_degree : 4\n",
+      "max_node_degree : 4\n",
       "node_label_num : 8\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 3\n",
@@ -211,20 +365,20 @@
       "\n",
       "\n",
       "DHFR:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 756\n",
-      "ave_graph_size : 42.42724867724868\n",
-      "min_graph_size : 20\n",
-      "max_graph_size : 71\n",
-      "ave_graph_edge_num : 44.544973544973544\n",
-      "min_graph_edge_num : 21\n",
-      "max_graph_edge_num : 73\n",
-      "ave_graph_degree : 3.955026455026455\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 42.42724867724868\n",
+      "min_node_num : 20\n",
+      "max_node_num : 71\n",
+      "ave_edge_num : 44.544973544973544\n",
+      "min_edge_num : 21\n",
+      "max_edge_num : 73\n",
+      "ave_node_degree : 3.955026455026455\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 4\n",
       "node_label_num : 9\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 3\n",
@@ -232,43 +386,21 @@
       "class_number : 2\n",
       "\n",
       "\n",
-      "ENZYMES:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : False\n",
-      "is_directed : False\n",
-      "dataset_size : 600\n",
-      "ave_graph_size : 32.63333333333333\n",
-      "min_graph_size : 2\n",
-      "max_graph_size : 126\n",
-      "ave_graph_edge_num : 62.13666666666666\n",
-      "min_graph_edge_num : 1\n",
-      "max_graph_edge_num : 149\n",
-      "ave_graph_degree : 6.086666666666667\n",
-      "min_graph_degree : 1\n",
-      "max_graph_degree : 9\n",
-      "node_label_num : 3\n",
-      "edge_label_num : 0\n",
-      "node_attr_dim : 18\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 6\n",
-      "\n",
-      "\n",
       "PROTEINS:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 1113\n",
-      "ave_graph_size : 39.05750224618149\n",
-      "min_graph_size : 4\n",
-      "max_graph_size : 620\n",
-      "ave_graph_edge_num : 72.8158131176999\n",
-      "min_graph_edge_num : 5\n",
-      "max_graph_edge_num : 1049\n",
-      "ave_graph_degree : 5.794249775381851\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 25\n",
+      "ave_node_num : 39.05750224618149\n",
+      "min_node_num : 4\n",
+      "max_node_num : 620\n",
+      "ave_edge_num : 72.8158131176999\n",
+      "min_edge_num : 5\n",
+      "max_edge_num : 1049\n",
+      "ave_node_degree : 5.794249775381851\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 25\n",
       "node_label_num : 3\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 1\n",
@@ -277,135 +409,25 @@
       "\n",
       "\n",
       "PROTEINS_full:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 1113\n",
-      "ave_graph_size : 39.05750224618149\n",
-      "min_graph_size : 4\n",
-      "max_graph_size : 620\n",
-      "ave_graph_edge_num : 72.8158131176999\n",
-      "min_graph_edge_num : 5\n",
-      "max_graph_edge_num : 1049\n",
-      "ave_graph_degree : 5.794249775381851\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 25\n",
+      "ave_node_num : 39.05750224618149\n",
+      "min_node_num : 4\n",
+      "max_node_num : 620\n",
+      "ave_edge_num : 72.8158131176999\n",
+      "min_edge_num : 5\n",
+      "max_edge_num : 1049\n",
+      "ave_node_degree : 5.794249775381851\n",
+      "min_node_degree : 3\n",
+      "max_node_degree : 25\n",
       "node_label_num : 3\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 29\n",
       "edge_attr_dim : 0\n",
       "class_number : 2\n",
-      "\n",
-      "\n",
-      "D&D:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : False\n",
-      "is_directed : False\n",
-      "dataset_size : 1178\n",
-      "ave_graph_size : 284.3166383701188\n",
-      "min_graph_size : 30\n",
-      "max_graph_size : 5748\n",
-      "ave_graph_edge_num : 715.6587436332767\n",
-      "min_graph_edge_num : 63\n",
-      "max_graph_edge_num : 14267\n",
-      "ave_graph_degree : 9.509337860780985\n",
-      "min_graph_degree : 6\n",
-      "max_graph_degree : 19\n",
-      "node_label_num : 82\n",
-      "edge_label_num : 0\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 2\n",
-      "\n",
-      "\n",
-      "MUTAG:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : True\n",
-      "is_directed : False\n",
-      "dataset_size : 188\n",
-      "ave_graph_size : 17.930851063829788\n",
-      "min_graph_size : 10\n",
-      "max_graph_size : 28\n",
-      "ave_graph_edge_num : 19.79255319148936\n",
-      "min_graph_edge_num : 10\n",
-      "max_graph_edge_num : 33\n",
-      "ave_graph_degree : 3.00531914893617\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 4\n",
-      "node_label_num : 7\n",
-      "edge_label_num : 11\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 2\n",
-      "\n",
-      "\n",
-      "Alkane:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : False\n",
-      "is_directed : False\n",
-      "dataset_size : 150\n",
-      "ave_graph_size : 8.873333333333333\n",
-      "min_graph_size : 1\n",
-      "max_graph_size : 10\n",
-      "ave_graph_edge_num : 7.873333333333333\n",
-      "min_graph_edge_num : 0\n",
-      "max_graph_edge_num : 9\n",
-      "ave_graph_degree : 3.36\n",
-      "min_graph_degree : 0\n",
-      "max_graph_degree : 4\n",
-      "node_label_num : 2\n",
-      "edge_label_num : 1\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 123\n",
-      "\n",
-      "\n",
-      "Acyclic:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : False\n",
-      "is_directed : False\n",
-      "dataset_size : 183\n",
-      "ave_graph_size : 8.153005464480874\n",
-      "min_graph_size : 3\n",
-      "max_graph_size : 11\n",
-      "ave_graph_edge_num : 7.1530054644808745\n",
-      "min_graph_edge_num : 2\n",
-      "max_graph_edge_num : 10\n",
-      "ave_graph_degree : 2.80327868852459\n",
-      "min_graph_degree : 2\n",
-      "max_graph_degree : 4\n",
-      "node_label_num : 3\n",
-      "edge_label_num : 1\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 148\n",
-      "\n",
-      "\n",
-      "MAO:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : True\n",
-      "edge_labeled : True\n",
-      "is_directed : False\n",
-      "dataset_size : 68\n",
-      "ave_graph_size : 18.38235294117647\n",
-      "min_graph_size : 11\n",
-      "max_graph_size : 27\n",
-      "ave_graph_edge_num : 19.63235294117647\n",
-      "min_graph_edge_num : 12\n",
-      "max_graph_edge_num : 29\n",
-      "ave_graph_degree : 3.0\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 3\n",
-      "node_label_num : 3\n",
-      "edge_label_num : 4\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 2\n",
       "\n"
      ]
     },
@@ -414,43 +436,21 @@
      "output_type": "stream",
      "text": [
       "\n",
-      "PAH:\n",
-      "substructures : {'linear', 'non linear'}\n",
-      "node_labeled : False\n",
-      "edge_labeled : False\n",
-      "is_directed : False\n",
-      "dataset_size : 94\n",
-      "ave_graph_size : 20.70212765957447\n",
-      "min_graph_size : 10\n",
-      "max_graph_size : 28\n",
-      "ave_graph_edge_num : 24.425531914893618\n",
-      "min_graph_edge_num : 11\n",
-      "max_graph_edge_num : 34\n",
-      "ave_graph_degree : 3.0106382978723403\n",
-      "min_graph_degree : 3\n",
-      "max_graph_degree : 4\n",
-      "node_label_num : 1\n",
-      "edge_label_num : 1\n",
-      "node_attr_dim : 0\n",
-      "edge_attr_dim : 0\n",
-      "class_number : 2\n",
-      "\n",
-      "\n",
       "NCI1:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 4110\n",
-      "ave_graph_size : 29.8654501216545\n",
-      "min_graph_size : 3\n",
-      "max_graph_size : 111\n",
-      "ave_graph_edge_num : 32.3\n",
-      "min_graph_edge_num : 2\n",
-      "max_graph_edge_num : 119\n",
-      "ave_graph_degree : 3.3360097323600972\n",
-      "min_graph_degree : 2\n",
-      "max_graph_degree : 4\n",
+      "ave_node_num : 29.8654501216545\n",
+      "min_node_num : 3\n",
+      "max_node_num : 111\n",
+      "ave_edge_num : 32.3\n",
+      "min_edge_num : 2\n",
+      "max_edge_num : 119\n",
+      "ave_node_degree : 3.3360097323600972\n",
+      "min_node_degree : 2\n",
+      "max_node_degree : 4\n",
       "node_label_num : 37\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 0\n",
@@ -459,39 +459,51 @@
       "\n",
       "\n",
       "NCI109:\n",
-      "substructures : {'linear', 'non linear'}\n",
+      "substructures : {'non linear', 'linear'}\n",
       "node_labeled : True\n",
       "edge_labeled : False\n",
       "is_directed : False\n",
       "dataset_size : 4127\n",
-      "ave_graph_size : 29.681124303368065\n",
-      "min_graph_size : 4\n",
-      "max_graph_size : 111\n",
-      "ave_graph_edge_num : 32.13084565059365\n",
-      "min_graph_edge_num : 3\n",
-      "max_graph_edge_num : 119\n",
-      "ave_graph_degree : 3.343833292948873\n",
-      "min_graph_degree : 2\n",
-      "max_graph_degree : 5\n",
+      "ave_node_num : 29.681124303368065\n",
+      "min_node_num : 4\n",
+      "max_node_num : 111\n",
+      "ave_edge_num : 32.13084565059365\n",
+      "min_edge_num : 3\n",
+      "max_edge_num : 119\n",
+      "ave_node_degree : 3.343833292948873\n",
+      "min_node_degree : 2\n",
+      "max_node_degree : 5\n",
       "node_label_num : 38\n",
       "edge_label_num : 0\n",
       "node_attr_dim : 0\n",
       "edge_attr_dim : 0\n",
       "class_number : 2\n",
+      "\n",
+      "load SDF: 100%|██████████| 4457424/4457424 [00:10<00:00, 430440.94it/s]\n",
+      "ajust data: 100%|██████████| 42687/42687 [00:09<00:00, 4352.25it/s] \n",
+      "\n",
+      "NCI-HIV:\n",
+      "substructures : {'non linear', 'linear'}\n",
+      "node_labeled : True\n",
+      "edge_labeled : True\n",
+      "is_directed : False\n",
+      "dataset_size : 42682\n",
+      "ave_node_num : 45.70945597675835\n",
+      "min_node_num : 2\n",
+      "max_node_num : 438\n",
+      "ave_edge_num : 47.7137903565906\n",
+      "min_edge_num : 1\n",
+      "max_edge_num : 441\n",
+      "ave_node_degree : 3.9760554800618526\n",
+      "min_node_degree : 1\n",
+      "max_node_degree : 12\n",
+      "node_label_num : 63\n",
+      "edge_label_num : 3\n",
+      "node_attr_dim : 0\n",
+      "edge_attr_dim : 0\n",
+      "class_number : 3\n",
       "\n"
      ]
-    },
-    {
-     "ename": "ModuleNotFoundError",
-     "evalue": "No module named 'tqdm'",
-     "output_type": "error",
-     "traceback": [
-      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
-      "\u001b[0;32m<ipython-input-1-1e4da065c026>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     45\u001b[0m         \u001b[0mds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dataset'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     46\u001b[0m         \u001b[0mfilename_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dataset_y'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m'dataset_y'\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mds\u001b[0m \u001b[0;32melse\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 47\u001b[0;31m         extra_params=(ds['extra_params'] if 'extra_params' in ds else None))\n\u001b[0m\u001b[1;32m     48\u001b[0m     attrs = get_dataset_attributes(\n\u001b[1;32m     49\u001b[0m         dataset, target=y, node_label='atom', edge_label='bond_type')\n",
-      "\u001b[0;32m/media/ljia/DATA/research-repo/codes/Linlin/py-graph/pygraph/utils/graphfiles.py\u001b[0m in \u001b[0;36mloadDataset\u001b[0;34m(filename, filename_y, extra_params)\u001b[0m\n\u001b[1;32m    377\u001b[0m     \u001b[0;32melif\u001b[0m \u001b[0mextension\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m\"sdf\"\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    378\u001b[0m         \u001b[0;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 379\u001b[0;31m         \u001b[0;32mfrom\u001b[0m \u001b[0mtqdm\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mtqdm\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    380\u001b[0m         \u001b[0;32mimport\u001b[0m \u001b[0msys\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    381\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
-      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'tqdm'"
-     ]
     }
    ],
    "source": [
@@ -501,8 +513,18 @@
     "from pygraph.utils.graphdataset import get_dataset_attributes\n",
     "\n",
     "dslist = [\n",
+    "    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',},\n",
+    "    {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds',\n",
+    "        'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt',},\n",
+    "    {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds',},\n",
+    "    {'name': 'PAH', 'dataset': '../datasets/PAH/dataset.ds',},\n",
+    "    {'name': 'MUTAG', 'dataset': '../datasets/MUTAG/MUTAG.mat',\n",
+    "        'extra_params': {'am_sp_al_nl_el': [0, 0, 3, 1, 2]}},\n",
     "    {'name': 'Letter-med', 'dataset': '../datasets/Letter-med/Letter-med_A.txt'},\n",
+    "    {'name': 'ENZYMES', 'dataset': '../datasets/ENZYMES_txt/ENZYMES_A_sparse.txt'},\n",
     "    {'name': 'Mutagenicity', 'dataset': '../datasets/Mutagenicity/Mutagenicity_A.txt'},\n",
+    "    {'name': 'D&D', 'dataset': '../datasets/D&D/DD.mat',\n",
+    "     'extra_params': {'am_sp_al_nl_el': [0, 1, 2, 1, -1]}},\n",
     "    {'name': 'AIDS', 'dataset': '../datasets/AIDS/AIDS_A.txt'},\n",
     "    {'name': 'FIRSTMM_DB', 'dataset': '../datasets/FIRSTMM_DB/FIRSTMM_DB_A.txt'},\n",
     "    {'name': 'MSRC9', 'dataset': '../datasets/MSRC_9_txt/MSRC_9_A.txt'},\n",
@@ -510,19 +532,9 @@
     "    {'name': 'SYNTHETIC', 'dataset': '../datasets/SYNTHETIC_txt/SYNTHETIC_A_sparse.txt'},\n",
     "    {'name': 'BZR', 'dataset': '../datasets/BZR_txt/BZR_A_sparse.txt'},\n",
     "    {'name': 'COX2', 'dataset': '../datasets/COX2_txt/COX2_A_sparse.txt'},\n",
-    "    {'name': 'DHFR', 'dataset': '../datasets/DHFR_txt/DHFR_A_sparse.txt'},\n",
-    "    {'name': 'ENZYMES', 'dataset': '../datasets/ENZYMES_txt/ENZYMES_A_sparse.txt'},\n",
+    "    {'name': 'DHFR', 'dataset': '../datasets/DHFR_txt/DHFR_A_sparse.txt'},    \n",
     "    {'name': 'PROTEINS', 'dataset': '../datasets/PROTEINS_txt/PROTEINS_A_sparse.txt'},\n",
-    "    {'name': 'PROTEINS_full', 'dataset': '../datasets/PROTEINS_full_txt/PROTEINS_full_A_sparse.txt'},\n",
-    "    {'name': 'D&D', 'dataset': '../datasets/D&D/DD.mat',\n",
-    "     'extra_params': {'am_sp_al_nl_el': [0, 1, 2, 1, -1]}},\n",
-    "    {'name': 'MUTAG', 'dataset': '../datasets/MUTAG/MUTAG.mat',\n",
-    "        'extra_params': {'am_sp_al_nl_el': [0, 0, 3, 1, 2]}},\n",
-    "    {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds',\n",
-    "        'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt',},\n",
-    "    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',},\n",
-    "    {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds',},\n",
-    "    {'name': 'PAH', 'dataset': '../datasets/PAH/dataset.ds',},\n",
+    "    {'name': 'PROTEINS_full', 'dataset': '../datasets/PROTEINS_full_txt/PROTEINS_full_A_sparse.txt'},   \n",
     "    {'name': 'NCI1', 'dataset': '../datasets/NCI1/NCI1.mat',\n",
     "        'extra_params': {'am_sp_al_nl_el': [1, 1, 2, 0, -1]}},\n",
     "    {'name': 'NCI109', 'dataset': '../datasets/NCI109/NCI109.mat',\n",
diff --git a/notebooks/plot_all_graphs.ipynb b/notebooks/plot_all_graphs.ipynb
index c07f0bc..cba48cd 100644
--- a/notebooks/plot_all_graphs.ipynb
+++ b/notebooks/plot_all_graphs.ipynb
@@ -12,6 +12,1927 @@
      "output_type": "stream",
      "text": [
       "0\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C'}\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/usr/local/lib/python3.6/dist-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n",
+      "  if cb.is_numlike(alpha):\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "2\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "3\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "4\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "5\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "6\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "7\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "8\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "9\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "10\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "11\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "12\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "13\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "14\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "15\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "16\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "17\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "18\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "19\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "20\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "21\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "22\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "23\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "24\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "25\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "26\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "27\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "28\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "29\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "30\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "31\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "32\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Vp80E4HE/fVthPctaYVfmbwVaBrumKokYE4dJs6KiInn++efl7LPPlk6dOsn06dNl586dkckX4Vvdnj17ZOTIkZKZmVk1xWYdzTxWgTOnEyjxT8CHD0iZMVJy6aU1fQd1m927pbxx44AvPb1AXnPtDwdZDNLF9XeKxDmjppTEz4Clrv2pwFSfNoGUxFjgSdf+k8DYYNdUJRFDYmx/3bRpk0yePFnatm0rw4YNk4ULF4aW9S0UInirKy8vl8cee0zatGkjzz33XFzuOenYvTvknA5+Hz4RPoCUMPCTd8NbdoE0Blnv7L8KcqmzXenvFEHejUiURCxiN3UCvnbt78RGb/blCmPMudigir8Vka8D9O0UA5mUUIgyX4OX0tJS3nzzTbKzs1mzZg0TJkzgww8/pEePHrGVN4IcDsYYbrnlFgYOHMiYMWMoeewxflyzhnl+QpB/hQ0LfZy3swh3FBZyj597TmqCxL7y8n/YBWEj/B3U2FfxJUDoGd+ggoeA/wVy/Z0jQaFnEhXg703gJRE5Yoz5f9g8I4PDOYEx5ibgJoCMjIzYS1jfyMvzqyDWY6NbfoKN8f8QdvFaBV5FMWAA33TowNNPP80zzzxD165dmThxIosWLSItLY1ko0+fPqx+6inM4MEsLi31G4LcS5WkMq57rpHVwCFQVlbGgQMH2L9/P81XrKB1kMQ/1T58IHliXxUUWGW1dq0N19K8uQ2hcd11tTtvg5/QM/6CCk536roGOk8CQs/EQkl8A5zg2u/s1FUgIntdu88As1x9B/n0XeHvIiLyFPAUQGZmpkQjsILNolVU+RFZClyGTQKTi83OdQmwGjjZ1a68qIiPL7uMi4uKGDt2LEuWLKF3794kO2kPPwxlZQFDkFdLnDOPiQiFhYXs37+/Ij+C99Nfne/n4cOHadasGS1btuTZvXs5L8j1phPk4QOU7NkTMLhd3MnLs9/3W2/ZfbfSW7AApk2Diy6ycZ4GDKgZGaPBJ/SMcCyo4BKOBRV8G/sbnePs78FmyrvDKYkIPRMLJZEHnGSM6YZ96I8BrnY3MMZ0EJHvnN1LsS+sYF/mHjDGeO90GHZOQ4knTr4GpLKu3QB8C/wWG+FyMPA/wPPAH13tUkQYUFDAjo0badKtW4KEjpIA9+yPLvhJKiMSNPNYSUlJxdt8sIe6v7oGDRrQokULWrZs6fezc+fOnH766RX77mPNmjUjJcWJsjNuHLz4YrX3GPThA/zf8uXc06MH/fr1q1Q6dOgQ9DuMCq8ZtKjI/9/L+3KTkwNLl9ZsOI9IRzquvBtwLKjgcioHFXwba4LyMgD4C3ARJCz0TNRKQkRKjTG3YB/4qcA/RORzY8x92EmSRcBvjDGXYl9Wf8BOZCMiPxhj/ohVNAD3icgP0cqkBCFEmzXYN5z/+qlv0LAhTV57rfbYrEO45zZUn1SmpLSUJaNGsaBHD78P+aKiIpo3b17tgz4jI6PSvnu7cePGsbnXEBL/VPvwAfB4GDNtGv0uvZTVq1ezevVq/vKXv7B69WoaNmxYRXF07979mJKKhhjNk8WdKEc65b/4BXL33aRyLKhgY47FgsKpu8anXyrWDbQJ2PsPM+9GRIQ7050MRb2bouSaa/x6VRwF6QYy09leCtIQZFgg759rr63pOwkdP/ccyOPHW76zOlIOuuo+799fnn32WVm4cKGsWLFC1qxZI1999ZUcOHAg9LUf8cbl3TSNwPGv3CVU76by8nLZvn275OTkyLRp0+TSSy+VE044QZo1ayYDBw6U3/zmN/Lss8/KmjVr5OjRo+HJvWqVFHs8AReWfQhyAUhLkDYgo0G+9cob4eKyiIjSO+7DDz+Us846S95p0cKGkKnuHNWdu7ask6iJokoiSkaODPjj+wzkXJBWjnK4Brsa1G/7kSNr+k5Cx889B1MSu5yH6v7aeM9RxL6K5AG0Z88eyc3NlVmzZsnYsWOlZ8+e4vF45IwzzpAbbrhBHn/8cVm5cqUcPny4WpmrW1i2BOsOegDkR5DrsC680Tw0wyaKVew7duyQq6++Wjp16iTz5s2Tso8+ijqgYLioklBCI8BIwl/5GcgTgY7XgpHE9u3b5emnn5b3MjIq5C4BKQK5E2Scs10C8hHIBufh9D3Iz0EG1cJ7FpGYRDSNlsOHD8sHH3wgf/vb3+TGG2+U/v37i8fjkZ/85CcyZswYmTlzpixbtsxGk/WztsNbfBeWecsnjgKpqIv32o4gI53PsavbWzhliFMnIEcaNpTBzZrJPffcUznQn8ZuUiWRlFSzkOcz56H5I8hDIF1Biv39UCNYyJMIDh8+LIsXL5bf/OY30rNnT2nTpo2MHTtW8n7+cykLYoKZ79xvOsjxINdiTU7Jfs8BSfADKBSOHj0qn332mcydO1duu+02Offcc6VZs2Zyf7NmUpySUkUe34Vl7vIwyFmJ/PsEGenscz7LQUpBHnUUnDhtf7zwQv/n1SiwqiSSjmre2iY7b0HHgVwIsinQDzZJVuSWl5fL6tWrZebMmTJ48GBp0qSJnHfeefKnP/1J8vPzj80TVHPPIZckueewqAWry8vKyuTgZZdVkeko9m38pgAvMy1B3vc9Fq+RXpgjnRKQx0E8of5+EpR3IxIlkajFdEoy4WThIifH/gxdPOSUaqmBZPVudu/eTW5uLsuWLWPZsmU0a9aMYcOGMWnSJAYNGkTTplWyXVd7zyFRw/ccMRMnWu+aGTOsC68xldfHeJzH2IgR1hOnBhYLpqSk0LSsrFKdv4VlXjZjvbAeBQb6HPv3m29y39ChNGnShKZNm9KkSZNK276fvnXHHXecfy+tAN5xu7EhJNypc1tgs9mVY7MmVlDdKvbMTOuRtmePbbNunV0o17KldXOdMKHGfnuqJOorU6daH/NQXA19SUuDTp2sP34CVsEeOXKElStXsmzZMpYuXcq2bdsYPHgww4cP595776VbqGs1orlnj8f2r40k8QOoAtfiMsH/wjKw7qIXAPdglYgvPX/6U6b89rccPnyYQ4cOcfjw4YrtvXv3VtT5HvN+FhYWkp6eXkWB3Lt1K4N9VrH7htDwsh+b4nQeds1NBaGsYo8g9EzcCXfokQxFzU0xYs4cOdqoUXgml5QUkQYN4ho5tby8XDZs2CCPPvqoXHzxxdK0aVM566yz5J577pH//Oc/4btW+txzstnpFak0T/b/sHMNh3z+DjtBumPnyvz+nWIwJ1FWViYHDx6Ub7/9VjZu3CiffPKJvPfee7JrwIBK1yoDuQrkIscs5k+eMqyX4G53fQ17x6FzEko4rFq1SiY3aWIndEN1l4yTbfuHH36Q1157TX75y19Kly5dpHPnznLDDTfIq6++Knv37o3tjdcCO329w7H5f2UHEtIYOy/mLS+ATHeOHedTEjJn5PIILAeZgPV8K6zm91OCzcH+qbu+hr3jVEkoIbN7927JyMiQhQsXBp80a9BAJDU1NCUS4tt3SUmJfPDBBzJt2jT52c9+Jk2bNpWLLrpIHn74Yfniiy/inwktQROFShgkeG1HWIQw0lnmKIRS7FqOW7F5OopiONKJlkiUhLH9aheZmZmSn59f02LUWkpKShg6dCgDBw7kj390RWXyZ7Nu0YLHn3iCuX5CawMUApOBV7E22j7A+96D6enw3nsVk6Hbt2+vmFd45513yMjIYNiwYQwfPpz/+Z//qZnosclsp69v5OXBoEGRzRn5/NZiTkEBdOnC9uJiumJDaLgndJ/ETrLfg42J5QHOBGYAFaEv09Jgx44a/V0ZYz4RkbC+JFUS9ZBJkyaxadMmFi1aRGpqavWNs7JYsHAhKRwLrT3XdXgcNjbQY9j0gmuA/s4xMYZdP/0pMzIzWbZsGfv27WPo0KEMHz6cCy64IP6B4pTaRzixm7ykpycmyF9WVnTecaNGxS2KcOhihK8k1LupnvH888+zePFi8vLygisIJ3JqoNDaG4BFTl0zp66/67gRodXHH9Nj8GBeeukl+vTpE5sgcErdxfugry4KrBdjrNdZoqLA1lPvOP2PrUd8+umn3H777SxcuJAWLVoE7xAkcuoqrIvfNGwE1V6A73tS48aNua15c/r166cKQgmNiROt6WjUKGui8XgqH/d4bP2oUbZdoqK/DhhgFVJ6enj9vCOdJE1YFQwdSdQTvv/+e7KyssjOzub0008PrVOAFItedmLDiF+BzUPxIXAxcCpwirdRsmQ4U2oXybq2I5lHOnFClUQ9oLS0lDFjxjB27FhGjx4dekc/KRbdeLALne7G/pDOA84HluFSEpCQFItKHSUZF5fVglXssUSVRD1g6tSppKamcv/994fcp7S0lO+LiiolQfHFX8JS469hAlIsKkpCSdaRThxQJVHHefnll3n99dfJz88POlFdXFxMbm4uCxYs4M033+QPaWlMbNAAU1rqN7vZuUAG1s1vKvAx8C7HEpgDCUuxqCg1QjKOdGKMKonaSgi5dT/77DNuvfVWli9fTqtWrfye5uDBgyxZsoSFCxeydOlS+vbtS1ZWFvfeey8ZaWnQpQvTS0u519XnBexk9XTgDeBG4EHsJPZzVI5jg0hiUiwqihIfwl19568AFwJfYgM03unn+O3AF8BabHrdLq5jZVj3+jXAolCuV69XXK9aZVempqVVGz9pf26udO/eXebPn1/lFHv27JG///3vFXGRRowYIU8//bTs3r276vWSeRWsoihhQU2E5cDm5t4CdMcuOvwMONWnzflAurM9EXjFdexwuNest0oixJhD5cZIUUqKvDZkSEXXHTt2yF//+lcZNGiQNGvWTEaPHi3z58+X/fv3V3/NJMhwpihKbIhEScTC3HQmsFlEtgIYY14GLnNGDt7Ryruu9h9hF+rWT0IwE/kljJWoRoQ0EUatXMnSyy/nD999x+bNm7nkkkuYNGkSw4YNw+Prex4Ir294pKtga7lnh6LUe8LVKr4FGA0849q/Fni8mvaPA3e79kuxi3k/Ai6vpt9NTrv8jIyMeCjZ+BKimchvmO0Ab/PbsKGKW4C0B/m1E3nS3aa4QQP56PHHowuvLaKRUxWlDkAEI4mELoE1xowDMqmc/KyL2FgiVwOPGGN6+OsrIk+JSKaIZLatba5l2dk2cFlOjl2c5rtArajI1uXk2HbZ2ZWPz5hR2Q/b4VdAO+A77ITOe8AcnzaNy8o46513aNiwoW/38EjWVbCKosSVWJibvgFOcO13duoqYYy5ALgLOE9EjnjrReQb53OrMWYF0A87x1E3CCdgmYhtN3my3Z84sSJ+ElJ1Zec24BYgDTge6z3wub9zLlli/bmjVa71yDdcURSHcIcevgWraLYC3Tg2cX2aTxvvg/8kn/qWQGNnuw2wCZ9Jb3+l1kxcO2aix0D6gzQCGe8yzbxA5eQpHmxSlXz3pK8rjr1veQLkWpAfsVm7TgNZ4M8ElARx7BVFqXmoCXOTiJRiX2iXAuuBV0Xkc2PMfcaYS51mDwFNgP8zxqwxxixy6k8B8o0xn2HXYT0oIl9QV3DMRB2xoSuu9zl8DTZhurfMwbqInQFQVMTRe+9l2xtvBIyfdC525NAMO3zLBC7311DjJymKEiExWUwnIkuwOcvddX9wbV8QoN8H2OChdQ+XmShQqG1f5gG/wAltIUL5P//JvjZt6OanbTnWvHQT8AFWyVwP3IHPimcvGj9JUZQI0NjN8SJImG1ftmMzuv3CVZeSmkqTAKOIH4Ad2CFcY6A1cB0+mtqNxk9SFCUCVEnEiyBhtn15DhgIlUYNjcrKaN++PeWNG1dp38Zpm431Id6PHYn4C7qn8ZMURYkUVRLxIkiYbV+eA8b7qW/eowcpxm9sVRYA/wLaAidiw3Y/7K+haPwkRVEiQ5VEvGjePOSmK7FJe/xmemjfHi66yMas96EvsALYB3wPvAq0921kjI1rr66piqJEgCqJeNG7t11chjUHFVM51Hapq+k8bHa3pr7n8JqJpk6tungtVGpxbl1FUWoeVRLxwmXeuR+bxe1BbJhtj1MHVmG8in9TU4WZqJ7m1lUUpeZRJREv2rWjfPhwyrF5F8SnTHeapWEnnYf49vc1E02ceExRBJijqNTXqyA0PIaiKFGgSiJOfP311/xy61aOBsmdwT7lAAAgAElEQVQGFxB/ZiJX/KSyhg0pTkmp2kfjJymKEkM0M10cWLJkCddffz233347jZo0sekNYxVm24mfdNcNNzB81y7Ob91a4ycpihI3VEnEkNLSUu655x5eeOEFXnvtNc455xx7wBgbtK+oyG+gvgqMsaOBEMxEC//zH656+WXo1y+Gd6AoilIZNTfFiG+++YbBgwezevVqPv3002MKAmIeZnvHjh3s27ePPn36xOFOFEVRjqEjiRiwbNkyxo8fzy233MLUqVNJ8Z0rgJiG2c7NzWXIkCH+r6MoihJDVElEQVlZGdOnT+cf//gHL730EoMGDQreqW1bO0cRBbm5uQwfPjyqcyiKooSCKokI2bVrF1dffTXGGD799FPat6+y1jkulJeX8/bbbzN79uyEXE9RlPqN2isi4J133qF///6ce+65LFu2LGEKAmD16tW0adOGzp07J+yaiqLUX3QkEQZlZWU88MADZGdn89xzz3HBBX7TZMSV3Nxchg4dmvDrKopSP6m/SqKgwE4gr11rI7Y2b27jLV13nd8J5IKCAsaNG8fRo0fJz8+nY8eOiZcZqyQmTZpUI9dWFKX+ERNzkzHmQmPMl8aYzcaYO/0cb2yMecU5/rExpqvr2FSn/ktjTPxnY/PyICsLunSBadPgxRfhn/+0n9OnQ0aGPZ6XV9Hl/fff54wzzmDAgAEsX768xhREYWEhq1atCm2CXFEUJQZEPZIwxqQCfwOGYrNz5hljFvnkqr4B2CciJxpjxgAzgauMMacCY4DTgI7AcmPMySJSFq1cfsnOrn5RW1GR/czJgaVLKX/oIWYeOMCjjz7K3LlzufDCC+MiVqj8+9//pm/fvjRtWiVerKIoSlyIhbnpTGCziGwFMMa8DFwGuJXEZRyLafca8Lgxxjj1L4vIEWCbMWazc74PYyBXZbKzefy225hbUsI6YCww13X4VWAaVsudIMIDhYVceOutNOzalfz8/JqZKPYxibXZsoU/dO5s11po6A1FURJALJREJ+Br1/5O4KxAbUSk1BhzAJuWuRPwkU/fTjGQqTJ5eTB5Mh1LSrgbWAoUuQ5/A4wD3gAuxOaJvhL4qryc3+3ahdm1CxKpJPLyYMYMeOstu++kQe0PlG3dak1iF11kAwAOGJA4uRRFqXfUGhdYY8xNxph8Y0z+nj17wus8YwYUFZEFXI7VTm52Ai2AiwADXAwcB2wBTFGR7Z8osrNh0CBr8iourpInO/XIEVuXk2PbZWcnTjZFUeodsVAS3wAnuPY7O3V+2xhjGgDNgb0h9gVARJ4SkUwRyWwbjqmloMC+kVcTWC8TOAVYhM0clwM0BnrbC8OSJdbEE2+8cyaFhdUHAvTKVVho26uiUBQlTsRCSeQBJxljuhljGmEnohf5tFnEseRro4F3RESc+jGO91M34CRgVQxkOsbcuUGbpAK/AK7GKoergSexownARmcN4TxR4ZjE3CHFm/iUVOBW335eRZGfH1/5FEWpl0StJESkFLgFa+pfD7wqIp8bY+4zxlzqNPs70NqZmL4duNPp+zl2zvgL4F/Ar2Pu2bR2bRWTjS/Lgd8DK4CjwHvAjcAab4OiIhuQL544JjE3h11lFzbt6ZX++ibaJKYoSr0hJovpRGQJdr7XXfcH13YxAZ5vIvIn4E+xkMMvBw4EbbIGOBdrdgIYgJ15Xw709Tbaty8OwjmEYBJ7HWgHDPR30G0SU68nRVFiSK2ZuI6Y5s0rNkuBYuy8Q5mzXYpVCv/m2MhhtbPf232eli3jJ2MIpqx5WJNYwOzWiTCJKYpS76j7SqJ3b5vQB7gfa7J5EHjB2b4fOA+7iGM00BS4AvhfYJj3HB6PzfkQL4KYxLZjTWDjA7YgMSYxRVHqHXVfSUyYULE5HRCfMt05dguwGTgEbAV+5z6HSKXzxJwgJrHngXOAbsHOE0+TmKIo9ZK6ryTatbMLz0xAQ031GAMjRsTX1u8yifnjOYKMIrzE0ySmKEq9pO4rCbArk33zSoeKx2P7xxOXScyXD7ALR/zO+ruJt0lMUZR6Sf1QEgMGwOzZkJ4eXr/0dNsvMzN422ioxpQ1D8jCzpVUS7xNYoqi1Evqh5IAmDjxmKIIZnoy5piCmDgx/rJVYxJ7EjsnUS2JMIkpilIvqT9KAuwD/733YNQoa97xNUF5PLZ+1CjbLhEKwkuym8QURamX1C8lAdZ09PrrsGMH3HsvXHstS1JTOXrVVXZ/xw57PN4mJl+S3SSmKEq9xEiwQHJJSGZmpuTHMFZRu3btWLduHe3bt4/ZOSMmWGIkL8bYEUSiTGKKotR6jDGfiEhYb5T1byThB4/HQ5FP3KQaw8ckdiTF509UkyYxRVHqHTGJ3VTbSSolAcdMYnv2MKdPH37Rrx+tU1LsOohevawXk05SK4qSAFRJkIRKwkvbtjxYVsbYv/8djj++pqVRFKUeouYmkldJlJSUsG/fPsJKsqQoihJDVEmQvEpi165dtGvXjtTU1JoWRVGUeooqCZJXSXz77bd07NixpsVQFKUeU7/nJAoKYO5cfr9uHSdOnw6vvGLjKF13XVJMDKuSUBSlpqmfI4m8PMjKgi5dYNo0zt2xg46ffgovvgjTp0NGhj2el1ejYqqSUBSlpolKSRhjWhljco0xm5zPKrGqjTF9jTEfGmM+N8asNcZc5To21xizzRizxil9ffvHnOxsGDQIcnJsoh/fZD9FRbYuJ8e2y86Ou0iBUCWhKEpNE+1I4k7gbRE5CXjb2felEPiFiJwGXAg8Yoxp4To+RUT6OmWNn/6xw7uaubCw+tXMYI8XFtr2NaQoVEkoilLTRKskLsNGs8b5vNy3gYhsFJFNzva3QAGQeIN/Xh5MnszjhYVkAo2BCT5NngFOBJpgtdm3cExRxDAMSKioklAUpaaJVkm0F5HvnO1dQLXBj4wxZwKNgC2u6j85ZqiHjTGNo5QnMDNmQFERHYG7get9Dq/A5rV+A/gBmyp0rPdgUZHtn2BUSSiKUtME9W4yxiwH/C33vcu9IyJijAlowzHGdMCmRhgvIuVO9VSscmkEPAXcAdwXoP9NwE0AGRkZwcSuTEEBvPUWiJDlVOUDO11N/onN/naas38P0AmrzXqIwJIlsGdP/L2eHI8r1q7loS+/5OQ//tFGiE0SjytFUeoXQUcSInKBiJzup7wB7HYe/l4lUODvHMaYZsBi4C4R+ch17u/EcgR4FjizGjmeEpFMEckMewXy3LkhNRM/2//1VhgT8nkiwsfjihdf5MKSEtJeey2pPK4URalfRGtuWgSMd7bHY601lTDGNAIWAs+JyGs+x7wKxmDnM/7r2z8mrF1b1YvJhwuBV4G1QBF2OGOws+6ANTmtWxcX8WqTx5WiKPWLaJXEg8BQY8wm4AJnH2NMpjHmGafNz4FzgQl+XF1fNMasA9YBbYD7o5THPwcOBG1yAXAvcAXQ1SlNgc6uNmV798ZetlrmcaUoSv2ifiQdGjfOLpRzcTd2TmJugC4bgX5OG+/ijxdTUpjWrRunnHIKPXv2rCinnHIKrVq1CvMusKajQYPsg9+Hl7FKawd2QmguMNDdID3d5pPQjHSKooRIJEmH6kdYjt69bX6G4mJKgVKgzCnF2C+hFNiMnbj+GjtDfhvHFAQeD1f94Q/0v/xyNmzYwIYNG3j//fd56qmn2LBhA40bN66kNLzbXbp0IcU3cZAXx+PKl1zsDP4r2Ema76q04JjH1euvR/ilKIqiBKd+jCQKCuyEcHEx07Fv6G6mAZOwNrEtWDPTdVjbV0X81bQ0m//az6S5iLBr1y7Wr19foUA2bNjA+vXr2bt3LyeffHKVkcfJLVrg6dnT71zJ2cANTqmWamRSFEXxJZKRRP1QEmA9g3Jygtv9/WGMTRcawVv7oUOH2LhxY4XS8CqQSzds4J6yMjw+7csAD3bi/BnsSOdy4CGnvhIeD9x7L0yZErZciqLUP9TcVB1Tp8LSpX7t/0HxeGz/CGjatCn9+/enf//+lerLr7mGlPnzq7TfDZQArwH/Bhpil7XfD/zJt3E8Pa4URVGoT1FgBwyA2bPthG84pKfbfjGeIE45eNBvvXe0cCvQAevydTuwJNCJ9u2LqVyKoihu6s9IAmDiRPs5ebJ9C6/O9GSMHUHMnn2sXyxp3txvdUus261xi1LdeVpWCbyrKIoSM+rPSMLLxInWdXTUKDvx6/Gx9Hs8tn7UKNsuHgoCrMdVWprfQ9cBj2GXr+8DHgZG+mvo8UCvXvGRT1EUhfo0ce2PPXtg7lxWP/ccx5WUcPKZZ9qH7oQJiYnR5Hhc+VKCdb+dD6RhVyPOcrYrod5NiqKEgU5ch0vbtjBlCq/s3UuLFi24805/6TDiRLt2cNFFfj2uGgJznBIQY2DECFUQiqLElfpnbvJDaWkpDRrUgL6cOrWquStUovC4UhRFCRVVEtSgkojQ40q8E+oakkNRlDijSoIaVBJgJ8a9isJU68cExnCkQQMe69qV0l/+MjHyKYpSr1ElQQ0rCQjL4yr13//mzU6duOOOO2pGVkVR6hX1e+LayQI3fvlyOn74IfznP9Y1tSaywGVm2rAfjscV69bZhXItW1byuGoAvPLKK5x11ln06tWLCRMmJFZORVHqFfXTBTYvz0ZQfestu+92Q/V4rLfRRRfZieEBA6ITNk6sX7+e8847j5ycHM4+++yaFkdRlFpAJC6w9c/cVEeywJ1yyik8++yzjB49mq+//rqmxVEUpY5Sr5TEkb/+lRtuvZUuhYU0FaEv8Jbr+NtATyAdOF+E7UmeBe7iiy9m0qRJXH755RRGErhQURQlCPVHSeTlUXrnnZxQVsZ7wAFsZNWfA18B3wNZwB+BH4BM4Co4li40Fiu848CUKVM49dRTuf7666mNpkNFUZKbqJSEMaaVMSbXGLPJ+fQbbc4YU+bKb73IVd/NGPOxMWazMeYVY0yjaOSplhkzOM5JOtQVe+MjgW7AJ8ACbFa6K7HhL6YDnwEb4FgWuCTEGMPTTz/Ntm3beOCBB2paHEVR6hjRjiTuBN4WkZOw1ppAcS2KRKSvUy511c8EHhaRE7Gx7IImY4uIggI7Se3zpr0bm8v6NOBzoI/r2HFAD6ceEViyxHoeJSFpaWksXLiQJ554gjfeeKOmxVEUpQ4RrZK4DJjnbM/DJlELCWOMAQZj8+uE3T8s5s6tUlUCXAOMx85DHAZ8g3c3Bw55d4zxe55koWPHjixYsIAbb7yRdZqISFGUGBGtkmgvIt8527uA9gHapRlj8o0xHxljvIqgNbBfREqd/Z1Ap0AXMsbc5Jwjf0+4b/Rr11byYioHrgUaAY87dU0A3zRAB7H5roFakQVuwIABPPLII1x22WV8//33NS2Ooih1gKCL6Ywxy4Hj/Ry6y70jImKMCTRz2kVEvjHGdAfeMcasw84dh4yIPAU8BXadRDh9OXDsUoK1ae3GZntr6NSfxrEhEcCPwBanvoJakAXummuuYd26dYwePZrc3FwaNmwYvJOiKEoAgo4kROQCETndT3kD2G2M6QDgfBYEOMc3zudWYAXQD9gLtDDGeBVVZ+CbqO/IH64scBOB9cCbHEsVCjAK+C/wOlAM3Af0xpqiKqglWeD+9Kc/0aRJE2677bbKBwoKYNYsGDcOLrnEfs6albRzLYqi1DzRmpsWYc36OJ9VZk2NMS2NMY2d7TbA/wBfiPXXfBcYXV3/mOBkgdsOPAmswQ6NmjjlRaAtVkHchU0h+jHwsvsctSgLXGpqKvPnz2fFihVkZ2fbFeZZWTbJ0bRp8OKL8M9/2s/p0yEjwx7Py6tp0RVFSTKiCsthjGkNvApkANuBn4vID8aYTOBmEbnRGHM29tlcjlVKj4jI353+3bHP4lbAamCciBwJdt2ww3JUkwUuVEobNODo5s2kd+kS8TkSzebNm3myXz8eLCkh9ejRms3prShKjZPwsBwisldEhojISY5Z6genPl9EbnS2PxCRXiLSx/n8u6v/VhE5U0ROFJErQ1EQEeHNAhcsFHcAxBjy27XjpLPPZs6cORw9ejTGAsaHE3NzrYI4cqR6BQH2eJKvMFcUJfHUnxXXUWSBMx4PP33jDRYtWsSiRYvo2bMnzz//PGVlZTEWMobk5cHkyVZBuBiEXSzoNbX9xLdfkq8wVxQlsdQfJRFhFjjS0yuywPXv359//etfPPvsszzxxBP06dOHnJyc8MNhJGICecYM67brh8ex60IOA1/6a5DEK8wVRUkwIlLrSv/+/SVi5swRSU8XMUbEGln8F2Nsuzlz/J6mvLxc/vnPf0qfPn1kwIABkpubK+Xl5dVfe9UqkVGjRNLSbHFfz+OxdaNG2XbRsHt31fM75TyQp6u7b29JSxMpKIhODkVRkgogX8J83tb4Az+SEpWSEBHJyxPJyrIPQo/H/8M6K8u2C0JZWZm8/PLLctJJJ8n5558vH374of+GMVJOITFzZrVKog1Ia5CzQd4NJIfHIzJrVuQyKIqSdESiJOpnZroQs8CFQkpKCldddRVZWVnMmzePK6+8kjPOOIP777+fXl6X2exsa+cPJZy3uCaQITJPI58V5m5mAqdiV5u/DFyCdQnu4duwFqwwVxQlAYSrVZKhRD2SiCNFRUXy8MMPS/v27eXqq6+WHa+/LsUej1wPkgHSBKQPyBLnjf0IyBUgXexi8Mpv9unpIY1mqjByZPWjFVcZDvLXQMdHjoz9F6QoSo1BBCOJ+jNxnSDS0tKYNGkSmzZtomfPnnw2ZgxHi4o4AfzmsQA4B3gBP7FPIp1Abu4bqjAwBqud/FJLVpgrihI/VEnEiaZNm3LP//t/XJySQlMImMeiETAJqyhSfU8iEYYod1aY+7IfWIoNO1KKXWn+PnChv3PUohXmiqLED1US8WTuXIyfBXzuPBZBiSRE+YQJfqtLgLuxIUjaAI8BOcDJ/hqLVD2Pxn5SlHpH/Zy4ThR+JpB981gEJZIJZO8K85ycSiut2wKhRGcSYzAjRhybvM/Ls2avt5yM4O57WrDAxoO66CK7YHHAgPBkVRQlqdGRRDw5UDkaur88FiERSYjyKFaYFwFfXHaZ3cnOhkGDrMIpLq7qNVVUZOtycmw7DemhKHUKHUnEE9cEcqA8FqHwr1WreHnCBHr06FFRunfvTps2bfyas4BjK8xDdb31kp7OF2PHctHvfsfLb77J4CVLMD79NwG9sOF7X6i4wRi47iqKknSokognvXvb9RjFxRV5LJZTOY8FwBGOeRgdxU4sN8Z6HpWnpXHiqFEMHDCArVu3smjRIrZs2cKWLVsoLS2tUBhu5dGjRw8yMjJo4H1QT55s3/gloB8TYgxFIuy+5RYyZ85kzciRtLriCkx5eZW2vwYCGpW8imLAALseRVGUWk1UocJrirBDhdcUTojy7cXFdMU++N1a+Uns/ERXbJx1N9ucetLSYMcOv4v79u3bx9atW9myZUvFp7fs2rWLzp0706NHD85v2pQrNm6kx5dfYlJSSHEH/fN4rPIYMYJ3zjqLG7KzWb16NS2uvx7JycH4/D5eBhZgF+RtxjWScGMMjBplFaSiKElDJKHCVUnEm6ysKhPIIRPFw/bo0aN89dVXlRTIni++oO+aNXT4/ntap6ZS1qwZ+zt35ushQzi+Vy969OjBs88+S9l33/Hsu+9ifOYfDgKZwDvAM1SjJKBa5aYoSs0QiZJQc1O8mToVli4Nb17Ai8dj+0dAo0aNOPnkkzn55KoOriLCrl272LJlC99v3Urhli3k5uby5JNPsmXLFsYXFFBMVbPYPdh5lc6hCOB13Z0yJSL5FUVJDlRJxJsoJpC9IcpjjTGGDh060KFDB84555wqx3+4+GI8S5ZUqluDnU9ZHepFNPaTotQJolISxphWwCtY8/lX2PSl+3zanA887KrqCYwRkRxjzFzgPGy0CoAJIrImGpmSkjAmkJMhjWirlKqe0Suwf+AMZ/8wUAZ8AXwa6ESRuO4qipJURLtO4k7gbRE5CXjb2a+EiLwrIn1FpC8wGCgElrmaTPEer5MKwsvEifDee3aOIS2t6hoGj8fWjxpl29WkC6mf2E83AVuwI4o1wM3AxdgwH4E41EAHqopS24n2v/gybEZMgHnYF847qmk/GnhLRCIw0NcBYhiiPK64XHe9pDvFSxNsGtRA0h5JTeXPubnMP/lkhg8fzvDhwxk0aBBNmjSJn9xgPcrmzrWr3Q8csAqvd2+47rrk+G4VpZYRlXeTMWa/iLRwtg2wz7sfoP07wF9E5J/O/lzgZ9ilAm8Dd4rIkUD9vdQq76baiOO6GygnRUikpVH+1Ves/e47li5dytKlS8nLy2PAgAEMGzaM4cOH06dPH1L8mLYiorrQIV43Xw0dotRz4uICa4xZjp8o1sBdwDy3UjDG7BMRv/GljTEdgLVARxEpcdXtwkaqeArYIiL3Beh/E9bqQUZGRv/t231XFigxJQ6uu4cPH2bFihUVSuPgwYMMHTqU4cOHM2zYMNq1axeZrN6kTrVgvkdRapKEr5MwxnwJDBKR75wH/goR+UmAtrcBp4nITQGODwImi8jIYNfVkUQCyMuzsZgicd1NT7fzKkE8s7Zt21ahMN599126d+9eYZo6++yzadSoUfBrhZP1zy2fKgqlHhKJkoh2rL8IG9AU5/ONatqOBV5yVziKxWuquhz4b5TyKLHC67qbnh68rS8nnRTSCKRbt27cfPPNLFy4kD179vDoo4+SmprKlClTaNu2LZdeeil/+9vf2Lx5s/8T5OX5VRDjgA5AM2wY9Gd8+3lDh+iLhqIEJ9xUdu4CtMbOJWzCutG3cuozgWdc7boC3wApPv3fAdZhlcMLQJNQrpvM6UvrHHPm2DSqxoScElWMsX3mzIn4snv27JH58+fL+PHj5fjjj5fu3bvLxIkTJScnRw4ePGgbjRrlV67/ghQ72+tB2oPk+5MxKytGX5Ki1A6IIH2phuVQgpOfD7/8JawJ00M5RmYdEWHdunUVpqmPP/6Ywaefzuv5+TQoLa2275dY97tHsSljK6GhQ5R6Rk2Ym5T6gAhs3Fil+gdgFHAc0AWY79sgRmYdYwy9e/dmypQpLF++nF27dvHgKadQXs0Lzq+wLrs9saanEf5PHH7WP0WpZ6iSUIIzY4b1HPLh11i3tN3YfNkTgc99GxUV2f4x5LjjjuOUo0dpVFYWsM0c4BDwbyALG4G3Cho6RFGCokpCqZ6CArv2wOet/UfgdeCP2IV15wCXAs/79heBJUtinwfbJ+ufP1IduXYCAfPlaegQRakWVRJK9QQwx2zELtd3x5jtg5+RBMTHrOMndEggSrEhRfzS0u+yHkVRHFRJKNWzdq3fldeHsS6mbppjTTxViIdZp3dvO/HsQwE2MZI3AOFSrN/1EH/n8HhsOBRFUQKiSkKpngBmnSbYJERuDgJNA50n1madCRP8Vhusaakz0BKYDDyCNYVVQSTgeRRFsaiSUKongFnnZKwZZ5Or7jPgtEDnibVZp107G4vJmErVbYH3gP1YpbUO+KW//sbAiBHq/qooQVAloVRPALPOcVivoT9gJ7FXYpfbX+vvHPEy60ydWjXkeoiUNW4ccdY/RalPqJJQqqcac8wcoAhoh425kk2AkUS8zDoRhg4pbdyYO1JTWbBjR+xlUpQ6hmaFUarHa9bxExG2FZATpHsZ8Nnxx9M1NZVW8ZAvgqx/DWbPZuyZZ3L55ZezceNG7rjjDoyP2QrQ3BSKAtHFbqqporGbEsyqVTYWU6ixm1yl3OORmVdeKe3bt5d58+ZJeXl5fGTMy7OxmNLSRDyeynJ4PLY+K8u2c9i5c6f069dPJkyYIEeOHKl8v6NG2T5paf7PNWqUbacotQg0dpMSN6IMyZ2fn8/NN99MkyZNyM7O5pRTTomPnGFm/fvxxx8ZN24cP/zwAwsWLKD1q69qbgqlzhJJ7KYaHxVEUnQkUUOEGhE2QBTY0tJSeeyxx6RNmzYydepU+fHHH2voRipTVlYmv//97+Wetm2lzHfkEKxEGe1WURIJEYwkdOJaCZ2JE20yoVGjrMeTr2eRx2PrR42y7XzesFNTU7nllltYu3Yt27Zt4/TTT2fx4sXBr1tQALNmwbhxcMkl9nPWrJiF+khJSWHm6NHcc+AAKa6Fg0eAG7DBC5sCfYG3fDtrbgqljqPmJiUywjTr+CM3N5df/epX9OrVi0cffZQTTjihcoNE5q32k671R+AhYAKQASzBenGtwyZIqSBAulZFSTbU3KTUOoqKimTatGnSunVrmT17thw9etQeiNK0FRa7d1edoA5QeoG85u9YWppIQUFsvhRFiROouUmpbaSlpTF9+nQ+/PBDli5dSmZmJlumTDk2SR5spCtyzOSTHTDWa/WEGHxwNzawod+1IJqbQqmjqJJQkoKTTjqJpUuX8tDPf06H2bOreFE9js2J2xhr/qlCNHMDAYIYuikBrsEmcu/pr4HmplDqKFEpCWPMlcaYz40x5caYgHYuY8yFxpgvjTGbjTF3uuq7GWM+dupfMcY0ikYepXZjjGHYJ5/g8bOwrSNwN3B9dScIMcHR4cOHWbduHW+88QaPPPII/125str25dhwI42wyiogmptCqYNEu+L6v9gQPk8GamCMSQX+BgzF5n/JM8YsEpEvgJnAwyLysjHmCawzSYQ2A6XW4yQ4Mn5MTFnOZz72R+QXsQmOSr79lh1FRWzbto2tW7eybdu2Sts//vgjXbt2pXv37nTr1o1hrVrBV1/5PyX2R7kbO3HdsDr5NTeFUgeJSkmIyHrAf0iDY5wJbBaRrU7bl4HLjDHrgcHA1U67ecB0VEnUX2Jg0y8qLubeE07g5RNOoFu3bhWK4JJLLqnYbt++feXf7KxZ8MUXfk1OE4H1wHKg2lCCmptCqaMkInZTJ+Br1/5O4CygNbBfREpd9Z0SII+SrIQwNxAMDy9lu1kAAAdCSURBVPCnsWN58IUXQu80YQJMm1alejt2iNwYON5V/yR2fqISorkplLpJUCVhjFlO5f8RL3eJyBuxFymgHDcBNwFkZGQk6rJKIgkhb3UopIZ7ngBBDLtgzU1B0dwUSh0mqJIQkQuivMY3gHuVVGenbi/QwhjTwBlNeOsDyfEU8BTYxXRRyqQkI2Hkra6WSOYGpk6FpUvDi03lxePR3BRKnSURLrB5wEmOJ1MjYAywyFnY8S4w2mk3Hpu3RqmvBEhwBDYLXjE29HiZs13qr2GkcwMR5qaoCGKYGd4iVkWpLUTrAjvKGLMT+Bmw2Biz1KnvaIxZAuCMEm7B5qRfD7wqIp87p7gDuN0Ysxk7R/H3aORRajnV2PTvx843PAi84Gzf769hNHMDEyceUxTVO2PY464ot4pSV9HYTUpy4SeGUsjEKoZSfr5db7FkiT1nUdGxY96YUSNGWBOTjiCUWkQksZtUSSjJRV4eDBoU2dxAerqNPhurB3cMghgqSjIRiZLQ9KVKcuGdG4g0wVEs3+zbtoUpU2J3PkWphaiSUJKPCPJW69yAosQHDfCnJCdRJjhSFCU26EhCSV4yM+0ktM4NKEqNoUpCSX50bkBRagw1NymKoigBUSWhKIqiBESVhKIoihKQWrmYzhizBxvJOVzaAN/HWJxYovJFh8oXHSpfdNQG+Y4TkbC8PWqlkogUY0x+uKsNE4nKFx0qX3SofNFRV+VTc5OiKIoSEFUSiqIoSkDqm5J4qqYFCILKFx0qX3SofNFRJ+WrV3MSiqIoSnjUt5GEoiiKEgZ1WkkYY1oZY3KNMZucT7/Jj40xGcaYZcaY9caYL4wxXZNJPqdtM2PMTmPM44mQLVT5jDF9jTEfGmM+N8asNcZclQC5LjTGfGmM2WyMudPP8cbGmFec4x8n6u8Zhny3O7+ztcaYt40xXZJJPle7K4wxYoxJqMdOKPIZY37ufIefG2PmJ5N8zvPkXWPMaudvPCKBsv3DGFNgjPlvgOPGGPNXR/a1xpgzgp5UROpsAWYBdzrbdwIzA7RbAQx1tpsA6ckkn3P8UWA+8HgyfX/AycBJznZH4DugRRxlSgW2AN2BRsBnwKk+bX4FPOFsjwFeSeB3Fop853t/Y8DEZJPPadcUeB/4CMhMJvmAk4DVQEtnv12SyfcUMNHZPhX4KoHynQucAfw3wPERwFuAAX4KfBzsnHV6JAFcBsxztucBl/s2MMacCjQQkVwAETksIhGkRYuPfADGmP5Ae2BZguTyElQ+EdkoIpuc7W+BAiCeoVnPBDaLyFYROQq87Mjpxi33a8AQY4IlrU6cfCLyrus39hHQOUGyhSSfwx+BmUBxAmWD0OT7JfA3EdkHICIFSSafAM2c7ebAt4kSTkTeB36opsllwHNi+QhoYYzpUN0567qSaC8i3znbu7APWl9OBvYbYxY4w8OHjDGpySKfMSYF+DMwOUEyuQnl+6vAGHMm9u1qSxxl6gR87drf6dT5bSMipcABoHUcZfJ7bQd/8rm5AftmlyiCyueYIE4QkcUJlMtLKN/fycDJxpiVxpiPjDEXJky60OSbDowzxuwElgC3Jka0kAj391n7Q4UbY5YDx/s5dJd7R0TEGOPPlasBMBDoB+wAXgEmAH9PEvl+BSwRkZ3xeBmOgXze83QAngfGi0h5bKWsmxhjxgGZwHk1LYsX56XkL9j/gWSlAdbkNAg7CnvfGNNLRPbXqFTHGAvMFZE/G2N+BjxvjDm9tv5f1HolISIXBDpmjNltjOkgIt85DzF/w9KdwBoR2er0ycHa6mKiJGIg38+AgcaYX2HnSxoZYw6LSMAJxwTLhzGmGbAYuMsZwsaTb4ATXPudnTp/bXYaYxpgh/x74yyX77W9+JMPY8wFWEV8nogcSZBsEFy+psDpwArnpeR4YJEx5lIRyU8C+cD+z34sIiXANmPMRqzSyEsS+W4ALgQQkQ+NMWnYuEmJNIsFIqTfp5u6bm5aBIx3tscDb/hpk4e1y3nt6IOBLxIgG4Qgn4hcIyIZItIVa3J6LlYKIhbyGWMaAQsduV5LgEx5wEnGmG7Otcc4crpxyz0aeEecWbtkkM8Y0w94Erg0wfb0oPKJyAERaSMiXZ3f3EeOnIlQEEHlc8jBjiIwxrTBmp+2JpF8O4AhjnynAGnAngTJF4xFwC8cL6efAgdcJmX/JGrWvSYK1g79NrAJWA60cuozgWdc7YYCa4F1wFygUTLJ52o/gcR6NwWVDxgHlABrXKVvnOUaAWzEzn3c5dTdh32Ygf2n/D9gM7AK6J7g310w+ZYDu13f16Jkks+n7QoS6N0U4vdnsCaxL5z/2TFJJt+pwEqs59MaYFgCZXsJ62FYgh1x3QDcDNzs+u7+5si+LpS/ra64VhRFUQJS181NiqIoShSoklAURVECokpCURRFCYgqCUVRFCUgqiQURVGUgKiSUBRFUQKiSkJRFEUJiCoJRVEUJSD/H0LAlMmc5GRGAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "33\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "34\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "35\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "36\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "37\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "38\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "39\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "40\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "41\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "42\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "43\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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sLGosXkyNEpYUrY9dA8Jg8zbVBLa5PoyAJUUTEhL48MMPGTJkCMuWLQt3dfyigUEpFT5lWAq0PhAN3IldSa5IBCwp2qdPH2bPns0NN9zA//73v5MLZGXBtGkwZAhcfbX9c9q0sAW8oAQGY0x/Y8xmY8w2Y8yDXj4fZozJNsasc7bb3T4baozZ6mxDg1EfpVSE8GNJUZeDwCHsusvFFoaPkCVF+/bty9tvv01ycjJpaWl2ZyUdnhtwYDDG1AReBAYAnYE/GWM6eyn6voj0cLbXnGMbAhOA3kAiMMEYE4FLQCmlysWPJUXdnQKMBG4Bstw/iJAlRa+44gpmzJjB1Vdfzc6HHoK+fSE11QZHzwCZm2v3pabachU4AisYTwyJwDYR2S4ix4D3gGv9PPZKYImI7BeRA8ASoH8Q6qSUigR+LCnqqRDIAXa774ygJUWvuuoqFl17LY2nTKm0w3ODERhOB35ye7/L2efpOmNMpjFmjjGmdRmPVUpVRX4sKboEWOvsOwzcix22Guc6R6QtKZqeTs9Zs/BMbj4EaAHUAzoBr3keV4HDcyuq83kB0E5EumH/nd8o6wmMMSOMMRnGmIzsSjwCQSlVBn4sKXoQ+BNwGnAG8D3wH2xHNBB5S4pOmVI8W61jPHZVvMPAfOzQ3dWehSpoeG4wAsNuoLXb+1Z4POWJyD4ROeq8fQ3o5e+xbud4RUTiRSS+SSVOoqWUKgM/lhT9I/AdcATIBj4BujmHFwJ5l1xSqRPrFZOVBYsWeW0+6oKd3Ad2aK7BBsFiKmh4bjACQzrQ0RjT3hhTGzv3ZL57AWNMC7e31wDfOq8XA1cYYxo4nc5XOPuUUtVFAEuK5teqxdVffklKSkpkrKBWyrDaO4BY4Gxss9JAb4UqYHhuwIFBRPKBMdgb+rfAbBHZaIyZZIy5xil2lzFmozHmG+AunBnvIrIfeAwbXNKBSc4+pVR1EcCSorWff56nli7l+eef58orr2THjh0hqWLQlDI89yXgN+C/wGBOPEEUUwHDc4PSxyAiC0Wkk4icISKPO/seEZH5zuvxItJFRLqLSD8R+c7t2BkicqazRXCeWqVUuQWwpGiPHj1IS0vj0ksvJT4+nueff56CgoKKqXdZ+TE8tyZwIXYkjs8xSCEenqszn5VSlUMZ11tm1Kiij2rVqsW4ceP48ssvmTNnDhdddBGbNm2q4AvwQxmG5+bjpY/BJcTDc2uF9OxKKVUW8fEwd265lxTt1KkTy5Yt4+WXXyYpKYmxY8cybtw4oqKiKuwSStStm70+j+akLOAL4CrsaKzPgHed7SQVMDxXl/ZUSlVJO3fuZOTIkezevZvXX3+d+PhSV7QMvawsClu3psaxY8V2ZwPXA99gR1q1xXbG/sXbOaKjYefOco3E0qU9lVLVWps2bfjkk0944IEHGDRoEA888AA5OTlhq88vv/zC/913H4tr1KDQox+lCbAcO2fjMLAeH0HBGBg4MOTDczUwKKWqLGMMf/7zn1m/fj0//fQT3bt3Z/ny5RVah/z8fP7xj3/QtWtXWrZsSdJ//kONcg7PJSbGDu8NMe1jUEpVeU2bNuXdd99l/vz5DBkyhEGDBvHkk09yWmmdwVlZtq8jM9OOKDrtNNtPMHy4X9/aV6xYwZgxY2jatCn//e9/iYtzEnk8/fSJpUz95RqJVRFNYv4sDF3Ztl69evm9+LVSSrk7ePCg/OUvf5FWrVrJggULvBdKSxNJThaJjrabnXNst5gYuy852ZbzYs+ePTJkyBBp1aqVzJ49WwoLC08u9NJLIrGxIsYUP7/nZowt99JLAV87kCF+3GPDfpMvz6aBQSkVqM8//1w6dOggf/rTnyQrK+vEBwHcsI8fPy7PPfecNGrUSMaNGye//fZbyZVITxcZPFjyo6Ikr0YN7wFo8GBbLgj8DQzalKSUqpYuueQS1q9fzyOPPMI555zDc889x00HD2L8beIRt3TYwIouXRg9ejTNmzdn5cqVnH322aWfwxmeO/Xuu0nYtIkrmjcv0/DckPEnelS2TZ8YlFLBtGrVKrmxQwfJrVlT/gXSC6Q2yFC3b/BfgVwG0gCkMcj1IHucz/Jq1pRBzZrJBx984L3ZqBQDBw6UDz/8MARXVhx+PjHoqCSlVLWXmJjIrK5dqV1YSEtsyutbPcocAEZgU2P/CJwKDHc+iyooILV3b66//npMaSk9vFi3bh3du3cvd/2DTZuSlFIqK4uan34KIgx2dmVg8xW5DPA4ZAyQ5LyuAdT49FM7Y7uMTT+//vorv//+O+3atStHxUNDnxiUUqocaaxXYNdQKFLOdNjffPMN3bp1K9eTRqjoE4NSSpWSDvuk4sAk4CP3neVMh/3NN99UqmYk0CcGpZTyKx22yzZss9I/gYs8PyxHOuzK1r8AGhiUUsrvdNg/ApcBDwP/561AOdJhV9knBmNMf2PMZmPMNmPMg14+v9cYs8kYk2mM+dwY09btswJjzDpnm+95rFJKhVy3bjZrKXYdhDygwNnynH27gUuwnc4jvZ2jHOmwjx07xpYtW+jatWu5qx4KAQcGY0xN4EXs01Vn4E/GmM4exdYC8SLSDZgDTHP7LFdEejjbNSilVEUbNqzo5WTsmghTgbed15OB14DtwESgrttWRKTYefzx7bff0r59e2LKm1QvRILxxJAIbBOR7SJyDHgPuNa9gIgsFRHXVMKvgVZB+LlKKRUcTZvCgAFgDBMB8dgmAhOc10c8NqBs6bCzsmDaNBgyhIZDh/JyTo59n50d5Isqv2AEhtOBn9ze73L2+XIbsMjtfbQxJsMY87Ux5g9BqI9SSpXd+PEnLyfqL3/SYaenw+DB0LYtTJgAs2bR+ptvuOjHH2HiRGjTxn6enl6+OgRRhXY+G2OGAPHAU26724pdUehm4B/GmDN8HDvCCSAZ2ZUosiqlqoiEBJvWOja2bMf5kw57+nTo2xdSU+2wWM+hsbm5dl9qqi03fXpZax9UwQgMu4HWbu9bOfuKMcZcBvwNuEZEjrr2i8hu58/twDLgXG8/REReEZF4EYlvEo6kUkqpqm/UqBPBobQJZ8acCAqjRvkuN336ibUXpJSllN0T84UxOAQjMKQDHY0x7Y0xtYGbgGKji4wx5wIvY4NCltv+BsaYOs7rxkAfYFMQ6qSUUuUzahQsXw7JyXakkmfzUkyM3Z+cbMuVFBTS030uyLMViAaGeDvOFRzCtLZ9wDOfRSTfGDMGWAzUBGaIyEZjzCRsJr/52KajusAHzrTvnc4IpDjgZWNMITZITRURDQxKqfBy0mGTnW3TXKxfz4aVK6nRsCGdb7zR/3TYU6bYZiIvRgMJJR2bm2uPnzu37PUPkJHSHm0qofj4eMkIUyRVSlVPjz32GEePHmXy5Mn+HZCVZTuavaTaeA+Yhx3fvw07LNar6GjYuTNoazIYY1Y7fbol0pnPSinlh0aNGrFv3z7/D/CRUO8w8AjwrD/nKGdivkBpYFBKKT+UOTD4SMz3MHbMvl+TucqZmC9Qml1VKaX8UObA4CUx3zrgM2wqCL+VIzFfoDQwKKWUHxo2bFi2wOAlMd8y7ApwbZz3R7D5mDYBa3ydpxyJ+QKlgUEppfzQqFEj9u/f73f5gi5dkKgoah0/XrRvBHY8v8vT2EDhc8ZCORLzBYMGBqWU8oO/TUmHDx/m1VdfZdaLL/JVfn6xm2yss7nUxc5l8DnmqByJ+YJBO5+VUsoPp5xyCvn5+eT5WOlt586d3HfffbRv357Vq1fzSmoqdf7whxJnUE+khKGqZUnMF2QaGJRSyg/GGK9PDatXr+bmm2/m3HPPxRjD2rVreeedd4iPjw99Yr4Q0cCglFJ+cgWGwsJCFixYQN++fUlOTqZXr15s376dp59+mjZt2pw4IJSJ+UJI+xiUUspP9evXJyUlhYULF1K3bl3uu+8+rr/+eqKionwf5MqldP/9dl5CSdkmjLFPCqUl5gsxDQxKKVWKrKwsXnzxRdLT08nNzeXll1/m4osvxpSWgdVl1Cj79DBlCixcaAOAew6lmBgbMAYOtM1HYXpScNFcSUop5cN3333Hs88+ywcffMDt11xDt7VrOS8mho5Nm9p5Ct26wfDhZesgdkvMx4EDdp7COef4n5gvAP7mStLAoJRSbkSEZcuW8cwzz5Cens7ka6/llt27qfPFFxzLz6d2fv6Jwq5v+gMG2G/6CSXmSw07fwODNiUppRRw/PhxZs+ezTPPPENubi733nsv8664gtrjxxf1DdT2PMjVHJSaCosXh71vIFh0VJJSqlo7dOgQTz31FB06dOD111/nscceY+PGjfwlP98GhQhaeS1YNDAopaqlH3/8kXvvvZcOHTqwbt06PvroI7744gsGDRpEjdWreWHsWOJzcqgDDHM77hhwPdAOMNj8R0XCvPJasGhgUEpVK+np6dx000307NmTmjVrsm7dOmbNmkXPnj1PFJoyhZbHj/N34FYv57gQO2O5ubcf4Fp5LYIFpY/BGNMf+Cd2ac/XRGSqx+d1gDeBXsA+4EYR2eF8Nh6bnrwAuEtEFgejTkqpCJeVZUfvZGbaFNblHQUERRPSnnnmGXbu3MnYsWN55ZVXqFevnvefu2gRg523GcAut49rA3c7r2t6+2EidkhqdnZY0lkEQ8CBwRhTE3gRuBz795dujJnvsXbzbcABETnTGHMT8CRwozGmMzbZYBegJfCZMaaTiBQEWi+lVIRKT7ffuBctsu/dcxPNmwcTJvg9CignJ4c333yTZ599lvr163Pfffdx3XXXUatWCbe+YKyY5lp57a9/DfxcYRCMpqREYJuIbBeRY9jlTK/1KHMt8Ibzeg5wqbEzQ64F3hORoyLyA3b508Qg1EkpFYmmT4e+fe0on7y8k1dAy821+1JTbTkfHb179+7lkUceoV27dvznP//htddeY9WqVdx4440lBwXwufJamYRp5bVgCUZgOB34ye39Lmef1zIikg8cAhr5eSwAxpgRxpgMY0xGdnZ2EKqtlKpUpk+3HbcBjALatGkTt99+O3FxcWRnZ7Ny5UpSU1PLNkvZy8pr5RKGldeCJWLmMYjIK8ArYCe4hbk6SqlgSk8/ERTc9AW+5sSN6nRgs3uBnBzk/vtJF2Hixx+zZs0aRo8ezZYtW2jcuHH56uJl5bVyCcPKa8ESjCeG3UBrt/etnH1eyxhjagGnYTuh/TlWKVXVTZlSPHeQmxewS2AewSMoOApzcjj44INcd9117Nixg4cffrj8QQFsB3d0NPlAHnZUTIHz2jXn+ajzHuzw1Tyg2LfVMK28FizBCAzpQEdjTHtjTG1sZ/J8jzLzgaHO6+uBL8Tm4pgP3GSMqWOMaQ90BNKCUCelVKRwRgGV2nzkQ03g8uPHue2aa4iOjg64Or//8Y8cP36cyUAMMBU7NDUGmOyUOct5vxu40nn9o/tJwrTyWrAEHBicPoMxwGLgW2C2iGw0xkwyxlzjFHsdaGSM2QbcCzzoHLsRmI1dC/s/wGgdkaRUNVPKKKDxQGOgDx6TydwY1yigAIgIc+bMIS4piXUtWjDBGASKbROdsjs89gt2wptTmbCtvBYsQeljEJGFwEKPfY+4vc4D/ujj2MeBx4NRD6VUBCphFNCTQGfs3IH3gKuBdcAZngUDHAW0efNm7rzzTvbs2cNbb71FQmysHfXk0efhlzCuvBYsOvNZKRU2x44d47fdvrsVewOnAnWwbdF98PgG6q4co4B+//13HnroIfr06UP//v1Zu3YtSUlJEbvyWrBEzKgkpaqFIM72rSzy8/PZsWMHW7ZsYevWrcW2PXv28F5UFH/w81wGj05ed2UYBSQifPjhh9xzzz306dOHzMxMWrZsWbxQBK68FiwaGJSqDII42zccCgoK2Llz50k3/q1bt7Jz505atGhBx44di7aBAwfSsWNH2rVrR9Rzz9nr82hOOgisApKwN6r3gRXY3DsnKcMooK1bt3LnnXeyc+dOUlJS6Nevn+/CEbbyWrDoQj1KhZtrYlcl/1ZaWFjI7t27T7rxb9myhR07dtCkSZNiN3/X1qFDB+rUqeP7xFlZ0LbtSYEhGxgIfIcdeXQ28Bg2985JoqNh584Sn6pycnJ44okn+Pe//81/CDASAAAgAElEQVSDDz7I2LFjS16r2VMYV14LFl2oR6lI4D7btzTus30hJMFBRPjll1+8Nvt8//331K9fv9hN/4ILLqBjx46cccYZxJa1Pd6laVP7NJSaWiwwNsGOhS9VKaOARISPPvqIu+++m/POO49169bRqlWrstezSZOIzX1UVvrEoFS4pKf7HPnyHvAosBOb2jkFuMi9QGwsLF9erqYLESE7O9trs8+2bduIiYkpdvPv1KkTHTt25Mwzz6Ru3brluFA/lPB3UaoS/i62bdvGXXfdxQ8//MALL7zApZdeGnhdI5g+MShV2fmY7bsEGIdtU08EfvZ2rCvn/9y5Pk+/f/9+r80+W7dupVatWsVu/snJyUWvTwtWSoiycI0C8vfpycXHKKCcnBymTp3Kiy++yLhx40hNTaV27ZMW5lQ+aGBQKhxKmO07AXgEOM957zWrpJPz//D337PlwAGv3/7z8/OL3fwHDBjAXXfdRceOHWnUqFHorq283EYBFebklDyW3kd/i4iwYMECxo4dS0JCAuvWraN169YlnEh5o4FBqXDwMUu3ALswzDXAmdgcPH8AnsKmXXCXm5fH1Lg4FnbuXHTzv/TSSxk5ciQdO3akSZMm/mcUrSxGjWJ3y5as+eMfuapGDUyNGn6PAvr+++8ZO3Ys27Zt49VXX+Wyyy4LwwVUDRoYlAoHH7N99wLHsYuW/BeIwi5aMpmT0wPEAI/feCNPvPVWaOtawf6xciVy111cPW6cX6OAcnNzefLJJ3nhhRf461//yrx587TZKEAaGJQKBx85/11PBXcCLZzX9+I9MACYgweDXrVwysnJYebMmaSlpfk1Cujjjz/mrrvuolevXqxZs4Y2bdpUUE2rNg0MSlUQEWH79u0sX76cszZupI+XMg2wuefdG4BKbAyK1Jz/PmZ4z4uK4vzzz6dDhw4lHv7DDz8wduxYNm/ezL///W+uuOKKiql3NaGBQakQERE2b97MihUrWL58OcuXL6ewsJCkpCTievSgcM8eahw9etJxw4F/Af2xTUnPAVd5+wGRmPO/hBneMm8ef8zL4/Lzz7flvMzwzsvLY9q0afzzn//k/vvv54MPPih58pwqFw0MSgVJYWEhmzZtKgoCK1asoE6dOiQlJXHJJZcwceJEzjzzTNsh7Jrt68XDwK9AJyAauAH4m7eCkZbzv5QZ3iY3lzpA06++snMaPEYcffLJJ9x111306NGDNWvW0NbH358KnAYGFXkqSaK5goICMjMzi4LAihUrOO2000hKSmLQoEFMmzaNdu3aeT/Yx2xfsE8JLzmbT5GW878MM7yNxwzvHQMGcPfdd7Nx40ZefPFF+vfvH+raKhGJuK1Xr16iqqG0NJHkZJHoaLvZW6rdYmLsvuRkWy4Ejh8/LmlpafLUU0/JVVddJfXr15ezzjpLRowYIW+//bb89NNPZb+e2Nji1+HvFhsrkp4ekusMOuc6/wXSC6Q2yFCP6/kM5CyQGJC+IDuc/UejouSSevVk8uTJkpeXF+4riXhAhvhxjw3oBg00xE7U3Or82cBLmR7AV8BGIBO40e2zFOAH7Nob64Ae/vxcDQzV0Esv2ZuhMSXfMI2x5V56KeAfefToUfnyyy9lypQp0r9/f6lXr5506dJF7rjjDnn//ffl559/Dt51lTUoBOH6KkxysogxMhfkQ5CRHoEhG6QeyGyQXJD7QXo7nxWAHLnyynBfQZVRUYFhGvCg8/pB4EkvZToBHZ3XLbEz/OvLicBwfVl/rgaGaqaCbp65ubmyfPlymTRpklx66aVSt25d6dGjh4wdO1bmzp0rWVlZob2+Cgx6FWbv3pOe7v7mERheBjnf7f0RkGiQb137oqNFQvV3X834GxgC7WO4FujrvH4DuyTrOI+mqi1ur/cYY7KwiROr1gBsFRrp6Se1TXumccsF7sCO5CniaqNOSPCZaC4nJ4evv/66qLM4IyODuLg4kpKSGDt2LBdeeCENKmI4aFXO+e/HOswbge5u70/BLt25EZtqG9d6ztUks2llEGhgaCYirhxfvwDNSipsjEnELt/6vdvux40xjwCfY58+Th6/p6ovL4nmjni8bo6PBcU9Es0dOXKE//3vf0WB4JtvvqFbt25cfPHFjBs3jj59+lCvXr0QXUgp4uNtPatAzv9iSljP2eUI9puiu9OA31xvAlzPWZVdqYHBGPMZ9nfPU7ERdCIixhifObyNMS2At4ChIlLo7B6PDSi1gVewTxuTfBw/AhgB6OzG6qKERHMuc4GmeKSkdhGhYMECJo8Zw8L0dDZu3EjPnj1JSkri0Ucf5fzzz+eUU04JUeXLqarl/Pcxw9tdXeCwx77D2LWei5RjPWdVfqUGBhHxmYnKGLPXGNNCRH52bvxZPsrVAz4B/iYiX7ud2/W0cdQYMxO4v4R6vIINHsTHx0feIhKq7PxohngDuAXfs4OPFxRw/pYtJD35JL179yYmxjMVnQopP1J4d8H+O7r8jm1S6OJeKFJneEeoEjPb+mE+MNR5PRT4yLOAMaY28CHwpojM8fishfOnwSaR3BBgfVRVUkozxI/Ack78B/QmurCQK5o3p2/fvhoUwqFbNwqdmcn52GyxBc6W5+xLxv7iz3X2TQK64fQvQGTO8I5wgQaGqcDlxpitwGXOe4wx8caY15wyNwAXA8OMMeucrYfz2SxjzHpgPdAYmytMKauUZoi3gAuB9qWdR5shKtzhw4d57bXXGPTBBxxz0n5MxiYJnAq87byejO1fmIttm24ArMKuYFdEImyGdxUQUOeziOwDTlorT0QygNud129j/x94O/6SQH6+quJKaYZ4EztGulTaDFEhRIQVK1YwY8YMPvroI/r27cv/e/hhas+YAfPnM1GEiT6OvQz4ztsHkTbDu4rQlBiq8urWzY7U8dKc9CWwGx+jkdxpM0TI/fTTT7zxxhukpKRQp04dbr31VqZNm0azZs4gxRYtYMmS8q3nHBNjh+iqChVoU5JSoVNC88EbwGA8Rq54o80QIZGXl8f7779P//796d69O7t27eKdd95hw4YN3HfffSeCApxYzzk2tmw/xMd6zir09IlBVV5OojlJTbWJ1dy87M/x2gwRdGvXrmXGjBm8++67dO/enVtvvZV58+YRW9pN3209Z1/ZVYv4WM9ZVRwNDKrSEhHmderEABHK+F3T0maIoNi3bx+zZs1ixowZHDhwgOHDh5Oenk779qV2+xdXlWd4VzEaGFSllJuby6hRo8jIyODCCROIfeqpsrVRazNEQAoKCvj000+ZMWMGS5YsYdCgQTzzzDP069ePGjUCaIGuqjO8qxgNDKrS2b59O9dddx1xcXGsWrXKzk5u1kybISrA1q1bmTlzJm+++SYtW7bk1ltv5dVXX6V+/frB/UFVbYZ3FaOdz6pSWbhwIeeffz7Dhw9n1qxZJ1JWjBoFy5dDcjJER9ubv7uYGLs/OdmW06DgtyNHjpCSksLFF1/MhRdeyNGjR/nPf/5DWloaI0eODH5QUJWePjGoSqGwsJBJkybx2muvMW/ePPr06XNyIW2GCBoR4csvv2TGjBnMmzePiy66iHvuuYdBgwZRu3btcFdPhZkGBhV2+/fvZ8iQIfz+++9kZGTQvLm3nI1utBmi3Pbs2cObb77JzJkzqVGjBsOHD2fTpk20aNEi3FVTlYg2JamwWrt2LfHx8cTFxfHZZ5+VHhRUmR07doy5c+cyaNAgunTpwvfff09KSgqbNm3igQce0KCgTqJPDCp4srJsE09mps1zdNppdvby8OFem3hSUlL461//yosvvsgNN9xQ8fWt4jIzM5kxYwbvvPMOnTt35tZbb2X27NmVL9W4qnQ0MKjApafbsemLFtn37iks5s2DCRNgwAA7Nj0hgaNHjzJ27FiWLVvG8uXL6dy5c3jqXQUdOHCAd955h5kzZ7J3716GDRvGV199xRlnnBHuqqkIooFBBWb69JKHkbomMKWmwuLF7HvoIQZ89BGtW7cmLS0tfCumhUMZn6j8VVBQwOeff87MmTNZtGgR/fv354knnuDSSy+lZs2awau/qj78WRi6sm29evUq51LYKqhci9i7LeT+A8gAkPogzUBGgxx3+/x3kMXJyVJYWBju2lectDSR5GS7qH10dLG/L4mJsfuSk225Mvj+++/l4YcfltatW0vPnj3lhRdekH379oXoIlRVAGSIH/dY7XxW5ZOebp8UPGYj34FdavNnYB12IZ2X3D6PBa5YvBizenVF1TS8pk+Hvn3tE1Ne3smZYnNz7b7UVFtu+vQST5eTk8Nbb71Fv3796N27N4cPH2bBggWsXr2a0aNH07Bhw5Bdiqo+tClJlc+UKcXz3Dh+AMYA0diFwvsDGz0L5eba4+fODXUtw8vVzOZPKg8RW+5+Z3Vbtwl6IsKqVauYMWMGH3zwARdccAGjR4/m6quvpo6zOppSwRTQE4MxpqExZokxZqvzp9cVUYwxBW6rt81329/eGLPKGLPNGPO+swyoquyysmxHs5c+hbuxq2/lYNdLWIQNDsWI2CRq2dmhrmn4+Hii+ha4BDgNOBO75m0xruCQkcEvv/zCU089RefOnbnlllto3749GzZs4JNPPuH666/XoKBCJtCmpAeBz0WkI/A5vhfUyhWRHs52jdv+J4HnRORM4ABwW4D1URUhJcXnRxdjnxDqAa2AeOxi3icxpsTzRDwvT1T5wLXAVcB+4BVgCLDF49DC3Fy+vPpq4uLi+Pbbb3n11VfZvHkz48eP5/TTT6+I2qtqzkhJCclKO9iYzUBfEfnZGNMCWCYiZ3kpd0RE6nrsM0A20FxE8o0x5wMTReTK0n5ufHy8ZGRklLveKkBDhsCsWSftLsSuvzwCuB84AtwKnAVM83Kar848k/cHDSI2NpaYmBhiY2OLNvf3vl7XqVMH+9+oksnKgrZtT+pP2ACcB/wGuGp9BdAbeMzjFPlRUeRt3kzdsqa2VqoExpjVIlJqyuFA+xiaicjPzutfgGY+ykUbYzKwX5qmikgq0Ag4KCL5TpldgH4dquREhNyff/a6PsJ+YCe2j6GOsw0H/o73wNAiJoa2bduSm5tLTk4OBw4cICcnp+h9aa+PHTtWFCj8CSTlfR0TE0OtWmX4VSnDk5BgA4anWrVqUXfOHE39ocKi1P/txpjPsP2Inv7m/kZExBjj6/GjrYjsNsZ0AL4wxqwHDpWlosaYEdgvo7Rp06Ysh6oAHDhwgPT0dNLS0oq2Fw4d4novZRtjnximc+KJ4Q2gm49zt+vRg3vuuafcdSsoKCA3N9fvQOJ6vX///lLLeL6PioryO5j8ZcUK4r2sU30WdsTWU8A9wFLsqK1+3i4uN9cmCVQqDEoNDCJyma/PjDF7jTEt3JqSsnycY7fz53ZjzDLgXGAuUN8YU8t5amiF7a/0VY9XsM2yxMfHl7/9S/l09OhRvvnmG9LS0li1ahVpaWns2bOHXr16kZiYyNChQ3nxxRdp9e67djazl5vfPGwH9JNATWxH63PeflhMjM2IGoCaNWtSt25d6tatW3rhAIgIx44d8zv4NFi50ut5ooBU4E7s3088cAP2ycqrAwdCcDVKlS7QpqT5wFBgqvPnR54FnJFKOSJy1BjTGOgDTHOeMJYC12MHsng9XoWGiLB169ZiQWDDhg107NiRxMRE+vbtywMPPEDnzp1Pnj07bJgNDF70AJb5VwF7nghgjKFOnTrUqVOHBg28DrwrbuVK2LTJ60fdsE8JLhdg/+N75c/PUioEAg0MU4HZxpjbgB+xX4AwxsQDI0XkdiAOeNkYU4gdBTVVRFy/NeOA94wxk4G1wOsB1if8QpT2IPBqZRULAunp6dSrV4/ExER69+7NDTfcQM+ePf1LsNa0qc19lJpa8mpqvhhj1/WtqmsndOtm52h4eaLKBDphO+pfwk4EHObtHEF4olKqvAIalRQulXJUUkmJ5FyLnLslkgulnJwcVq9eXdQnsGrVKg4dOkRCQgK9e/cmMTGRxMREmjXzNVbAD+npdqZuWdZhdomNtausVdX1mLOyKGzdmhrHjp300V+B14DjwEXAv7DzGU4SHQ07d1bd4KnCwt9RSRoYgqG0RHIuIViPuKCggE2bNhV7GtiyZQtdu3YtCgK9e/fmzDPPDGwRd2/KMrPXJTa2Sq/HnJOTwxNPPMF506YxMD+fGuV9okpOrvozw1WFq6jhqipIaQ/8ISLs2rWrWBBYvXo1LVu2LHoKuP322+nevXvFzIp11T9MQbEyERHmzZvHvffeywUXXMBdH35IjRtuKN8TVUyMfbJUKlz8ybRX2bZKk101LU0kNlb+BdILpDbIUPfMmSDvg5wNUhckDuRD12exsSLp6SWe/uDBg7JkyRJ5/PHH5dprr5XmzZtLkyZN5KqrrpJJkybJ4sWLK0c2zfR0kcGDbZbQmBjv2UMHDy71eiPVd999J5dffrl06dJFli5deuIDL9lnS91iY+1xSoUAfmZX1aakQAweDKmpzHPS1C4GcoEU5+Pd2HH9H2HzBS0E/gjsAJp6NBccO3aMzMzMYv0CP/30E+eee25Rc1BiYiJt27atnLN9weY+Skmx4+8PHLCjas45x44+qoJt5UeOHGHy5Mm8/vrrPPTQQ4wZM4aoqKjihcLYzKiUJ+1jCDUvaQ/+jp2+neK8XwVcTfHJHU2wY3zPBwqionh46FCWbthAZmYmHTp0KNY53LVr17LNuFUVQkSYPXs2999/P/369WPatGklr1WdkWEHJixcaAOAew4l18CEgQNt81FV7ZBXlYL2MYSaH2kP4rFjdecDg4AF2MlMrpnA+YWFXL5nD1dOnUrPnj059dRTQ1RZFSwbN27kzjvvZN++fbz77rtceOGFpR8UH2+fDKvZE5WKXBoYyisz0+s4dXc1gVuAm4E8oDbwAeCaKVCnoIB+jRpBUlIoa6qC4PDhwzz66KO8+eabTJgwgZEjR5b9aa5JE819pCKCruBWXodKT/X0GfAAdibwMeyM19uxK5sV0bQHlZqI8PbbbxMXF8fBgwfZuHEjY8aM0SY+VaXp/+7yOu20Uousw65P4GrQS8CmWP4MmzoC0LQHlVhmZiZjxozh999/Z+7cuZx33nnhrpJSFUKfGMqrWzc7OxWbSzwPKHC2PGdfAvBfTjwhrHXeF2Ub1bQHldLBgwcZO3Ysl112GTfffDNpaWkaFFS1ooGhvNwSwE0GYrCJo952Xk8GkoCJ2CyBpwLXAQ9hF2cBIiqRXHVQWFhISkoKcXFx5OXlsWnTJkaOHHlyEkGlqjhtSiovt0RyE0WY6KPYGGc7SVVPJFfRAkxeuGbNGsaMGUNBQQELFiwgXoeNqurMn1lwlW2rTDOfj9WuXbaZrWWY+az8kJYmkpxsZ1dHR3ufdZ2cbMt5sW/fPhk1apQ0a9ZMXnvtNSkoKKjgC1Cq4uDnzGdtSgrAv1evZkJsLIVOX4PfXInk9FtpYKZPtxleU1Pt0GHP4cO5uXZfaqotN3160UeFhYW8+uqrxMXFUaNGDTZt2sRtt90W/ESDSkUgbUoqp+eff55nn32WL1avpsbixZr2oKIFkLwwPT6e0aNHExUVxeLFi+nRo0cpJ1CqmvHnsaKybeFuSnr66aelQ4cOsmPHjhM7q3kiuQpVSvLCH0AAOcVtm+R8llerllzZqJG88cYbUlhYGO4rUapC4WdTkj4xlNGUKVOYOXMmy5cvp1WrVic+0LQHFWfKFMjNpSU2P5UreaGng5z8SByVn8/8Cy6g9i23hLqWSkWsgAKDMaYh8D7QDps09AYROeBRph/F14M/G7hJRFKNMSnYUZ2uacTDRKTYxOAK4ceIFhFh0qRJvPfeeyxbtoyWLVt6P5emPQitrCy7Sp4Ig51dGdjkhf6oAdRessQGcA3USnkV6BPDg8DnIjLVGPOg836cewERWYoz0dcJJNuAT92K/FVE5gRYj/IpaTnOefPsgvcDBiAPPsjD8+eTmprKsmXLAlsSUwXGj+SFLm0BA1wOPAU0dn1gjD2PBnClvAo0MFwL9HVev4FNCzTOV2HsXK9FIlKOZa2CrLQ8+U5qZElN5fiCBUQ3a8bStWtpot8yw8uP5IWNgXTst5F9wGjgz9gmJ8D+265fH8JKKhXZAh2b10xEfnZe/wKU9lX6JuBdj32PG2MyjTHPGWN8rkdpjBlhjMkwxmRkZ2cHUGWKj2gpaRQRYESonZ/P3/bvp8mc8DzYKDd+JC+si81PVQv7H/IF7CPqb+6FNHmhUj6VGhiMMZ8ZYzZ42a51L+f0ePu8yxpjWgDn4PbFDRiP7XNIABpSwtOGiLwiIvEiEh/Qt/b0dF4YO5b4nBzqAMPcPpqFvam4tlhsU8RqwOTm2mAS7gWCqrEDBw6wpxxrKLvWuyt036nJC5XyqdSmJBG5zNdnxpi9xpgWIvKzc+PP8lUWuAH4UESOu53b9bRx1BgzE7jfz3qX35QptDx+3Otolj87m0sK8BjQ07UjN9f2STjLcarQycnJYe3ataSlpZGenk56ejq//PIL05o04baaNaldUEA+Nlmhe/LCWthAXh/oCBwA7sK2dxblw9XkhUqVKNA+hvnAUGz+uKHY5Y19+RP2CaGIW1AxwB+ADQHWp2TOiBZ/R7O8gV1op2iFZRG7PKOOaAmq48ePs2HDBtLT04sCwdatW+nSpQsJCQlcfvnlPPTQQ8TFxVFz3z67pGpBAZOBR93O8zYwATgLm6wwC6iH7Xwu1n4pmrxQqZIEGhimArONMbcBP2KfCjDGxAMjReR25307oDV2rRp3s4wxTbD33nXAyADrU7IyjGj5EVgBzPD8IFJGtASYVC5UCgsL2bp1a9FTQFpaGpmZmbRr146EhAQSEhIYMWIE3bt3p04dL11OfiYv/JOvCmjyQqVKFVBgEJF9wKVe9mdgFytzvd8BnO6l3CWB/Pwy82NEi8ubwEVAe88PKvuIFj+H4DJ+PCQkhLQqIsKuXbuKgkB6ejoZGRnUr1+fxMREEhISSE5OpmfPntSrV8//E48fD4sX+5cOw1NMjD1eKeVT9Zr57MeIFpc3sc0R3uxYt46tS5bQoUMH2rRpQ1RUVFCqFzA/h+CSmmpvrEHO2bRv375iQSAtLY3CwkISEhJITEzk3nvvJT4+nqZNmwb2gxISbN39zZXkoskLlfJL9QoMfizHCfA/YA920oU3P+fmMnXqVLZv386ePXto0aIFHTp0oEOHDrRv377odYcOHWjcuDG2CyXEAkgqV57gcOTIEdasWVMsEGRnZ9OrVy8SEhK45ZZb+Ne//kWbNm1Cc/2uOmvyQqWCzkgp4/gro/j4eMkoz7DRadNgwgTy8/LIx3Zc7gJexUZIV5QcgR3h8qa3c8TEwKOPFvUxHD9+nJ07d/LDDz+wffv2YtsPP/zAsWPHTgoWrvft2rUjJiam7NfhKT0d+vblhZwcUoD12Db2FLciOdghX7OB40B3bB8KsbGwfHmJ36KPHTvG+vXri40Q2r59O127di3qF0hMTOSss86q+LTVGRm26WzhQhsAct3GmcXE2IAxcKBtPtInBVXNGWNWi0ipvwjVKzBkZUHbtkzMyys2mgXsaJaJ2IDQHJiLl84TsOs879zpd+flwYMHiwUN99c7d+6kUaNGXp80OnToQPPmzf270Q4eDKmpzHMW2HANw01xKzIEO7TzX9gJI+uAXmBvpsnJRUNwCwsL2bx5c7ERQhs2bKBDhw7FgsA555xD7dq1/fo7qBCavFCpUmlg8MW5iZY249krj5tooAoKCtizZ4/XJ43t27dz6NAh2rVr5/Vpo3379px66qlFwc69k/nv2CehFOf9d0Cis89bF29BVBSTR4xg2caNrFmzhsaNGxcFgYSEBHr27EndunWDcs1KqfDxNzBUrz4GqFQjWmrWrEnr1q1p3bo1SUlJJ33++++/88MPPxR7yvjiiy+KgkfdunV5uE4dRhw/js9cIkAaNqHcBOAtoAX26eg65/P8ggIu2LqV3uPGER8fT+PGjb2fSClVLVS/wBBBI1pOOeUUunbtSteuXU/6TETYu3cvNYYOpc6ukpNO78LOHLwO26n+FTAI6AzEAXUKC7m8WTPo3z/Yl6CUikDVc4HbUaPsTT421jYPlcSYE0GhEo1oMcbQvHlzmvrRzh8DRGGbmGpjF8DoR/Hc55pUTinlUj0DA9ib/PLlts8gOto2E7mLibH7k5NtuUoUFIrxYwhuNy/7TgqHmlROKeWofk1J7qrCcpzdutlrcIbgeksqdzHQBpiCTVa1ClgKTHOdQ5PKKaXcVL9RSVWN26ikieBzGO5GbI6STGxH9ONAsqtQGYfgKqUik7+jkqpvU1JV4UoqZwwTsQtiuG8TnWJdsJ3OvwObcAsKmlROKeVBA0NVMH78yX0k/tKkckopDxoYqgLXENzY2LIdp0nllFJeVO/O56pEk8oppYJEnxiqkqoyBFcpFVYBPTEYY/6I7d+MAxKdBXq8lesP/BOoCbwmIlOd/e2B94BG2KV6/09EjgVSp2qvKgzBVUqFVaBNSRuAwcDLvgoYY2oCL2KX3t0FpBtj5ovIJuBJ4DkRec8Y82/gNmB6gHVSYG/+lX35UaVUpRRQU5KIfCsim0splghsE5HtztPAe8C1xq7ecgkwxyn3BvCHQOqjlFIqcBXRx3A68JPb+13OvkbAQRHJ99ivlFIqjEptSjLGfIZdu8bT30Tko+BXyWc9RmAXV6NNmzYV9WOVUqraKTUwiMhlAf6M3UBrt/etnH37gPrGmFrOU4Nrv696vAK8AmCMyTbG/BhgvRoDvwZ4jkhSna5Xr7Xqqk7XG4prbetPoYqYx5AOdHRGIO0GbgJuFhExxiwFrsf2OwwF/HoCEZGAh9UYYzL8yRlSVVSn69Vrrbqq0/WG81oD6mMwxiQbY3YB5wOfGGMWO/tbGmMWAjhPA2OwS17OdgAAAAQZSURBVBF/C8wWkY3OKcYB9xpjtmH7HF4PpD5KKaUCF9ATg4h8CHzoZf8eYKDb+4XAQi/ltmNHLSmllKokqvPM51fCXYEKVp2uV6+16qpO1xu2a43I9RiUUkqFTnV+YlBKKeVFtQkMxpiGxpglxpitzp9eFzk2xrQxxnxqjPnWGLPJGNOuYmsaHP5er1O2njFmlzHmhYqsY7D4c63GmB7GmK+MMRuNMZnGmBvDUdfyMsb0N8ZsNsZsM8Y86OXzOsaY953PV0Xq/1vw61rvdX43M40xnxtj/BqCWVmVdr1u5a4zxogxJuQjlapNYAAeBD4XkY7A5857b94EnhKROGzHeFYF1S/Y/L1egMeAFRVSq9Dw51pzgFtEpAvQH/iHMaZ+Bdax3NzyjQ0AOgN/MsZ09ih2G3BARM4EnsPmIYs4fl7rWiBeRLphU+pMI0L5eb0YY04FxmKXbA+56hQYrsXmYwIfeZmcf5BaIrIEQESOiEhOxVUxqEq9XgBjTC+gGfBpBdUrFEq9VhHZIiJbndd7sAE/UtLMes035lHG/e9gDnCpk48s0pR6rSKy1O338mvs5NhI5c+/Ldgvb08CeRVRqeoUGJqJyM/O61+wN0NPnYCDxph5xpi1xpinnIgeiUq9XmNMDeAZ4P6KrFgI+PNvW8QYkwjUBr4PdcWCxFe+Ma9lnLlDh7BzgyKNP9fq7jZgUUhrFFqlXq8xpifQWkQ+qahKVakV3ErK6+T+xpl17W04Vi3gIuBcYCfwPjCMSjrxLgjXewewUER2VfYvl0G4Vtd5WgBvAUNFpDC4tVQVyRgzBIgHksJdl1Bxvrw9i70PVZgqFRhKyutkjNlrjGkhIj87NwdvfQe7gHXOxDuMManAeVTSwBCE6z0fuMgYcwdQF6htjDkiIiX1R4RFEK4VY0w94BNsAsivQ1TVUPCVb8xbmV3GmFrAadh8ZJHGn2vFGHMZ9ktBkogcraC6hUJp13sq0BVY5nx5aw7MN8Zc42thtGCoTk1J87H5mMB3XqZ0bGI/V9vzJcCmCqhbKJR6vSLyZxFpIyLtsM1Jb1bGoOCHUq/VGFMbO0v/TRGZ4/l5JVeUb8y5jpuw1+zO/e/geuALicxJSqVeqzHmXOziYNeISKQODnEp8XpF5JCINBaRds7v6dfY6w5ZUHD94GqxYdtbPwe2Ap8BDZ398djlRl3lLgcygfVAClA73HUP5fW6lR8GvBDueofqWoEhwHFgndvWI9x1L8M1DgS2YPtF/ubsm4S9SQBEAx8A24A0oEO46xzCa/0M2Ov27zg/3HUO5fV6lF2GHZEV0jrpzGellFLFVKemJKWUUn7QwKCUUqoYDQxKKaWK0cCglFKqGA0MSimlitHAoJRSqhgNDEoppYrRwKCUUqqY/w/JNKj4GX/AIgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "44\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "45\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "46\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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x4FKFrweOAFoAHwODgtpMAuaFuLcjbu1RR6CDt98h0u+slWKIIvPmr0Cn+B1v9hRDnn2hGyWff/65duvWTRctWhS/X3rFFdU7etCDoP1A7/X2XwVtDnpWODvxxInxk9loOGoR3fiXv/xFu3Xrph988EGipY5aMcQiV9KJwDpV3QAgIs8CFwFrorj3bOA1Vf3Ou/c13OzjmRrvqg1RZN48BxiPW114FC5ZlQBVEfENmKzKqB3ffPMN5557Lr///e+54IILGvR37d+/ny+//JJ169Yx6N//5sgQbZoDecCNwL24RH0/xa2sDsXujRtp8v33tG3btmGETjTpsD4oUi2M0lIANC+P8n/+k/Vt2rDs/fc5+uij4yxo3YmFYugJfO13vBk4KUS7sSJyKvAF8F+q+nWYe3vGQKZDRJGsahRu5eFY4Hvgl7jUCb382pQVF9M8poIZteX7779n9OjRXHXVVfz85z+PyTP37dvH+vXrWbduXdVP37Z9+3b69OnDkUceye3l5SEVA0A2sMzveDjOPhqKfxUVMb57d1q3bs2RRx5J//79qzbfcceOHZMvPUZNC/5efBFmzqy24C8ZmXfppSx44QWKKisDqq0dBC4HCnD5jd4CRqrSvKyM35eW0uSNNyDNFEM0/AN4RlUPiMh/Ao/j0oBEjYhMBiYD9O7dO/obo0xWNdXbwGmuO3E5dXz8/Y03uLV3b7KzsxkyZEjVz2OOOYbmzU1lNDQHDx5k7NixnHjiifz2t7+t1b179uwJ2fGvW7eO3bt3069fv6rO+fjjj2fcuHH079+fww8/nGbNvK/InDmucwsx+ywEjsYl6HsA2IaznVYjM5MLfv1r9k6fzjfffFMlw/r161m0aFHVsYhUUxa+rWvXro1PaUQ5giYvD159NXmryeXn0yMvj9sqK6uqrfkzAjeovCTofJPSUvf3GTq01qU4E0W9U2KIyDBglqqe7R3PAFDV2WHaNwW+U9V2InIZMFJV/9O79hDwtqrWaEqqVUoMvy90OS451e24qckjOM1YjvOaD8ZNX67Ejfru9j0jM5PKWbP4cuxYioqKKCwsDKj/e/TRR1eVffQpjJ49eza+LzAk5VS/srKSiRMnsm/fPhYuXEjTpk0Drqsq3333XbVO37eVlpYGdK7+W48ePWjSJIpckiHKh/q4GXgUVzb0FODPQP9qrYgqt024z+JTaiUlJQHKwn+/V69e0X2WWJJO9af98nEFl471pxcugeNI/5P1yccVQ+KWK0lEmuEG2WfgEgLmA5er6id+bbqr6jZvPxe4RVX/Q0Q64mpd/9hr+hFwgs/nEI5aKYYoklX9EjgV50FvA1yNmzFUdT81fKFLS0tZs2ZNgMIoLCykrKysmrI49thjadOmTbVnxIU65PZpLNx8880sX76cp556ii1btoTs/P1H2cFbly5dYqOkE5Woz489e/aENX1999139OvXr9oso3///vTu3Tv2M9v8fOadfDILysqqFbIHeAM3C9+Esy0vAPr4LtaxmH3CCBoY1FoxQJ2S3sWauCbRE5HRwP/g+tK/qupdInIHzgO+SERmAxfiBuffAVNU9TPv3p8Bv/YedZeqPhbp99U6iV4CvtDFxcXVlMWnn35K165dA5TFkCFDOOqoow6ZLBqCJCkcX1lZWa3jX7p0KV988QVNmzalVatWYTv/jh07NryA+fkwcmTtRsc+4tARlpSUsGHDhpCzja1bt3L44YeHnGn069ePDC8FdK0YM4YXX3opZCH7b4EjcTOpC3D1BP4FrPDd20hG0FETZEqsk2LIzITbb09otT3LrupPI/lCV1RUsH79+gBTVGFhIVu3bmXAgAEByiI7Ozs29uRGNtUvLy9n06ZNIUf9X375JR07dqzqsPbt2xeQibRRRPI0sr9ntBw4cICNGzeGnGl89dVXdOvWLaQz/Mgjj6R169bVHxhhBP2wt7/cO96Hq7v9b2CA7xkJHkGrKgcPHmTv3r0Rt1GPP85xfpGJdVIMABMnwhNPxP7DREm0iiE9SnsOHeq+mHX9QsdolNe0aVOOPvpojj76aMaNG1d1fu/evXzyySdVyuKf//wnRUVFiEg1ZTF48GCysrKi+4X5+SE/80bgeuB9XFjlONx0r+plKCmpl7PMvxMKHrlu2rSJbt26BXRAp556KkceeSRHHHEErVq57PNvvvkm48eP56233mJInCur1Yivc0+CGZg/LVu25JhjjuGYY46pdq28vJyvv/464H+1fPnyqv9Z+/btq800Tl6+nF4cKpEazCfAcX7HrXAziE/wUwy1KGZfWVlJSUlJVJ14NNu+ffvYu3cvTZo0oXXr1hG3lhFC3qMmgXXFa0N6KAZo1F/o1q1bc9JJJ3HSSYeifFWVbdu2VSmLZcuWMW/ePD7//HN69uxZLTrqiCOOqOaUZfbsQxEhflwPdMFFz+wGzsRF09zk36i01N0fZqofymzhG4lu27atmtni7LPPrjJbtGwZLsrfsWrVKsaPH8/zzz/fuJSCjylTnNKcPRuWLHHvi//f2eezGT3a+WwauR29WbNm9OvXj379+nHmmWcGXKusrGTr1q0B/9+FCxfS5o03OLyGznIvEDwPaAf84H+itJSPHn+cv371VcSOvKSkhKysLFq1ahVVR37YYYdFbNOqVavoiyRt3w5r11YFsPhXW2vmbQdwK2PBha/uxw28ApRnguqK15b0UQyQVF9oEaFHjx706NGDs88+u+p8WVkZa9eurTJDLViwgKKiIoqLixk8eHCVsvhxr16MWLIkZBGQL3HlAjOAbrgFfp8EN1JFFy9m9Ztv8tnOndU6/507dwaEeQ4ZMoTc3Nx6Ozo3btzI+eefz/3338/IkSPr9Iy4kJPjlOaOHW7UW1TkRoMdOrhyi5MmNdoor9rQpEkTevXqRa9evQL/HxdcAP/8Z9j7WuPWBPnzPS64w582FRUMGDAgYieelZUV/4grf7KzYeFC7ty/PyCA5SlcAMss4BjcGgZwK3fBfdf6+honoK54XUkPH0MoUuwL/f3337N69eoq/8WxS5YwaeNGMkO0fQh4D3gQ2IV7iX8P5Aa1KwEe7NaN94YPr2Z/7tmzZ/UZSj359ttvGTFiBFOnTuXGG2+M6bONGDNhAjz9dNVhKB/D47j3DJyPoTMu7LDKlAQJt7lHTQ3hylGTRFFJ6TVj8Kdz54RGB8Satm3bMnz4cIYPH+5OTJgAGzeGbHsq7ovbFjcdvgq4OES7LGDamWcyrb5f3CjWTpSUlHDBBReQm5trSiEZ8EbQ5d76oGDTSi5ufcdC4DxcmplsgpRCEo2g6dLFhXPXJ7px9OjkGXRGk1CpsW31Ku2ZLpx/fsgkbhWgvUHvBN0P+i3ohaA3h0v6dv75dZchykRjZcuX6/nnn69XXnmlVlZWxu5vYDQcXtbimV7CSf9tpvc/fg30GNAM0NNAv0z2NORhCjVFtTWSui5EmUQvgUY7o0EJkwrkO9yCoxtwjrHDcAv6loR7Tl2dZfPnuxDhvDw3/Q6egpeWwv79aF4eFaecwpnr1/Poo482ztXiRnW8EfQskWqaYZbXZBTwGW59w9v42doh+UbQcCi6MdqoQB8xjm6MB6YYUpXsbGfTDKIT0A+Yj4uu2I2zBWeHekZdp/r+sf4Rpt2iSsuKCm7cuJHmjz5a+99lJI4ZM9w7UhcyM939ycaUKYeUQ6RBjEijWMNSF0wxpCqTJoW99CLwCs4Z2B+XOvqPoRqq1vickHhrJ+aVlJCDm5UEP6EEFzLbCRfCeCogvkRj9Q0qMOJHGo2gA5gyxS16zc11g69g5ZiZ6c7n5rp2SaYUIJ2dz6lODc6y43FT+xqp61TfWzvRAxepEioL5WTcbOVTXIWmVb4LEdZOGI2QRrw+qEFJ8XDl9A1XTQfinQokREhfcBjjZ7jKTptxUVHVaAQhfUYdKChIivVB6Y6FqxrxTwWyYEHEJh/iMmzOBJ4EuuOclWN9DWqRJsFoRKT4CDrdMMWQ6sRzqh9FGdXNwGqcItiKy9d0HjAIGAhWRjXZSbH1QemKOZ/TgSBnWbW5Q6ycZVGUUc3EObtvA1oApwE/Af7Pv1GSJBozjFTFZgzpgjfV/2HDBmYPGMBdl16K7N4d26l+FGVUQ4XFVgv6S5JEY4aRqphiSDM27tvHy0cdxd1PPhn7h3tpEvzLqAanSjgV6A3MBmYAH+AKp8/xPSOZ0iQYRopipqQ046uvvqJPnz6RG9YFvzUPd+LMRvfgMlBmeueaAy/jVlq3A64FnsAvh05d1k4YhhFTTDGkGQ2qGLy1EyrCLKon0ZnlNRuMczrvA9bgl9U1GdMkGEYKEhPFICLniMjnIrJORG4NcX2aiKwRkUIReUNE+vhdqxCRVd62KBbyGOFpUMUAfHvtteyva76jZE2TYBgpRr0Vg4g0Be4HzsVFHV4mIoOCmv0byFHVbOAF/EzKQKmqHu9tF9ZXHqNmNm7c2GCKobCwkBOuu463zjsPTbc0CYaRQsRixnAisE5VN6jqQeBZ4CL/Bqr6lqr6oiRX4OplGwmgoWYMS5YsYdSoUcyZM4fRixYhUSYa0yRONGYYqUosFENP4Gu/483euXBcAyz1O84QkQIRWSEioerFACAik712BTt27KifxGlMQyiGefPmcc011/Dyyy9z6aWXupNRJBorb96cdzp2RN9+25SCYTQi4hquKiITgBzcuiYffVR1i4gcAbwpIkWquj74XlV9GFd4jJycnORL8NQI2L9/P7t27aJ79+4xeV55eTnTpk3j9ddfZ/ny5fTr1y+wQYQ0CTJxIlNOP53//vZbzo2JRIZhxIJYKIYtwOF+x728cwGIyCjgN8BpqnrAd15Vt3g/N4jI28CPgGqKwag/mzZtolevXjEpqv7DDz8wfvx4ysrKWL58Oe3btw/fOEyahKbAnXfeyYwZMzj77LMTW+zdMIwqYvFNzAeOEpF+ItICGA8ERBeJyI9wNegvVNViv/MdRKSlt98JOBkXwWg0ALEyI3399deMGDGCXr16sXjx4pqVQgRyc3Np0aIFzz//fL3lMgwjNtRbMahqOa5S5Ku4FPvPq+onInKHiPiijP4AtAb+HhSWOhAoEJGPcQtg71FVUwwNRCwUQ0FBAcOGDeOqq67iwQcfpHnz5vV6nohw991389vf/paysrJ6PcswjNgQEx+Dqi4hqGywqv7Ob39UmPuWA5b/IE7UVzG89NJLTJ48mUceeYSLLw4bJ1BrRo0aRe/evXnssceYPHlyzJ5rGEbdMKNuGlFXxaCq/OEPf+Cmm27i1VdfjalS8HH33Xdzxx13UFoaXO/NMIx4Y0n00oi6KIaysjKuv/568vPzef/99+nVq2GWoJx00kmceOKJ3H///Uy/8koXxVRY6FJ5t2vnEvRdfbWlyzCMOGCKIY2orWLYtWsXl1xyCZmZmbz77ru0bt26AaWDuZdeyqdXXonedhsiElj058UXYeZMV8d6xgxXnc4wjAbBTElpQnl5OVu3buXwww+P3BjYsGEDw4cPZ8iQIeTl5TW4UmD+fI742c849+BB5MCB6pXgSkvdubw8V8d6/vyGlccw0hhTDGnC1q1b6dKlCy1atIjY9r333uPkk0/mxhtv5I9//CNNmzZtWOHmz6+qSx3xhVR19aunTzflYBgNhCmGNCFaM9Lf/vY3cnNzeeyxx7j++usbXrD8fJg+nXklJeQALYFJfpefxsU5+7YsXMW3lT7lUFDQ8DIaRpphiiGVKS6GOXNgwgT63XQT92zZ4o5D5JpSVW6//XZ+/etf88Ybb3DOOefER8bZs6G0lB64OtA/C7p8BbDXb3sAOAL4MTjz0uzZ8ZHTMNIIUU2+tEM5OTlaYCPF8OTnuw5zqZer0N9en5npzDF+TtwDBw5wzTXXsHbtWl5++WW6desWHzmLi6FPnwD5bsNlYVwQ5pafACOBmb4TGRmwaZNFKxlGFIjISlWNmNveZgypxvz5zjmbl+c63AhO3B/+8AdGjRrFgQMHeOutt+KnFMCFpNaCr4B3gCv9T4rU+jmGYdSMKYZUws+JS6SZoOfEbXrLLfwqK4vnnnuOrNoW16kvhYXVFVcNPAGcAgTkcC0tdVlbDcOIGaYZ74QfAAAgAElEQVQYUgXPiUtJSdWp1kFbU+DGoNuyVLn43Xdp8tFHcRO1ij17atX8CeCqUBd27YqFNIZheJhiSBU8J64//k7bb4BM4JJQ9ybKiduuXdRN3wO2AuNCXezQIUYCGYYBphhSg+Ji52iuwXy0EOiCM8VUQxWWLAkZrdSgZGc75zFQDuwHKrxtv3fOx+PAWKBN8DMyM2GI5WE0jFhiiiEViML5+jjOaRu2AnMinLiTJlXt3omb0dwDPOXt3+ld2w88TxgzkmrAcwzDqD+mGFKBCE7cr4BlhOlYfSTCiduliwubFWEWoEHbLK9ZBrAbOCP4fhEYPdpCVQ0jxphiSAUiOHGfBEYQFM0TikQ4cWfMcOagupCZ6e43DCOmmGJIBSI4ccNG8wSTCCfu0KEwdy7UNlQ2K8vdlxNxrY5hGLUkJopBRM4Rkc9FZJ2I3BrieksRec67/oGI9PW7NsM7/7mInB0LedIOPyduMMuBLYSJRvInkU7cKVMOKQcJ6wVxiBxSClOmxEc+w0gz6q0YRKQpcD9wLjAIuExEBgU1uwbYpar9gT8C93r3DgLGA4OBc4AHvOcZtaEG5+vjwBhCRPMEk2gn7pQpsGwZ5OY6JRdkXqrMyHCRShdc4NqZUjCMBiMWhXpOBNap6gYAEXkWuAhY49fmIg75El8A5omIeOefVdUDwJciss573vsxkCt98Dlx8/Kqhaw+FM39jcWJm5MDCxe6sNkFC5wzfNcu6NCBJkOGMOmVV7jw0ku53MxHhtGgxEIx9AS+9jveDJwUro2qlovIHuAw7/yKoHt7xkCm9GPGDHj11YCVz1HT2Jy4nTvDzTdXO31hz548+eSTXH755QkQyjDSh6RxPovIZBEpEJGCHfFeiJUMpIET9+KLL2bFihVs27Yt0aIYRkoTC8WwBfCvF9nLOxeyjYg0A9oBO6O8FwBVfVhVc1Q1p3OiTR6NlRR34mZlZXHxxRfzzDPPJFoUw0hpYqEY8oGjRKSfiLTAOZMXBbVZxKGIyXHAm+oKQSwCxntRS/2Ao4APYyBT+hLBiUtmpjufm5uUTtyJEyfy5JNPJloMw0hp6u1j8HwGNwCv4hJ4/lVVPxGRO4ACVV0E/AV40nMuf4dTHnjtnsc5qsuBqapaUV+Z0p4QTtzX/v53hp17Lq2HDXPRR0k66xo5ciQ7d+6kqKiIIZYjyTAaBKvgliYMHjyYZ599NiU60xkzZlBRUcGcOXMSLYphJBVWwc0IoF27dnz//feJFiMmTJw4kaeffpqKCptcGkZDYIohTWjbtm3KKIZBgwbRrVs33nzzzUSLYhgpiSmGNKFdu3bsqWXFtMbMlVdeaU5ow2ggTDGkCak0YwC47LLLWLRoEXv37k20KIaRcphiSBNSTTF06dKFk08+mZdeeinRohhGymGKIU1INVMSmDnJMBoKUwxpQqrNGAAuvPBCCgoK2LIl5GJ5wzDqSCyS6BlJQNu2bVNuxpCZmUlubi55Dz/M1FatXInTPXtc4aLsbLj66qRdyGcYicQUQ5qQSusYqsjP554vvqDtY49By5aBda9ffBFmznTpyGfMcEkGDcOICjMlpQkpZ0qaPx9GjqTTe+/RUjVQKQCUlrpzeXkwcqRrbxhGVNiMIU1IKefz/PkwfTqUlBAhh6wrXFRS4tpD0iUNNIxEYDOGNCFlZgz5+TB9OvNKSsgBWgKTgpo8DwzElTMdBOTBIeVgObYMIyKmGNKElHE+z54NpaX0AG4DfhZ0eQswAbgP+B74A3A5UAzOvDR7dhyFNYzkxBRDmpASzufiYli6FFQZA1yMqw/rz2agPXAuIMB5QCtgPTiz0pIlLh25YRhhMcWQJmRlZXHw4EHKysoSLUrdWbAgYpMcnBlpEVCBMyO1BLJ9DUSieo5hpDPmfE4TRKTKz3DYYcHj7CShsLB69FEQTYErceaj/UAL4O+4WQPgzElFRQ0opGEkPzZjSCOS3gEdhY/kdeD/AW8DB4FlwM+BVf6Ndu2KvWyGkUKYYkgjkl4xtGsXsckq4FScSakJMBQ4CacwqujQoQGEM4zUoV6KQUQ6ishrIrLW+1ntGycix4vI+yLyiYgUisilftcWiMiXIrLK246vjzxGzST9WobsbMjIAFyB8P04P0KFt1+OUwT/4tAM4d/ecZWPITMTUqC8qWE0JPWdMdwKvKGqRwFveMfBlABXqupg4Bzgf0Skvd/1m1X1eG9bFeJ+I0Yk/Yxh0qSq3TuBTOAe4Clv/07gNGAWMA63jmEs8GvgLN+NqgHPMQyjOvVVDBcBj3v7j+MiCANQ1S9Uda23vxUXUm6ZzRJA0q9l6NLF5T4SYRagQdssr9kNwDrgB2AD8Cvf/SIwerQl1jOMCNRXMXRV1W3e/jdA15oai8iJuECR9X6n7/JMTH8UkZb1lMeogZRYyzBjhjMH1YXMTHe/YRg1ElExiMjrIrI6xHaRfztV9Q3cwj2nO/AkcLWqVnqnZwADcKbhjsAtNdw/WUQKRKRghy1QqhNJb0oClyV17lzIyqrdfVlZ7r6cnIaRyzBSiIjrGFR1VLhrIrJdRLqr6jav4y8O064tsBj4jaqu8Hu2b7ZxQEQeA6bXIMfDwMMAOTk5YRWQEZ6kdz778CXCmz7drUvQGl4HETdTmDvXEugZRpTU15S0CLjK278KeDm4gYi0AF4CnlDVF4Kudfd+Cs4/sbqe8hg1kBIzBh9TpsCyZZCb6yKVgs1LmZnufG6ua2dKwTCipr4rn+8BnheRa4CvgJ8CiEgOcJ2q/tw7dypwmIhM8u6b5EUgPS0inXFpbVYB19VTHqMGkt75HExODixc6HIfLVjAm//7vwzs1o3uAwe6kNRJk8zRbBh1oF6KQVV3AmeEOF+AW3CKqj6FiygMdf/p9fn9Ru1ICedzKDp3hptv5p7XXuNXv/oV3c8+O9ESGUZSY7mS0oXiYgYvWcLUFSvgggtSsi5yaWkpmXWNWDIMowpLiZHq5OfDmDHQpw9HPvEEZxUXwz//CU8/DbNmQe/e7np+fqIlrTemGAwjNphiSGW8usjk5cH+/TQ5cCDweorVRTbFYBixwUxJqYpfXeSIpEhdZFMMhhEbbMaQinh1kUMphWdxhWxaAUfiEsxVkeR1kU0xGEZsMMWQinh1kYN5Dbe0/DFcHqF3gCOCGyVxXWRTDIYRG0wxpBp+dZGDmQn8DvgP3D++p7cFkMR1kU0xGEZsMMWQaoSpZ1wBFAA7gP5AL1wW0urzCpKyLnJFRQVlZWW0bGl5GA2jvphiSDXC1EXeDpQBL3CokM2/cTUMqpGEdZH3799PRkYGLruKYRj1wRRDqhEm5YXPwHIj0B3oBEwDloR7TpLVRTYzkmHEDgtXTTXC1EXugDMf+Y+naxpbf713L5VffUXv3r0b9yi8uBgWLCBzxQqeLSmBCRNSbkW3YcQbmzGkGn51kYO5GvgzLjf6LuCPwPkh2h1s1oxXt21j+PDhdOjQgVNOOYWpU6fy8MMPs2LFCvbu3dtg4keN34puZs6k1Usvceb+/Sm5otsw4o1oTbnsGyk5OTlakKSx9g1OcbHrLEP4GcqAXwB/AzJwaW/nePsBZGTApk3QuTM7duygqKiIwsLCqm3NmjX06NGD7OxsjjvuOLKzs8nOzqZfv340aRKHsYZv8Z7VYjCMWiEiK1U1YrUqUwypyJgxLs1FXf63Iq6GwcKFYZuUl5ezdu3aAGVRWFjId999x7HHHhugLIYMGUK7MOatOlGbFd0+fNXbTDkYaY4phnQmP9/lPqpN5+kjK8sVtqlDCcxdu3ZVm12sXr2aTp06BSiL7Oxs+vfvT9OmTWv3C8J8rpHACg45zHoCn8fwcxlGqmCKId1pJCPriooKNmzYUG128c033zB48OAAZZGdnU3Hjh3DPyzMTGgkMAGvAEg4opgJGUaqY4rBaNS2+O+//57Vq1dXKYqPP/6YoqIi2rVrV01ZHHPMMTT77ruwvpORRKEYIMB3YhjpiCkGw1FQALNnU75oERWqtKyoOHQtM9MpjNGjYcaMhJtZKisr+eqrrwKURWFhIZs3b+buDh24fvt2WvjL7zES+ARQ4BjgLu9cNTIz4fbb4eabG+5DGEYjJi6KQUQ6As8BfYGNwE9VtdrKKBGpAHxLaTep6oXe+X64hJ+HASuBiap6MNLvNcVQe35x+eWM37+fYa1bu8VrHTokTV3kffv2UTpuHJ1eeSXk9Q+AQUAL3Mt0A25l95GhGk+cCE880UCSGkbjJlrFUN8FbrcCb6jqPSJyq3d8S4h2pap6fIjz9wJ/VNVnReRB4BoguavFNFLeWr2aKx97DE44IdGi1JpWrVrRqln4V/Ukv/2rgGdwK7pvDNU4yVZ0G0YiqG/Q+UXA497+48DF0d4objnt6bj0PbW+34ieffv2sX79eoYMGZJoUepOLUJeBWdWCkmHDrGQxjBSmvoqhq6qus3b/wboGqZdhogUiMgKEfF1/ocBu1W13DveTIgs0D5EZLL3jIIdSZgSOpGsWrWKwYMH06JFi0SLUnfCrOjeDbwK7AfKgadxdSbOCfWMzExnPjMMo0YiKgYReV1EVofYLvJvp85ZEW6g1seza10O/I+IhDT/1oSqPqyqOaqa07mR28QbGwUFBeQke/z+pEkhT5cBtwGdcYkB/wzkAUeHaqwa9jmGYRwioo9BVUeFuyYi20Wku6puE5HuuDQ8oZ6xxfu5QUTeBn4ELATai0gzb9bQC9hSh89gRCA/P5/TTz890WLUjy5d4Nxzq61j6AxElQ1JxEVf2aDCMCJSX1PSIpy/D+/ny8ENRKSDiLT09jsBJwNrvBnGW8C4mu436k9BQQFDhw5NtBj1Z8YMZw6qA5qR4e43DCMi9VUM9wBnishaYJR3jIjkiMijXpuBQIGIfIxTBPeo6hrv2i3ANBFZh/M5/KWe8hhB7Nmzh82bNzNw4MBEi1J/hg51i/Cysmp124FmzbirY0e29ujRQIIZRmpRr3BVVd0JnBHifAHeQlRVXQ6E9Pip6gbgxPrIYNTMRx99xPHHH0+zGsI9kwrfyuxarOhuMXcuzfbsYfjw4SxevJjBgwfHR1bDSFJSpLcwwpGfn5/8judgpkxxs4fZs2HJEqcASv2qVwet6JacHG4FevXqxemnn87zzz/PaaedljDxDaOxY4ohxSkoKOCiiy6K3DDZyMlxCfF27IAFC1yN6ggruidMmED37t255JJL+POf/8yll16aENENo7FjiiHFKSgo4Pe//32ixWg4OneuVe6jM844g9dff53zzjuPzZs3M23atMZdutQwEoCV9kxhvv32W3bu3MlRRx2VaFEaFdnZ2SxfvpzHHnuMX/7yl1SESMxnGOmMKYYUZuXKlZxwwgnxKbeZZBx++OG8++67FBYWcumll1Lq76MwjDTHeowUJiUdzzGkffv2vPLKK7Ro0YIzzzyTnTt3Jlokw2gUmGJIYVJmYVsD0rJlS5566ilOPvlkTj75ZL788stEi2QYCccUQwpjM4boaNKkCffeey833HADI0aMYOXKlYkWyTASiimGFGXr1q0cOHCAvn37JlqUpOGGG25g3rx5nHPOOSxdujTR4hhGwjDFkKL4MqpaKGbtyM3NZdGiRVx99dX85S+WocVIT2wdQ4qSEqm2E8SwYcN45513OPfcc/n666+ZOXOmKVgjrbAZQ4pijuf6cfTRR7N8+XIWL17MNddcQ1lZWaJFMoy4YYohBVFVczzHgK5du/L222+zfft2LrjgAn744YfQDYuLYc4cmDABLrjA/Zwzx6XrMIwkxBRDCrJp0yaaN29Oz55hK6UaUdKqVStefvllevfuzWmnnca2bdsOXczPhzFjoE8fmDkTnn4a/vlP93PWLOjd213Pj6qUkGE0GkwxpCA2W4gtzZo146GHHmLMmDEMHz6czz77DObPh5EjXUW5/fvd5k9pqTuXl+fazZ+fCNENo06Y8zkVKC52GUYLC2HPHo7YsIEbe/Z0pgwrZRkTRITbbruNXr168dcTT2T2wYM0PXAg8o2qUFLi6kfAoXoShtGIMcWQzOTnu5oEvph7b9T6Y6B83Tpnyjj3XFfS0hzRMWHS4MFUhFEKa3EVqcYBTwVf9CmHoUNdynDDaMTUy5QkIh1F5DURWev97BCizU9EZJXftl9ELvauLRCRL/2uHV8fedKKCKaMZgcPmimjIZg9m6YHD4a8NBWoUf2WljpFbhiNnPr6GG4F3lDVo4A3vOMAVPUtVT1eVY8HTgdKgP/za3Kz77qqrqqnPOnB/Plu9FlSUnNpSwg0ZZhyqB/FxW52FuJv/izQnhB1bv1RdRXnLFrJaOTUVzFcBDzu7T8OXByh/ThgqaqW1PP3pi/5+YeUgh/zgBygJTAp1H0+5VBQ0OAipiwLFoQ8/T3wO+C+aJ4hEvY5htFYqK9i6Kqqvvi9b4CuEdqPB54JOneXiBSKyB9FpGU95Ul9Zs8OrG/s0QO4DfhZTfeaKaN+FBZWjz4CfgtcA/SK5hmlpa4MqWE0YiI6n0XkdaBbiEu/8T9QVRWRsHYNEemO88296nd6Bk6htAAeBm4B7ghz/2RgMkDv3r0jiZ2a1GDKGOP9LAA2h7vf35Rh0Uq1Z8+eaqdWAa8D/67Nc3btipFAhtEwRFQMqjoq3DUR2S4i3VV1m9fxF9fwqJ8CL6lqVW4Bv9nGARF5DJhegxwP45QHOTk5EQzrKUosTBA+U0Yt6iQbHu3aVTv1NrAR8A1V9gIVwBrgo3DP6VAtRsMwGhX1NSUtAq7y9q8CXq6h7WUEmZE8ZYK4DGUXA6vrKU9qE8aUUSvMlFF3srMhIyPg1GRgPW7msAq4DjiPwGlxAJmZMGRIAwppGPWnvorhHuBMEVkLjPKOEZEcEXnU10hE+gKHA8uC7n9aRIqAIqATcGc95UltQpgy6oSZMurGpEnVTmXh7Ky+rTWQAYQ11KmGfI5hNCbqtcBNVXcSIkJPVQuAn/sdbwSqJe5R1dPr8/vTjhCmjDphpoy60aWLWzCYlxc2THhWTfeLwOjR5t8xGj2WKymZCGHK8FEO7MfZtyu8/fJQDc2UUT9mzHB/w7qQmenuN4xGjimGZGLSJMJ53e8EMnG2vKe8/VB2OTVTRv0YOhTmzoWsrNrdl5Xl7rN0GEYSYIohifhy3z7eb9eOihDXZgEatM0KalMJ/F/Tprz07rtOQRh1Y8qUQ8ohUmU3kUNKwRLoGUmCKYYk4ODBg9xzzz0MHTqUL8aOpUltR6seTbKyaDt7NjNnzuSUU07hgw8+iLGkacSUKbBsGeTmQkYG5S1aBF7PzHRmv9xc186UgpFEWHbVRs6//vUvpkyZQu/evfnwww854ogj4NhjQ6bFqBFv1DpsyhT+ff31PP7444wdO5YRI0Zw9913u+catSMnBxYuhB07WDllCpUff8ywAQOcc3/IEGeyM0ezkYyoatJtJ5xwgqY6O3bs0J/97Gfas2dP/fvf/66VlZWBDR54QDUrS1VE1cXIhN5EXLsHHqj2O/bu3at33HGHduzYUadNm6Y7d+6M06dLPe677z79xS9+kWgxDKNGgAKNoo81U1IjQ1VZsGABxx57LG3atGHNmjWMGzcOCbZlB5kyqkXKRGHKaNWqFb/97W/55JNP2LdvHwMGDOC+++7jQDQFaIwA9u3bR6tWrRIthmHEBDMlNSLWrFnDlClTKCkpYfHixZxwwgk13+BnymDBAreiedeuWpsyunXrxoMPPshNN93ELbfcwrx587jnnnu45JJLqiskIyT79u2jTZs2iRbDMGKCKYZGQElJCXfeeSePPPIIs2bN4rrrrqNp06bRP6Bz55jkPho0aBD/+Mc/ePPNN5k+fTr33Xcfc+fOZcSIEfV+dqqzb98+unfvnmgxDCMmmCkpwSxdupRjjz2WDRs28PHHHzN16tTaKYUG4PTTT6egoICpU6dy+eWXM3bsWNauXZtQmRo7e/fuNVOSkTKYYkgQW7Zs4ZJLLuHGG29k/vz5PPvss/To0SPRYlXRpEkTJk6cyOeff87QoUMZNmwYN910E99++22iRWuUmI/BSCVMMcSZ8vJy/vSnP3HccccxcOBAioqKOPvssxMtVlgyMzO59dZb+fTTT1FVBg4cyJw5c9hf3yyvKYYpBiOVEE3CFbA5OTlakMgSlcXFztlbWOgynrZr5/IYXX11jc7e/Px8rrvuOtq2bcv8+fMZMGBA/GSOEV988QW33norK1eu5O677+ayyy6jSZM0HV/4vQfLly7liB//mG5nnhnxPTCMRCEiK1U1cl6WaGJaG9uWsHUMH36ompurmpHhNv/1ApmZ7lxurmvnx+7du3Xq1KnatWtXfeKJJ6qvSUhC3nnnHR06dKiecMIJ+tZbb0V/4/btqvfeq3rFFarnn+9+3nuvanFxg8kac+r4HhhGoiHKdQwJ7+TrsiVEMdRhQVllZaU+++yz2qNHD7322mtTbgFZRUWFPvPMM9q3b1+94IILdM2aNeEbp0pnGoOFhYaRKEwxxBJfZ1BTRxC0VWRk6J8GDNAhQ4boe++9F19548z+/ft17ty52qlTJ73uuuv0m2++CWyQKp1pHd6DRv15jLTDFEOs+PDDkJ3BTtCLQbNAe4M+HaJTONi8uZa9/378ZE0w3377rf7Xf/2XHnbYYXrnnXfqvn37UqczDfMeXAHaDbQN6FGgj4T7PPn5if4EhmEpMWLG7NmuTnIQU4EWwHbgaWAK8ElQm+bl5TT7wx8aXMTGwmGHHcZ9993HBx98QGFhIT/t14/yX/4yINnfAeAaoA/QBjgeWBr8oJISlyQwkQEGwYR5D2YAG4HvcQXQbwNWBjcqLXX3G0aSUC/FICKXiMgnIlIpImE93SJyjoh8LiLrRORWv/P9ROQD7/xzItIi3DMSQnExLF1arYzjPmAh8Htcjd8RwIXAk8H3q8KSJS5lRRpx5JFH8txzz/H4gAHIwYMB18o5VPx7D66Y0E9xnWsAjakzDfMeAAwGWnr74m3rgxul6XtgJC/1nTGsBsYA74RrICJNgfuBc4FBwGUiMsi7fC/wR1XtD+zCDSYbDwsWhDz9BS6XyNF+546j+owBcIVawjwnpSku5rAPPyR4DXcrXAGhvriX73ygHyFG2Y2pM43w/7seyAIGAN2B0aEapet7YCQl9cqVpKqfApESrZ0IrFPVDV7bZ4GLRORT4HTgcq/d47g+Y359ZIophYUQYiHXXqBt0Ll2wA+hnlFa6pLbpRtRdoLbcYp2cKiLIuiCBVROm0Z5eTllZWWUl5fXab8+9/900SJOqGFB3wPAn4H3gbc5NIMIIF3fAyMpiUcSvZ7A137Hm4GTgMOA3apa7ne+ZxzkiZ49e0Kebo2zKfvzPc5mHpJdu2InU7IQRqn6UwZcAVyFG21Xo7SUJ//f/+PqW2+lWbNmNGvWjObNm0fcj7ZdpP3MzEyaN29O+ygyzDbFmRSfwo1sbgrVKB3fAyMpiagYROR1oFuIS79R1ZdjL1JYOSYDkwF69+4dn1/arl3I00fjbOVrgaO8cx8TZtQLLg12uhFGqfqoBCbiHPjzamg38fzzufIf/4ihYHWgqAg+/TSqpuWE8DH4SMf3wEhKIvoYVHWUqh4bYotWKWzB+Rt99PLO7QTai0izoPPh5HhYVXNUNadzvNINZGe7YjdBtMI5Vn6Hc0S/B7yM6+iqkZnpaiOkG2GUKoDinEnbcU785jU8RhpDZxrmPSgGnsWZFiuAV4FngDNCPSNd3wMjKYlHuGo+cJQXgdQCGA8s8mJq3wLGee2uwvWvjYdJk8JeegAoBboAl+HMByFnDKo1PidlCdOZggvt/RT4B5AZsoVHY+lMw/z/BPd/7wV0AKYD/4OLUKtGur4HRlJS33DVXBHZDAwDFovIq975HiKyBMDzIdyAG1B9Cjyvqr4AnluAaSKyDudz+Et95Ik5XbrAuee6iJIgOgJ5uBnDJg550AMQgdGj0zOhWphO8CvgIWAVzj7Z2tueDtW4sXSmYd6Dzriw2904H1MRcG2o+9P5PTCSEsuuGon8fBg5MmCRVtRkZbl6yzmRkxmmJGPGQF5eyPj/iIi4etULF8Zerrpg74GRAkSbXdVWPkdi6FCYO9d9uWtDVpa7L507gxkznDmoLmRmuvsbC/YeGGmEKYZomDLlUKcQKXRR5FBnMGVKfORrrKRaZ2rvgZEmmGKIlilTnDkgN9c5VYNHwpmZ7nxurmtnnYEj1TpTew+MNMB8DHVhxw63sreoyC1a6tDBRc9MmmQOxnAUFLjcR0uWOAXgn5AuM9P5IUaPduajxjZTCIe9B0aSEa2PwRSDEV+sMzWMhBGtYohHSgzDOETnznDzzYmWwjCMGjAfg2EYhhGAKQbDMAwjAFMMhmEYRgBJ6XwWkR247AqxohPwbQyf11CYnLHF5Iw9ySJrusrZR1UjRnkkpWKINSJSEI2nPtGYnLHF5Iw9ySKryVkzZkoyDMMwAjDFYBiGYQRgisHxcKIFiBKTM7aYnLEnWWQ1OWvAfAyGYRhGADZjMAzDMAJIS8UgIh1F5DURWev9DFlYWER6i8j/icinIrJGRPo2Rjm9tm1FZLOIzIunjN7vjiiniBwvIu+LyCciUigil8ZRvnNE5HMRWScit4a43lJEnvOufxDv/7OfHJHknOa9h4Ui8oaI9GmMcvq1GysiKiIJif6JRk4R+an3N/1ERP4Wbxn95Ij0v+8tIm+JyL+9///oBhVIVdNuA+YAt3r7twL3hmn3NnCmt98ayGqMcnrX/wT8DZjXGP+ewNHAUd5+D2Ab0D4OsjUF1gNHAC2Aj4FBQW2uBx709scDzyXgbxiNnD/xvYO40tmNUk6vXRvgHWAFkNMY5QSOAv4NdPCOu8RbzlrI+jAwxdsfBGxsSJnScsYAXAQ87u0/Dlwc3EBEBgHNVPU1AFXdq1xBwYEAAAN6SURBVKp1qOtYLyLKCSAiJwBdgf+Lk1zBRJRTVb9Q1bXe/lagGFc2uaE5EVinqhtU9SDwrCevP/7yvwCcIRKpeETMiSinqr7l9w6uAHrFWUaI7u8J8HvgXmB/PIXzIxo5rwXuV9VdAKpaHGcZfUQjqwJtvf12wNaGFChdFUNXVd3m7X+D61SDORrYLSIvetO3P4hI0/iJCEQhp4g0Af4bmB5PwYKI5u9ZhYiciBsZrW9owYCewNd+x5u9cyHbqGo5sAc4LA6yhZTBI5Sc/lwDLG1QiUITUU4R+TFwuKoujqdgQUTz9zwaOFpE3hORFSJyTtykCyQaWWcBE0RkM7AEuLEhBUrZtNsi8jrQLcSl3/gfqKqKSKjQrGbAKcCPgE3Ac8Ak4C+NTM7rgSWqurkhB7kxkNP3nO7Ak8BVqloZWynTAxGZAOQApyValmC8gcp9uO9KY6cZzpw0Ejf7ekdEhqjq7oRKFZrLgAWq+t8iMgx4UkSObajvUMoqBlUdFe6aiGwXke6qus3rqEJNITcDq1R1g3dPHvAfxFgxxEDOYcApInI9zg/SQkT2qmpYp2CC5ERE2gKLgd+o6opYylcDW4DD/Y57eedCtdksIs1wU/Wd8RGvmgw+QsmJiIzCKePTVPVAnGTzJ5KcbYBjgbe9gUo3YJGIXKiq8ayuFc3fczPwgaqWAV+KyBc4RZEfHxGriEbWa4BzAFT1fRHJwOVRahDzV7qakhYBV3n7VwEvh2iTD7QXEZ8d/HRgTRxk8yeinKp6har2VtW+OHPSE7FWClEQUU4RaQG8hJPvhTjKlg8cJSL9PBnG4+T1x1/+ccCb6nn54khEOUXkR8BDwIUJtIfXKKeq7lHVTqra13snV+DkjXfJxWj+73m42QIi0glnWtoQTyE9opF1E3AGgIgMBDKAHQ0mUSK88InecPbjN4C1wOtAR+98DvCoX7szgUKgCFgAtGiMcvq1n0RiopIiyglMAMqAVX7b8XGSbzTwBc6n8Rvv3B24Dgvcl+zvwDrgQ+CIBL2XkeR8Hdju9/db1BjlDGr7NgmISory7yk4s9ca7zs+PhFyRinrIOA9XMTSKuCshpTHVj4bhmEYAaSrKckwDMMIgykGwzAMIwBTDIZhGEYAphgMwzCMAEwxGIZhGAGYYjAMwzACMMVgGIZhBGCKwTAMwwjg/wMH0g8pTnD1bgAAAABJRU5ErkJggg==\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "47\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "48\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "49\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "50\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "51\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "52\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "53\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "54\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "55\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "56\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "57\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "58\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "59\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "60\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "61\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "62\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "63\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "64\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "65\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "66\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "67\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "68\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "69\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "70\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "71\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "72\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "73\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "74\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "75\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "76\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "77\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "78\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "79\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "80\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "81\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "82\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "83\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "84\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "85\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "86\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C', 22: 'C', 23: 'C', 24: 'C', 25: 'C', 26: 'C', 27: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "87\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "88\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "89\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "90\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "91\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C', 21: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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Zsyo7uqAlKvnyyy8ZPnw4e/bs4bnnnuPqq68O7sZoyo4VBIWFhWzbto2NGzcWK7m5uSQlJTHx55/psm2bz3s3Ae0wu86nAlOArzEhFUpw220wY0Yl9SKKKG0DoHvwLUMmwZ07d/LCCy8wY8YMrr76akaMGEHXrl0r1sYwhAURkc9UNbB2CWZaEW3FLiVVb1wuly5evFjbtGmj1113nW7bts2/cBizY5WXX3/9VVetWqXPPfecDhs2TC+88EJNSEjQM888U//4xz/qk08+qYsXL9Zdu3apy+UyN40f7zeK7UjQho530jWg2/0tTyQkmMxiVZ0QLde4XC795JNPNCUlRRs3bqz/93//p999912YO1MxsO6qlqpOfn6+jh8//vg/6cGDB4sLRFlY58LCQv3666917ty5+sgjj+i1116rp59+utarV08vueQSTU1N1ZdeeknXrl2rhw4dKv1hpYQ3D7pUh/DmIcgkWFBQoG+++aYmJyfrmWeeqS+++GLg7ydKsYrBUm344YcfdOjQodq8eXN97bXXtKioKOKpRQ8cOKCffPKJTp48Wf/85z9rly5dtG7dunrGGWdo//799fHHH9f58+frjh07THvLg02RWToZGTq5dm3tBFqH4vkO3nRmVO6SYLx6Ncvjb+HAhx/qv/71Lz311FO1R48eumTJkvJ/V1FCsIrB2hgsVYaMjAweeOABzvrtN17buZOaR48Wu/4tcA8m7nscJsPUc3hFkkxMNLH/gzTyuVwudu7cedwGsGnTJjZu3EhOTg7nnnsuSUlJdOzYkY4dO3LeeefRIIg4OUGTmWliH+X6dEYtnTL2MyYZMIAFCxdSAxP6OQ9I9yOaDvwD2IHJf+AC3q1dmwW33MLw4cM5//zz/dwZWwRrY7CKwVKlcLlc7OnShVM/+wyvhJL0wfj4vwQcAK4C7gQe8BQSMYlh5s8v8exDhw6xefPm44P/xo0b2bx5MyeffHIxBdCxY0fatGlTMqVlZeAZKylYPPaMVFmys6FVq+NG5kcxyW/S/Yj3ALoDoz3qNC4O2b07Kp0TykuwisG6q1qqFDX27aPlli0+r+0C7gPiMYH9rgFKSKqiS5fyfVYWG/buLeYR9MMPP9ChQ4fjg/+gQYNISkqiUSRDhLsH95EjjZtjaS96IsYDp6orBSjTxr3vgE+A17zqpUaNSk2GE81YxWCpWpQyIAwH5mDeDPdjYtv/w4dcXn4+M3r25NNu3ejYsSM33ngjY8eOpW3btsH7p4eTAL7wGh/P0fx85NpriRs9umovH7kJIhmOmxnAZcAZ3heqcSbBKPwrt1gqQCkDwuXANKA+JsTxEEy+XW8Sgcf6948t//5SNhLKeecxYv162l92GX+tDkoBgkqG42YG8Ii/i9VtA6BDSGIlicg1IrJVRHaIyMM+rg8VkRwR2eCUP3tcGyIi253id4OmxRIUfgYEF2bpaABwBNiHmTU85O85sToguFNkzpgB77xjfj74IDfddx+vvPIKsWhTLAsul4uvv/6ab375JSj5/wI/YBwRfFJNMwlWeMYgIjUxmyuvwth3MkVkiZbM3TxXVe/zuvdkjL0nGeMu9plzb4z+V1oijh+vn1+B7zE2hjinDMMYJSf4uqGKDQhXXHEFeXl5ZGZm0qVLl0g3J2T8/PPPrF+/noyMDNavX09mZiaNGjXiH/Xr07JWLaSwkEKKJ8KpxYmBbzrwR6Cer4dX40yCoZgxdAF2qOpOVS3ALOP2C/LePwArVPVXRxmswLzYWSzlwyO1qCdNMGvIaZgMWQcwg0JSCUmq5IAgItxxxx28+uqrkW5KuTly5Ahr1qxh4sSJDBw4kFatWtG+fXumTJlCjRo1+Otf/8q2bdvYtWsXt65YQe1atRiLyQ74FPCmczzWeV4+8BalxJFSrbaZBCvsrioiNwDXqOqfnfPbgK6eswMRGQqMA3KAbcAIVd0tIiOBeFUd68g9BuSp6kQfn3MXcBdAy5YtO3333XfeIhZLCTdFTzZgDNAbMfkIegKTgVO8BePj4fvvq5SbIsAPP/zAueeey+7du6lbt26km1MqRUVFfPnll8dnAhkZGWzfvp1zzz2XLl260LVrV7p06ULbtm1PhLL2ZsAAk+e6PGNcKW7LsUy0uau+A8xW1aMi8hfMy1rPsjxAVadhbIckJydX7YVSS/lp1swEQ/MxIJwPrA50v4iJZFnFlAJAixYtuPTSS3nn1VcZlJ8fVQEF9+zZc1wJrF+/ns8++4zmzZsfVwJ//vOf6dixI3FxPkMB+mbUKPjgg/JtAAxDMpxoJhSKYS9wusf5aU7dcVTV0xL0CieWdfdivAc9710dgjZZqjN2QPBNZiYv5+TQePhwiIsrPqtasABGjy5ThNHy8ttvv5GVlVVsNlBQUHB8FjBq1Cg6d+7MySefXLEPcifDKe8GwOriweWLYOJmlFYwymUnZgm3Dmamfo6XTHOP4xRgnXN8MmbfUSOn7AJODvSZNlaSJSARjpUUdTi/D1eYAwoWFBTo//73P01LS9Nhw4Zphw4dNDExUS+55BIdMWKEzp49W3fu3HkiamxlEGXBFCMJ4Qyih4k2sA34Bvi7U/ckcL1zPA6zyXQjsApo73HvHZgQJTuAYcF8nlUMlqCI0GAYdYRJSbpcLt21a5fOmTNHR4wYoZdeeqnWrVtXO3TooEOHDtW0tDT97LPPtKCgoJI6WgoVzCRYVQhWMdhYSZaqTVYWPw0fTqO1a4mLj4+K7FhhxQm092JuLunAZuBmiscMWgnci3Hn7epcawUBA+3t37+fzMzMYu6itWrVOr4k1LVrVzp16hTawIEVJQzJcKIZG0TPYnG48847ueC007gnMbH6DQiOZ84CVZ9RRvcBbTCGv+uAx4A1wDoo5plz9OhRNm7cWMwu8MMPP9CpU6diXkKnnXaafy8hS8SxisFiwaTIbN68OZmZmbRu3TrSzQkvPlx3vaOMTnOO1zrnRzB7Pj4H2gPHatakb1IS/9m6lbZt29KlS5fjiqBDhw7hiSBrCRnR5q5qsUSETz75hNatW1c/pQBBRRjdAnT0OK+LmUFswSgGRJjatSu/W7Mm6vc+WEKHVQyWKs3bb7/NDTf4jYRTtQkiwuhhwHshrQFwyDmuXVhImyNHwCqFaoVVDJYqS1FREQsWLOA///lPpJsSGYKIMHoS8JtX3W94xQ6K1YCClnITkuiqFks08t///pfmzZtz5plnRropkSEIb6BzMD7kbo5gfM7P8RSqYgEFLYGxisFSZanWy0hAbtu2HHMSCxVigsZ5RhktxOw2/QKY79Q9iQks2N79kCoYUNASGKsYLFUSl8vF/Pnzq6Vi2LFjB/fffz/nT5qEulwAfqOMNsUohb9jQg+sx4RHPo5W3wij1RmrGCxVknXr1tGoUSPOOuusSDclLKgqn3zyCf379+fiiy+mXr16rNqyhTr9+oEIYzAJTzzLGOfeK4GvMfsbVgOt3Q+twgEFLaVjjc+WKkl1mS0UFBQwb948nn32WQ4fPszw4cOZOXPmCddSG1DQUg6sYrBUOVSVt99+m/feey/STak0fv31V6ZNm8aLL75Iu3bteOKJJ+jTpw81angtAtgIo5ZyYBWDpcqRlZVFQkIC55xzTmDhGGPbtm08//zzzJ49m+uuu453332X888/v/SbUlPNz5EjTayo0qIdiJiZwsSJJ+6zVDusjcFS5XB7I1WVmD2qyurVq7n++uvp1q0bjRo1YsuWLUyfPj2wUnCTmmoC4qWkmAx1CQnFryckmPqUFCNnlUK1xs4YLLFNdrYJ/eBkI9MGDWi0bBnXzpsX6ZZVmIKCAubOncuzzz5Lfn4+w4cPZ86cOSQmJpbvgcnJJlVlNY8wagmMDaJniU0yM2HcOFi2zJx7hH7IEyE+Lg4JQzayyuCXX37h5ZdfZsqUKXTo0IERI0ZwzTXXlLQfWCxlJNggevYvzRJ7pKVB9+4mr3N+fol4QAmqSH6+ud69u5GPAbZu3Upqaipnnnkm27dvZ9myZaxYscK3UdliqURC8tcmIteIyFYR2SEiD/u4/jcR+VJENonIShFp5XGtSEQ2OGVJKNpjqcKkpZ3wsAk021U1ciNHRq1yUFU++ugj+vbty2WXXUbTpk356quveP3110lKSop08yzVlArbGESkJjAFuAoT6j1TRJao6pceYp8DyaqaKyKpwATgJudanqoGaUGzVGsyM0u4XZ7kJZIH3ANM9qx0K4fOnaPG/fLo0aPMmTOHZ599lmPHjjFixAjmzZtHgrdR2GKJAKGYMXQBdqjqTlUtwOyo7+cpoKqrVNX937wOOC0En2upbowbVzw1JyZstLv8hAn1cKOve/PyzP0RZt++fYwdO5bWrVszc+ZMxo8fzxdffMGdd95plYIlagiFYjgV2O1xvsep88efgGUe5/EikiUi60Skv7+bROQuRy4rJyenYi22xB7Z2cbQXMry0XygGXCZr4uqsHSp8ciJAF999RV/+ctfaNu2Lbt27WL58uUsX77cGpUtUUlY/yJF5FYgGXjao7qVYyW/BXhORNr4uldVp6lqsqomN7UuddWPILKRTQduB/zuXhAJ6jmhQlX58MMP6dOnDz169KBFixZs3bqVV199lfNsxFJLFBOKfQx7gdM9zk9z6oohIldigjheoapH3fWqutf5uVNEVgMXYELCWywnCJCN7DvgY+DV0p6Rl2d8973x2gtBgwaQlATDhpXLr//o0aPMmjWLSZMm4XK5GDFiBAsWLCA+Pr7Mz7JYIkEoFEMm0FZEzsAohEGYt//jiMgFwMvANaqa7VHfCMhV1aMi0gS4FGOYtliKEyAb2RtAN+CMQM/xzEZWyl4IFiyA0aOhDHshcnJySEtLY+rUqVxwwQVMnDiRq666qsrswLZUHyq8lKSqhcB9wAfAV8BbqrpFRJ4UkesdsacxDiTzvNxSzwayRGQjsAp4ysubyWIxBMhGNgMYEsxz3NnIAuyFIC/P1AWxF2LLli3ceeedtGvXjt27d7Ny5UqWLVvG1VdfbZWCJSYJSUgMVV0KLPWqe9zj+Eo/960F7GKrJTBJSSacg4/lpLWYqapPbyRP3NnIPPdCBMJzLwQcjyGkqqxYsYJnn32WDRs2cM8997B161aaNWtWll5ZLFGJjZVkiQ2GDjVLOz6YDgzAK4G9L1ShY0dISeHF3FzSgc3AzUC6I1KAWQfNwtgtVgHd4bhyOJqUxJtff82kSZOoUaMGI0aMYNGiRdZ+YKlSWMVgiQ2aNTPr/YsWlXBZfTmY+93ZyF56CfLyaAE8iln/zPMS7QYMp+QMxJWby4qePVlw5ZU899xz9OrVyy4VWaokVjFYYoeKZiP7y1+gXz9QZYBTnYXZeOOmDkYpANT0ekQNoA/QNz3dRiG1VGnszhpL7ODORlbGsNPH6tQx923YUOEm1KhZM6x7ISyWSGAVgyW2SE09rhxcgZZxRHDFx/NoXByLmjcPuBciKPzthbBYqhBWMVhiDycbWdapp1JYq1ap2chqrFnDjR99xJ133skvO3eG5vM990JYLFUQa2OwxCSH27fn6kOH+GbzZhq/806p2ciSgdmzZ/NR376BXVqDwb0XwmKpoljFYIlJFi9ezKWXXkrj9u2hffuA8snJyay64AJy160jESh0SpFT8jH/DLWAo4Db76nAuRaHE4PJvRfCYqnC2KUkS0wyc+ZMBg8eXKrMgQMHmDFjBn379qVly5YsatiQWk4k07GYEN1PAW86x2Od+85yzvcCf3COv3M/VNXMRiyWKoxVDJaYIycnh7Vr13L99deXuHbgwAGmT59+XBksWLCAm2++mT179jB92TKO9uxJETAGMyvwLGOcZ3zr41prOLEXwrqqWqo4dinJEnPMmzePa6+9lpNOMvnbDhw4wOLFi5k3bx5r1qyhR48e3HzzzcyaNYv69esDUFRUxDPPPMP7mZksrV2bmseOlf2DExLMXgqLpYpjFYMl5pg5cyYPPPAA06dPL1UZuNm2bRvDhg2jVq1avPbZZ9RevhwdORIpy0a5xETjJhslqUEtlkpFVWOudOrUSS3Vj/379+vTTz+ttWvX1vr162u/fv30zTff1IMHD/qULyoq0kmTJmmPQWq6AAAgAElEQVTjxo31+eef16KiohMXp05VV2KiFhmrgf8iopqYqDp1aph6abFUHkCWBjHG2hmDJarxXiY69dRTufzyy1mwYEGJmYEnO3bs4I477kBVWbduHWeeeWZxgdRUpHNnCp98kmPvvkuNmjWpXVh44np8PBQWQvPm0KoV/Pe/cOhQuZP3WCyxhDU+W6IOtwF58FVXMfGUU2j16KO89MMP5FxzDXf88gtj//pXv0rB5XIxefJkLrroIgYMGMDq1atLKgU3ycnUXrKEg5s380yDBmzt0gW6dYPTT4djx6BmTdi9G/7zH5g5E8aMgZYtYcAAk+THYqmiiJaSXD1aSU5O1qysrEg3wxJCPGcGh1et4qkGDei8bx81atZEPMJY5AHx8fGIj8xqO3fu5I477uDYsWO8/vrrtGvXLujP37VrFy9fcAFj8/KodexYiQiuxRAxhuiJE4/nZ7BYYgER+UxVAxrKQjJjEJFrRGSriOwQkYd9XI8TkbnO9fUi0trj2iinfquI/CEU7bHEBt6upQsXLuTxZs1YpcpFP/1EzWPHiikFMHsKxCuzmsvlYsqUKXTp0oXrr7+eTz75pExKAeCM99/nn0ePUqugoHSlAMWT95SS2c1iiVmCMUSUVjDRib8Bfo+JWrwR6OAlcw/wknM8CJjrHHdw5OMw6Xq/AWoG+kxrfK5Efv5Zdfx41cGDVfv2NT/Hj1fNzg7J4/fv36/p6el67bXXar169bRfv346c+ZMY0CeOtUYegMZhD1KUUKCPtO2rV500UX69ddfl69RGRl+P3c2aHvQRNDfg37iLZOYqJqZGZLfjcVS2RCk8TkUiuFi4AOP81HAKC+ZD4CLneNawD5MhIFisp5ypRWrGCqBjAzVlBTV+HhTPAe/hARTl5Ji5MpIqcrA4/Mn166tnUDrgA7xGoCPgKaCNgatD3qZx7WC2rW1cN268vc9JcV4H3l95nLQlqCfghaB7nFKCa+lAQPK/9kWSxgJVjGEYinpVGC3x/kep86njKoWAgeBxkHea6ls0tLMssyiRSYstXdo6rw8U+exfBMIX8tEt9xyC3v27GHRokXccsstxQ3I48bR4tgxHgXu8PG8u4Bfga+cn5M8rtUuLKTmhAll67Ob7GxYtszn8tFo4HHgIsya66n4+ONUhaVLISenfJ9vsUQhMeOVJCJ3iUiWiGTl2H/C0JGWxot//SvJubnEqTLU49I64CrgZKApcKMqP5aytu5WBtdee21wysCNMzgPAPpj3hg8+RpYAkxz2lET6OQpUJHB2U/SnSJMdrcc4EzgNOA+SqYBBYwx2ibvsVQhQqEY9gKne5yf5tT5lBGRWkAD4Jcg7wVAVaeparKqJje1fuShITMTRo70+6a+H/Om/i0miFw9YBicMLxmZZVQBosWLWLw4MGBlYEnAQbVDKAV5g2+CXAeMN9bqLyDs5/kPT8Dx4C3gTXABuBzTgTaK4ZN3mOpYoRig1sm0FZEzsAM6oOAW7xklgBDgE+BG4CPVFVFZAkwS0SeBVoAbTHjgCUcjBsHeXl+8x/39hK/D7jCOXbl5fFp3770zs2lV69eDB48mNmzZwdWAr4IkFltD/AF8EfgB8wf0bUYz4Wz3ULlHZwPHvRZ7U79cz/Q3Dn+G0Yx/NPXDTZ5j6UKUWHFoKqFInIfxnBcE3hNVbeIyJMYQ8cS4FXgDRHZgVkiHuTcu0VE3gK+xITHv1dViyraJksQlLK27o9PgHOc4xqqXPTrr+z9+mvq/f73FWuLn8HZTQJQG3gU8wd7BdADWI6HYoDyDc4NGvisboSZvnomDy01kahN3mOpQoTExqCqS1W1naq2UdV/OnWPO0oBVc1X1RtV9UxV7aKqOz3u/adz31mquiwU7bEEQRmXXTYBTwJPe9TVrFWLevNLLOqUHT+Ds5skH3U+B+nyDM5JSSb8hQ+GAZOBbMyy2iSgry9Bm7zHUsWIGeOzJcQEWL7xZAdmWel54DLPC6FaW3cG50JMtjTPrGqFwOVAS2Ccc/5fYBUmic5xyjs4l5J05zGgM9AOMzO5APi7L0G1yXssVQurGKorAZZv3HwHXIkZJG/zJRCKtXVnUPWXVa02sBhYivFauBOYARRL6FnewblZM+jd2xivvagNTAUOAD8BLwAl5hY2eY+lCmIVQ3XFY/nG35v6XqAnxuh8t7/nhGJt3Rmcx4j4zap2DsbofARjkErxvL+ig/OoUWbGUR5s8h5LFcQqhuqKx9q6vzf1V4CdmMH5JI9ynFCurUdycO7c2QTES0ws2302eY+limIVQ3XFY9llDL7zH492jg97leOEcm090oNzauqJz/exrOSJy/NzbXRVSxXEKoZqypG6dfnfKadQbt/gylhbdwbnori4wO0SCf3gnJoKH38MKSlmNuU9g0lIwBUXx3u1a3Po3XetUrBUWaxiqIZkZWVx4YUX8s6551Ij2tbWU1P5v65d+fb88/0OzsTHm8H7449DPzgnJ8P8+fD99/DEE3DbbdC3r/n5xBPU2L2b+bfcwgtr14b2cy2WKMIm6qlGuFwunn76aZ555hkmT57MTTfdZGIejRxpwlwESyUuo2zdupXLLruMb7/9lsQjR8x+i82bjfdTo0bGpjF0aES9gL766iu6d+/Orl27SCzr0pfFEkGCTdRjcz5XE/bs2cPtt99OYWEhmZmZtGrVylxwD+4jR5p9CaW9KIQhc9mzzz5LamqqGXATE+HBByvlcyrC2WefzaWXXsqrr77K/fffH+nmWCwhxy4lVQPmz59Pp06d6NmzJ6tWrTqhFNwEsbZeqcs3DtnZ2bz11lvce++9lfL8UDJq1CgmTpzIsWPHIt0UiyXk2BlDFebIkSMMHz6cVatWsWTJErp27epf2L22npMTseWbKVOmMHDgQJo1a1apnxMKOnfuTNu2bZk1axZDhgyJdHMslpBibQxVlKysLAYPHszFF1/M5MmTqVevXqSbVCq5ubm0bt2aNWvWcNZZZ0W6OUGxcuVK7rvvPrZs2UKNGnbybYl+grUx2L/mKobL5WL8+PH06dOHJ598kvT09KhXCgDTp0/n4osvjhmlANCzZ0/q1avHokWLIt0UiyWk2KWkKoRfA3OUU1RUxLPPPstrr70W6aaUCRFh1KhR/Otf/yIlJQUJsDHOYokV7IyhihDQwBzFLFmyhJNPPplu3bpFuillpl+/fhw5coSVK1dGuikWS8iwM4YYx21g/uijj1i8eDEXXXRRpJtUZiZOnMiDDz4Yk2/cNWrU4KGHHmLcuHFcmZRkDPebNpnotQ0amJhUw4bZ6KuWmKJCikFETgbmAq0xqYEHqup+L5nzgTSgPiZ45z9Vda5zLR2TkMsdA3qoqm6oSJtiluzsMg8qngbmzz//vHxpNSPM2rVr+fHHH0lJSQksHKUMbteOUz79FNfppxsjtGeeiwULYPRoE9p71CgTE8piiXZUtdwFmAA87Bw/DIz3IdMOaOsctwB+BBo65+nADWX93E6dOmmVISNDNSVFNT7eFLPFzJSEBFOXkmLkHIqKivSpp57Spk2b6pw5cyLY+IozYMAAnTx5cqSbUX6mTlVNTNQikeLfnXcRUU1MNPIWS4TApFsOPLYHI+T3ZtgKNHeOmwNbg7hno4eiqN6KwRlUtAyDyu7du7VHjx7arVs3/fbbbyPdgwqxfft2bdKkiR4+fDjSTSkf7u/P47u6AjQOtK5T2nl/l1Y5WCJIsIqhosbnU1T1R+f4J+CU0oRFpAtQB/jGo/qfIrJJRCaJSFwF2xM7eMYoCrSXRBVycykcMYLnzz6bnj17snr16pgyMPti0qRJ/OUvf6Fu3bqRbkrZycz0G2PqRU6EKN/qfTE319xn9+FYopiAikFEPhSRL3yUfp5yjjbyO8KJSHPgDWCYqrqc6lGYDI2dgZOBh0q5/y4RyRKRrJycnMA9i2acQeXF3FySgThgqMflL4FkoJFTrnTqah09ylOFhTx6zTXUrFkz3K0OKfv27WPWrFncd999kW5K+Rg3zsSWKg95eeZ+iyVKqdDOZxHZCnRX1R+dgX+1qpbYoSQi9YHVwL9U9W0/z+oOjFTVvoE+N+Z3Pg8YAIsWscCZsn0A5GHW1cDkGD4AtMIkhZmCyaa2CUwgu5QUE74iFvBjVH/m11/5at8+XnnllUi3sOxkZ0OrVsWNzA7dgS2YN6SzgH86dSWIjzehva23kiWMhCu66hJgCCYr5BBMznbvhtQBFgIzvJWCiDR3lIoA/YEvKtie6Cc7G5YtA1UGOFVZwB4PkYZOATPA1AR2uC+qwtKlJqZRNA8qmZnmrXjZMnPuMYjqggXcm5dHQa9eRi7WPHXS0/1eGg90wKyXzgGuAzYAbbwFRcxzojB6rMVSURvDU8BVIrIds+LxFICIJIuI+1VwIHA5MFRENjjlfOfaTBHZDGwGmmBSDVdtShlUvGkIxAP3A494XnAPKtFKWhp07w6LFhmF4PVmLXl5xAP1P/rIyKWlRaKV5WfTJp+zBYCuQD3M8uAQ4FJgqS/BvDwTqNBiiUIqNGNQ1V+AXj7qs4A/O8dvYnLM+7q/Z0U+PyYpZVDx5gBwBJiOWVY6TjQPKmVJ/OMY1Rk50pzHSqrMgwcDyzgIpRje9u/3d8ViiSg2JEa4KcOgAlAXuBu4Hcj2vBCNg0oAo/q3mIHyJI/yD4g9T50GDXxWH8DYi/KBQmAm8Alwjb/nNGpUCY2zWCqOVQzhxs+gUhouIBfY61kZjYOK46nTAngUuMOP2AFOuHM+5q6MJU+dpCRjPPbiGKbfTTHropOBRZgdniVISDB5LiyWKMQqhnDjMagUYt4ui5ziftNcAXzu1P0G/A3jtnq2+xnROKh4GdX7A43Lcr+nUT3aGTrUZ3VTIBM4hFF+64Cr/D1D1e9zLJZIYxVDuPEYDMYCCRiL/ZvO8VjMoHIz0ADjzfIN8D7GEA1E56BSBmN4K+A0YBiwz/NCtBvV3TRrZmIflTfonwj06RPdXmWWao1VDOHGY1AZgzFMepYxwI3A15illhzgPSDJfX+0DipBGNWbYN6ovwM+w7xZD/YUiGajujejRqHeubGDJSHBBNSzWKIUqxgiwahRZnAoD9E6qARhVD8Js6O7FiZ2yovAcoyCOE40GtV9oMnJzOnUifyypvRMTISJE02ObYslSrGKIRJ07mwGh8TEst0XzYNKOYzq7oUYl2dlNBrVffDCCy/wr/37Uff3GGhZSeTE9xcrbrmWaotVDJEiNfWEcqgKg0pSEkV16gD+jerrMUHlXMAvwAOYcBFulaLRaFT3wXvvvceECRN49913SRgxAj7+2IQpiY8vORNMSDD1KSlGLlq/P4vFA5vBLZKkpprZw7hxxiNHpFhgtqK4OI4VFBDXvz/yyCNROVPIy8tj7ty5zJo1iyUFBdTEGNCf8JB5ExiNiR30CGY/Rn2Mx85sD7mC/Hzm1arFgNxcEss6mwoTmzZtYtiwYbzzzjsnotsmJ5vYVTk5xni+ebNZEmvUyCi6oUOjzyZksZRChYLoRYqYD6LnCx+Dip53Hp1eeIH0994jKSkp4CPCyc6dO0lLSyM9PZ0uXbpwzz330Pvf/6bGkiWBw4j7QEXIvuQS7jz5ZD799FOGDRvGPffcQ+vWrUPf+HLy448/ctFFF/H0008zcODASDfHYikz4QqiZwkVTZuWCKgmwJU5OcydOzcqFENRURHvv/8+U6dOJSMjg6FDh7Ju3TratHFCxDVrBitWBBcOwwtJSOCU555jSXIyO3fuZMqUKXTq1InLL7+cBx54gO7du0c0J3Rubi79+vXjzjvvtErBUvUJJptPtJUqk8EtCLKysrRNmzbqcrki1oZ9+/bphAkT9IwzztDk5GR9/fXXNTc317ewj6xmAYufrGaHDh3StLQ07dChg5577rn68ssvRyTbW1FRkd5www162223RfR7sFgqCuFI7RmpUp0Ug8vl0jZt2mhWVlbYPzsjI0OHDBmiDRs21CFDhuj69euDu7EcKUtLw+Vy6YcffqjXX3+9Nm7cWEeOHKk7d+4MQQ+D45FHHtFu3bppfn5+2D7TYqkMglUM1ispyhERbrrpJubOnRuWz8vLyztuNxg4cCAdOnRg+/btx+uCIjU1pJ46IkKvXr1YvHgxGRkZqCqdO3emf//+rFy50rzhlIfsbJgwAW69Fa67zvycMKFYWI7p06czd+5cFi5cSFxc9ck8a6neWONzDLBp0yauv/56du3aVWnr7Dt37uSll17i9ddfp3Pnztx7771cE4oUopXkqXPkyBFmzpzJCy+8AMB9993HbbfdFlz+6FKSCJGQYOYzvXvzvz/8gd6PP87HH39M+/bty91WiyVaCNb4bBVDDKCqdOjQgTeeeYbkL74okSaTYcPKNci6XC7ef/99pkyZctyYfPfdd58wJscAqsqqVauYPHkya9asYciQIdx77738/ve/932DO19EXl6p3lMqQp4q3z3wAGc//3wltd5iCS/BKoaI2wvKU6qTjUFVVTMy9Mv27bWgZk3V+Pji6/QJCaYuJUU1IyOox3kakzt16qSvvfaaf2NyDLFr1y598MEHtXHjxnrdddfpihUrihuLQ2gYt1hiEcJhfAZOxkSJ3u78bORHrgiT+nYDsMSj/gzMhtgdwFygTjCfW60UgzOYuUJgyM3IyNChQ4dqw4YN9fbbbw/emBxjHDlyRKdNm6bnnXeenn322Tp16lQ9snp1qUphG2gc6GB/yiEzM9LdslgqTLgUwwTgYef4YWC8H7nDfurfAgY5xy8BqcF8brVRDCF4w83Ly9P09HTt3Lmztm7dWsePH685OTkR7FT4cLlcumrVKk1JSdF3atfWolJ+b1eBdvOnGERUBwyIdHcslgoTLsWwFWjuHDcHtvqRK6EYMPu39gG1nPOLgQ+C+dxqoRgyMnRy7draCbQO6BA/A9oTTsTuFV7KYc+iRfrggw9q06ZNtXfv3vrOO+9oYWFhpHsVGX7+WV1xcX6VwmzQG0FH+1MMYJbrsrMj3ROLpUIEqxgq6q56iqr+6Bz/hImm7It4EckSkXUi0t+pawwcUNVC53wPcKq/DxKRu5xnZOXEQpavijJuHC2OHSs1ReY3wDyMRvbElZvL/268EZfLxaeffsrSpUvp27dvxT2MYpX0dL/eXL8BjwPPBnpGrCQRslhCQMCQGCLyIfA7H5f+7nmiqioi/tw8WqnqXhH5PfCRiGwGAgfwL/78acA0MF5JZbk35nDSZA5wTrMwWtObe4HxwD1e9TWAvjVqcN1DD9ngbVBqEqHHgD9hMsqVSiwlEbJYKkhAxaCqV/q7JiI/i0hzVf1RRJpjAmf6esZe5+dOEVkNXADMBxqKSC1n1nAaXvnuqy1BvJnOA+KAPn6uS40a5jle8ZeqJX6SCG0APsTk1w6KGEkiZLFUlIouJS0BhjjHQ4DF3gIi0khE4pzjJsClwJfOetcq4IbS7q+WBEiTeQgTvrpU73r7hnsCP0mEVgPfAi0xU+KJmLeVC/09J0aSCFksFaWiiuEp4CoR2Q5c6ZwjIski8oojczaQJSIbMYrgKVX90rn2EPA3EdmBsTm8WsH2VA0CpMkcA9wGtA70HPuGa0hKMiE4vLgLY6dx+1HfDVwLfODrGTGSRMhiCQUVCrutqr8AvXzUZwF/do7XAj7/o1R1JxBkAJ5qRIA0mSsxNoepznkOMBCjZR/yFLRvuIahQ2H06BLViU5xcxIQD/i0yqia51gs1QAbRC8acd5w/aXIXAl8wYk33RbAyxhj9HHsG+4JmjWD3r0DplAdg8k2VwIR6NPHGvIt1QarGKIR5810LJCAWZ970zkei1lz+51HqQk0wrzxHse+4RZn1KiSUV6DJSHB3G+xVBOsYohGnDfcMSJm95pHGeND/FuMgec49g23JJ07w8SJUNZc0omJ5r4ozLdtsVQWVjFEK/YNN/Skpp5QDoHCl4ucUAoB8kVYLFUNqxiiFfuGWzk4SYQKrr2WfEC9vZXKmETIYqmKVMgryVLJuAelkSNx5eVRQ0vZ8C1iBjX7hhuY5GTmDhzIisJCZvTsGfIkQhZLrGMVQ7STmgqdO/NRr170yM838Y7y8k5cd2cc69PHLB/ZmUJQLFy4kH6DBsGQIYGFLZZqhlUMMcBXdesy5KST+H7rVnjjDfuGW0Fyc3NZuXIl//73vyPdFIslKrGKIQaYM2cOAwcOpObvfmdjH4WAFStW0KlTJxo3bhzpplgsUYk1Pkc5qsrs2bO5+eabI92UKsPChQtJSUmJdDMslqjFKoYo5/PPP6eoqIjOnTtHuilVgsLCQt5991369+8fWNhiqaZYxRDlzJ49m0GDBvlNNGMpG2vWrKF169acfvrpkW6KxRK1WBtDFONyuZg7dy5Lly6NdFNik+xsk5Ni0yYTsbZBAw7u2sXgq6+OdMsslqjGKoYoZu3atdSvX59zzz030k2JLTIzYdw4WLbMnHvktvgDEJeVBV9/bdx77RKdxVICu5QUxVijczlIS4Pu3WHRIqMQvBIeJQA1CgrM9e7djbzFYimGnTFEKYWFhbz99tusXbs20k2JHdLSYORIyM0NLKtq5EaONOd2t7jFcpwKzRhE5GQRWSEi252fJTLDiEgPEdngUfJFpL9zLV1EdnlcO78i7alKfPTRR7Rq1Yo2bdpEuimxQWamT6VwK9AcqA+0A17xvs+tHLKywtJMiyUWqOhS0sPASlVti8kf87C3gKquUtXzVfV8oCeQCyz3EHnQfV1VN1SwPVUGu4xURsaNKx4qxGEUJiz5b5gE5Y8Cn3kL5eWZ+y0WC1DxpaR+QHfneDomv/pD/oSBG4BlqhrEXL8a4eU9U1SvHi0XLmTQiBGRbllskJ1tDM0+ggye43EsTvkG6OQppApLl0JOjg0tYrFQ8RnDKar6o3P8E3BKAPlBwGyvun+KyCYRmSQicRVsT2yRmQkDBkCrViYn8cyZ8O671Jw9m1EFBTTv2tVcz8yMdEujm/T0Ui/fg8nt3B6zrNTHl5BIwOdYLNWFgIpBRD4UkS98lH6ecqrqTjLm7znNgfOADzyqR2H+XzsDJ1PKbENE7hKRLBHJysnJCdTs6CeA90y8y2XqrPdMYDZtKvH782QqcAhYAwwAfL595OWZ4IQWiyWwYlDVK1X1XB9lMfCzM+C7B/7sUh41EFioqsc8nv2jGo4CrwNdSmnHNFVNVtXkprE+3ff0niktxwIU956xysE3Bw8GFKkJdAP2AH5/i/v3h65NFksMU9GlpCWAO6D9EGBxKbI347WM5KFUBOgPfFHB9kQ/PrxnXgSSMW+yQ/3dZ71n/NOgQdCihRgbg08alXCqs1iqJRVVDE8BV4nIdkw++qcARCRZRI57BopIa+B04GOv+2eKyGZgM9AEGFvB9kQ/PrxnWmC8Ze4IdK/1nvGJ67zzKKpTp0R9NjAHOAwUYdYwZwO9fD0kIcHktrBYLIgGWsqIQpKTkzUrFt+cs7ONodnPevijmKWO9NKeER8P339vvWeA7du388Ybb7A0PZ3/7tlDnNffcg7GDW4j4AJaAQ8Ad/p6mP29WqoBIvKZqgZM82hDYoSTUHi9VHPvmV9//ZW0tDQuvvhiLrvsMg4fPswrS5ZQp18/87vxoClminoAs49hM36UgohJjWqVgsUC2JAY4SWA90xQVEPvmYKCApYtW8aMGTP48MMP6d27N4899hhXX301tWo5f8KPPALLlwcXDsObhAQTUM9isQBWMYSXILxngiKavGd8hLYmKQmGDavQG7iqkpWVxYwZM5gzZw5nn302t99+O6+++ioNGzYseUPnzjBxYvCxktwkJpr7kgPOri2WaoNVDOGkDN4zpfHljz/y00cfkZSURJMmTULyzDJTSmhrFiwwG/Z69y5zaOvvv/+emTNnMmPGDAoLC7n99tvJyMjgjDPOCHyzOxDeyJFmZlWa/UzEzBQmTrQB9CwWL6xiCCdJSTB/fonlpEKnFDklH/PF+PpyCmvXZmudOjw7ejSbNm3ipJNOIikpiY4dOx7/2a5dO2rXrl15/XDvw/A3+Lq9rhYtgg8+CDj4Hjp0iPnz5/PGG2+wYcMGBg4cyGuvvcZFF11U9sx1qalGEY0bZ8JciBT3AktIMG3u08coLTtTsFhKYL2SwsgvX31F/fPOo3ZRUbH6McATXrKjnfoSeHjPqCrfffcdmzZtYuPGjcd/7tmzh/bt2xdTFiGbXZQltLUb93KNh3IoKipi5cqVzJgxg3fffZcrrriC22+/nb59+xIXF6LIKDk5Zplr82az/NaokXFJHTrUGpot1ZJgvZKsYggDR44cYdKkSTz33HN8WL8+Hb/9FinP710EUlLMrCPA533xxRfHFYVbaVR4dpGZacJzeCiFo5hYRB8CvwJtgHFAb+97ExPh44/5Ij6eGTNmMHPmTFq0aMHtt9/OoEGDiPnd7BZLDBCsYrBLSZXIsWPH+Pe//83YsWO54oorWLduHWfu319icA2aIL1n6tatS9euXenatevxOu/ZxcKFCxkzZkzZZhc+NucVcmLnYktgKSb2yWagtYecKy+PVVdeydB69bj11ltZsWIFHTp0KOtvwGKxhAE7Y6gEXC4Xc+fO5bHHHqNNmzaMGzeOCy+88IRAiJZjQkGws4sLTzuNs66+Gjl6NOAzkzBLYX/0qi+qUwe++46av/tdSPtgsViCw84YIoCqsnz5ckaNGkWtWrWYNm0aPXv2LCkYRd4zwc4u9qxaxf1Hj5IQ4Hk/A9songfBTc2aNeGNN+DBB0PYA4vFEnJUNeZKp06dNNpYv3699ujRQ9u1a6dvv/22ulyuwDdlZqoOGKAaH6+akKBqVIQpCQmmfsAAIxdpBg8u3j4fpQC0F+hdpcnddluke2KxVFuALA1ijLUzhgpu0Nq6dSt///vfWbduHaNHj2bYsGEndo6/gK4AAAisSURBVOMGIjnZGJJjwXsmwOY8F3AbUAcTLdYv0bQ5z2Kx+KT6KoYKbtDau3cvTzzxBAsXLmTkyJHMmDGDxMTE8rWladPoX14pZXOeAn/CLCMtBUr1cbKhrS2WqKd6BtELkD2NvDy/2dP279/PQw89RFJSEo0aNWLbtm089NBD5VcKsUJSktlD4YNU4CvgHSjdBmFDW1ssMUH1mzGUxSPII3tawbFjTMrLY+LEiaSkpLBx40ZOO+20ym9vtDB0qJlFefEd8DImyZCnr9HLwGBvYVXzHIvFEtVUL8XgI3samI1ZfwKWY7IFjQNu8RTIzaVw+HB+7dGDNWvW0L59+3C1OHpo1swsrS1aVMyLqhWlJPr2xIa2tlhihgotJYnIjSKyRURcIuLXN1ZErhGRrSKyQ0Qe9qg/Q0TWO/VzRaRkGq5Q4mODFsC9GKPpz8BMzNLIFi+ZBGB8w4bVUym4GTXKLAeVBxva2mKJGSpqY/gCGAB84k9ARGoCUzBREjoAN4uIe8vreGCSqp4J7Me8uFcO2dnG0Oy1Z+AIMB/4B3ASJmH89cAbXreLqgnKlpNTaU2MetyhrctqT7GhrS2WmKJCikFVv1LVrQHEugA7VHWnqhZg0vD2ExM2syfwtiM3HehfkfaUip+sZ9sw62ntPOo6UnLGAFT77GmA2WTnVg6BIp+KVNqObYvFUnmEwyvpVGC3x/kep64xcEBVC73qKwc/2dMOA/W96hoAh3w9oxpmT/NJaip8/LEJ6BcfX3J5KSHB1KekGDmrFCyWmCKg8VlEPqS4w4mbv6vq4tA3yW877gLuAmjZsmXZH+Bng9ZJmHzAnvwG1PP3HLtByxBLm/MsFkuZCKgYVPXKCn7GXkwATjenOXW/AA1FpJYza3DX+2vHNGAamCB6ZW6Fnw1a7TARQrcDbZ26jfiO9QPYDVrexMLmPIvFUibCsZSUCbR1PJDqAIOAJU7cjlXADY7cEKDyZiB+NmjVxVjPH8cYov/rNOI2X8+wG7QsFks1oKLuqikisge4GHhPRD5w6luIyFIAZzZwH/ABZoPsW6rqtu0+BPxNRHZgbA6vVqQ9pVLKxqqpQB7QDLgZSMPPjMFu0LJYLNWA6pWPYcCAEhu0gibI7GkWi8USrQSbj6F6xUqyG7QsFoslINVLMdgNWhaLxRKQ6hUrCaIqe5rFYrFEI9VrxuDGbtCyWCwWv1S/GYMbu0HLYrFYfFJ9FYMbu0HLYrFYilE9l5IsFovF4herGCwWi8VSDKsYLBaLxVKMmNz5LCKHgEB5IGKBJsC+SDciRFSVvlSVfkDV6YvtR+hopaoBvWpi1fi8NZht3dGOiGRVhX5A1elLVekHVJ2+2H6EH7uUZLFYLJZiWMVgsVgslmLEqmKYFukGhIiq0g+oOn2pKv2AqtMX248wE5PGZ4vFYrFUHrE6Y7BYLBZLJRETikFEThaRFSKy3fnpM/GyiLQUkeUi8pWIfCkircPb0sAE2xdHtr6I7BGRF8PZxmAIph8icr6IfCoiW0Rkk4jcFIm2+kJErhGRrSKyQ0Qe9nE9TkTmOtfXR+PfEgTVj785/wubRGSliLSKRDuDIVBfPOT+KCIqIlHp4RNMP0RkoPO9bBGRWeFuY0BUNeoLMAF42Dl+GBjvR241cJVzfBKQGOm2l7cvzvXngVnAi5Fud3n6AbQD2jrHLYAfgYZR0PaawDfA74E6wEagg5fMPcBLzvEgYG6k213OfvRw/x8AqdHYj2D74sjVAz4B1gHJkW53Ob+TtsDnQCPnvFmk2+1dYmLGAPQDpjvH04H+3gIi0gGopaorAFT1sKrmhq+JQROwLwAi0gk4BVgepnaVlYD9UNVtqrrdOf4ByAaiIWRtF2CHqu5U1QJgDqY/nnj2722gl4hIGNsYDAH7oaqrPP4P1gGnhbmNwRLMdwLwD2A8kB/OxpWBYPpxJzBFVfcDqGp2mNsYkFhRDKeo6o/O8U+YAdObdsABEVkgIp+LyNMiUjN8TQyagH0RkRrAM8DIcDasjATznRxHRLpg3qC+qeyGBcGpwG6P8z1OnU8ZVS0EDgKNw9K64AmmH578CVhWqS0qPwH7IiIXAqer6nvhbFgZCeY7aQe0E5H/isg6EbkmbK0LkqjZ+SwiHwK/83Hp754nqqoi4suVqhZwGXAB8D0wFxgKvBralgYmBH25B1iqqnsi+ZIagn64n9MceAMYoqqu0LbSEgwiciuQDFwR6baUB+dl6VnM/3SsUwuznNQdM4P7RETOU9UDEW2VB1GjGFT1Sn/XRORnEWmuqj86g4yvqdceYIOq7nTuWQRcRAQUQwj6cjFwmYjcg7GV1BGRw6rq1yBXGYSgH4hIfeA94O+quq6SmlpW9gKne5yf5tT5ktkjIrWABsAv4Wle0ATTD0TkSowyv0JVj4apbWUlUF/qAecCq52Xpd8BS0TkelXNClsrAxPMd7IHWK//v307VmkgCMI4/p8mWIqklijYK/gEgo2FlUVAIb6HnW8hWIitgpo6iqWYRhRSRNHa0jrFWOwKt0HcM8XdBb4fHIRji28uyQ2ZvbhPgA8zGxMaxbCaiHnzMkrqA734ugfc/LJmCCya2c8MewsYVZDtv7K1uPu+uy+7e4cwTjqvuimUkK3DzFrAFSH/ZYXZcobAmpmtxIxdQj1Fxfr2gDuPO4UNkq3DzDaAE2C3ibPsgj9rcfcvd2+7eyd+Lx4INTWpKUC5z9Y14dcCZtYmjJbeqwyZVffud5mDMNu9BV6BAbAUz28Cp4V128Az8AKcAa26s89aS2H9Ic18KilbB3AATICnwrFed/aYbQcYE/Y8juK5Y8LNBmABuADegEdgte7MM9YxAD4L179fd+ZZa5lae08Dn0oq+Z4YYSw2iveqbt2Zpw/981lERBLzMkoSEZGKqDGIiEhCjUFERBJqDCIiklBjEBGRhBqDiIgk1BhERCShxiAiIolvxkaZZBUQCOgAAAAASUVORK5CYII=\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "92\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C', 20: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "93\n",
+      "{0: 'C', 1: 'C', 2: 'C', 3: 'C', 4: 'C', 5: 'C', 6: 'C', 7: 'C', 8: 'C', 9: 'C', 10: 'C', 11: 'C', 12: 'C', 13: 'C', 14: 'C', 15: 'C', 16: 'C', 17: 'C', 18: 'C', 19: 'C'}\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "# draw all the praphs\n",
+    "import sys\n",
+    "import pathlib\n",
+    "sys.path.insert(0, \"../\")\n",
+    "\n",
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "import networkx as nx\n",
+    "from pygraph.utils.graphfiles import loadDataset\n",
+    "\n",
+    "\n",
+    "def main(): \n",
+    "    dataset, y = loadDataset(\"../../../../datasets/PAH/dataset.ds\")\n",
+    "    for idx, graph in enumerate(dataset):\n",
+    "        print(idx)\n",
+    "        print(nx.get_node_attributes(graph, 'label'))\n",
+    "        nx.draw_networkx(graph)\n",
+    "        plt.show()\n",
+    "    \n",
+    "if __name__ == '__main__':\n",
+    "    main()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {
+    "scrolled": false
+   },
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "0\n",
       "{0: 'C', 1: 'C', 2: 'O'}\n"
      ]
     },
@@ -3380,7 +5301,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.5.2"
+   "version": "3.6.5"
   }
  },
  "nbformat": 4,
diff --git a/notebooks/run_spkernel.py b/notebooks/run_spkernel.py
index 543e911..6caed33 100644
--- a/notebooks/run_spkernel.py
+++ b/notebooks/run_spkernel.py
@@ -1,22 +1,21 @@
 import functools
 from libs import *
 import multiprocessing
-from sklearn.metrics.pairwise import rbf_kernel
 
 from pygraph.kernels.spKernel import spkernel
-from pygraph.utils.kernels import deltakernel, kernelproduct
+from pygraph.utils.kernels import deltakernel, gaussiankernel, kernelproduct
 #from pygraph.utils.model_selection_precomputed import trial_do
 
 dslist = [
-    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',
-        'task': 'regression'},  # node symb
-    {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds', 'task': 'regression',
-             'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt', },  
-    # contains single node graph, node symb
-    {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds', },  # node/edge symb
-    {'name': 'PAH', 'dataset': '../datasets/PAH/dataset.ds', },  # unlabeled
-    {'name': 'MUTAG', 'dataset': '../datasets/MUTAG/MUTAG.mat',
-             'extra_params': {'am_sp_al_nl_el': [0, 0, 3, 1, 2]}},  # node/edge symb
+#    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',
+#        'task': 'regression'},  # node symb
+#    {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds', 'task': 'regression',
+#             'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt', },  
+#    # contains single node graph, node symb
+#    {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds', },  # node/edge symb
+#    {'name': 'PAH', 'dataset': '../datasets/PAH/dataset.ds', },  # unlabeled
+#    {'name': 'MUTAG', 'dataset': '../datasets/MUTAG/MUTAG.mat',
+#             'extra_params': {'am_sp_al_nl_el': [0, 0, 3, 1, 2]}},  # node/edge symb
     {'name': 'Letter-med', 'dataset': '../datasets/Letter-med/Letter-med_A.txt'},
     # node nsymb
     {'name': 'ENZYMES', 'dataset': '../datasets/ENZYMES_txt/ENZYMES_A_sparse.txt'},
@@ -54,9 +53,9 @@ dslist = [
     #     {'name': 'PTC_MR', 'dataset': '../datasets/PTC/Train/MR.ds',},
 ]
 estimator = spkernel
-mixkernel = functools.partial(kernelproduct, deltakernel, rbf_kernel)
+mixkernel = functools.partial(kernelproduct, deltakernel, gaussiankernel)
 param_grid_precomputed = {'node_kernels': [
-    {'symb': deltakernel, 'nsymb': rbf_kernel, 'mix': mixkernel}]}
+    {'symb': deltakernel, 'nsymb': gaussiankernel, 'mix': mixkernel}]}
 param_grid = [{'C': np.logspace(-10, 3, num=27, base=10)},
               {'alpha': np.logspace(-10, 10, num=41, base=10)}]
 
diff --git a/notebooks/run_structuralspkernel.py b/notebooks/run_structuralspkernel.py
index 4156f5c..7ddb29d 100644
--- a/notebooks/run_structuralspkernel.py
+++ b/notebooks/run_structuralspkernel.py
@@ -9,10 +9,9 @@ Created on Fri Sep 28 16:37:29 2018
 import functools
 from libs import *
 import multiprocessing
-from sklearn.metrics.pairwise import rbf_kernel
 
 from pygraph.kernels.structuralspKernel import structuralspkernel
-from pygraph.utils.kernels import deltakernel, kernelproduct
+from pygraph.utils.kernels import deltakernel, gaussiankernel, kernelproduct
 
 dslist = [
 #    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',
@@ -61,11 +60,11 @@ dslist = [
     #     {'name': 'PTC_MR', 'dataset': '../datasets/PTC/Train/MR.ds',},
 ]
 estimator = structuralspkernel
-mixkernel = functools.partial(kernelproduct, deltakernel, rbf_kernel)
+mixkernel = functools.partial(kernelproduct, deltakernel, gaussiankernel)
 param_grid_precomputed = {'node_kernels': 
-    [{'symb': deltakernel, 'nsymb': rbf_kernel, 'mix': mixkernel}],
+    [{'symb': deltakernel, 'nsymb': gaussiankernel, 'mix': mixkernel}],
     'edge_kernels': 
-    [{'symb': deltakernel, 'nsymb': rbf_kernel, 'mix': mixkernel}]}
+    [{'symb': deltakernel, 'nsymb': gaussiankernel, 'mix': mixkernel}]}
 param_grid = [{'C': np.logspace(-10, 10, num=41, base=10)},
               {'alpha': np.logspace(-10, 10, num=41, base=10)}]
 
diff --git a/notebooks/test.py b/notebooks/test.py
new file mode 100644
index 0000000..654d008
--- /dev/null
+++ b/notebooks/test.py
@@ -0,0 +1,77 @@
+#!/usr/bin/env python3
+# -*- coding: utf-8 -*-
+"""
+Created on Fri Sep 28 16:37:29 2018
+
+@author: ljia
+"""
+
+import functools
+from libs import *
+import multiprocessing
+from sklearn.metrics.pairwise import rbf_kernel
+
+from pygraph.kernels.structuralspKernel import structuralspkernel
+from pygraph.utils.kernels import deltakernel, kernelproduct
+
+dslist = [
+#    {'name': 'Acyclic', 'dataset': '../datasets/acyclic/dataset_bps.ds',
+#        'task': 'regression'},  # node symb
+#    {'name': 'Alkane', 'dataset': '../datasets/Alkane/dataset.ds', 'task': 'regression',
+#             'dataset_y': '../datasets/Alkane/dataset_boiling_point_names.txt', },  # contains single node graph, node symb
+    {'name': 'MAO', 'dataset': '../datasets/MAO/dataset.ds', },  # node/edge symb
+    
+
+    #     {'name': 'COIL-DEL', 'dataset': '../datasets/COIL-DEL/COIL-DEL_A.txt'}, # edge symb, node nsymb
+    # # #     {'name': 'BZR', 'dataset': '../datasets/BZR_txt/BZR_A_sparse.txt'}, # node symb/nsymb
+    # # #     {'name': 'COX2', 'dataset': '../datasets/COX2_txt/COX2_A_sparse.txt'}, # node symb/nsymb
+    #     {'name': 'Fingerprint', 'dataset': '../datasets/Fingerprint/Fingerprint_A.txt'},
+    #
+    # #     {'name': 'DHFR', 'dataset': '../datasets/DHFR_txt/DHFR_A_sparse.txt'}, # node symb/nsymb
+    # #     {'name': 'SYNTHETIC', 'dataset': '../datasets/SYNTHETIC_txt/SYNTHETIC_A_sparse.txt'}, # node symb/nsymb
+    # #     {'name': 'MSRC9', 'dataset': '../datasets/MSRC_9_txt/MSRC_9_A.txt'}, # node symb
+    # #     {'name': 'MSRC21', 'dataset': '../datasets/MSRC_21_txt/MSRC_21_A.txt'}, # node symb
+    # #     {'name': 'FIRSTMM_DB', 'dataset': '../datasets/FIRSTMM_DB/FIRSTMM_DB_A.txt'}, # node symb/nsymb ,edge nsymb
+
+    # #     {'name': 'PROTEINS', 'dataset': '../datasets/PROTEINS_txt/PROTEINS_A_sparse.txt'}, # node symb/nsymb
+    # #     {'name': 'PROTEINS_full', 'dataset': '../datasets/PROTEINS_full_txt/PROTEINS_full_A_sparse.txt'}, # node symb/nsymb
+    # #     {'name': 'AIDS', 'dataset': '../datasets/AIDS/AIDS_A.txt'}, # node symb/nsymb, edge symb
+    #     {'name': 'NCI1', 'dataset': '../datasets/NCI1/NCI1.mat',
+    #         'extra_params': {'am_sp_al_nl_el': [1, 1, 2, 0, -1]}}, # node symb
+    #     {'name': 'NCI109', 'dataset': '../datasets/NCI109/NCI109.mat',
+    #         'extra_params': {'am_sp_al_nl_el': [1, 1, 2, 0, -1]}}, # node symb
+    #     {'name': 'NCI-HIV', 'dataset': '../datasets/NCI-HIV/AIDO99SD.sdf',
+    #         'dataset_y': '../datasets/NCI-HIV/aids_conc_may04.txt',}, # node/edge symb
+
+    #     # not working below
+    #     {'name': 'PTC_FM', 'dataset': '../datasets/PTC/Train/FM.ds',},
+    #     {'name': 'PTC_FR', 'dataset': '../datasets/PTC/Train/FR.ds',},
+    #     {'name': 'PTC_MM', 'dataset': '../datasets/PTC/Train/MM.ds',},
+    #     {'name': 'PTC_MR', 'dataset': '../datasets/PTC/Train/MR.ds',},
+]
+estimator = structuralspkernel
+mixkernel = functools.partial(kernelproduct, deltakernel, rbf_kernel)
+param_grid_precomputed = {'node_kernels': 
+    [{'symb': deltakernel, 'nsymb': rbf_kernel, 'mix': mixkernel}],
+    'edge_kernels': 
+    [{'symb': deltakernel, 'nsymb': rbf_kernel, 'mix': mixkernel}]}
+param_grid = [{'C': np.logspace(-10, 10, num=41, base=10)},
+              {'alpha': np.logspace(-10, 10, num=41, base=10)}]
+
+for ds in dslist:
+    print()
+    print(ds['name'])
+    model_selection_for_precomputed_kernel(
+        ds['dataset'],
+        estimator,
+        param_grid_precomputed,
+        (param_grid[1] if ('task' in ds and ds['task']
+                           == 'regression') else param_grid[0]),
+        (ds['task'] if 'task' in ds else 'classification'),
+        NUM_TRIALS=30,
+        datafile_y=(ds['dataset_y'] if 'dataset_y' in ds else None),
+        extra_params=(ds['extra_params'] if 'extra_params' in ds else None),
+        ds_name=ds['name'],
+        n_jobs=multiprocessing.cpu_count(),
+        read_gm_from_file=False)
+    print()
\ No newline at end of file
diff --git a/pygraph/kernels/spKernel.py b/pygraph/kernels/spKernel.py
index 23b8726..bef2ee5 100644
--- a/pygraph/kernels/spKernel.py
+++ b/pygraph/kernels/spKernel.py
@@ -53,7 +53,6 @@ def spkernel(*args,
     """
     # pre-process
     Gn = args[0] if len(args) == 1 else [args[0], args[1]]
-
     weight = None
     if edge_weight is None:
         print('\n None edge weight specified. Set all weight to 1.\n')
@@ -76,7 +75,8 @@ def spkernel(*args,
         attr_names=['node_labeled', 'node_attr_dim', 'is_directed'],
         node_label=node_label)
 
-    # remove graphs with no edges, as no sp can be found in their structures, so the kernel between such a graph and itself will be zero.
+    # remove graphs with no edges, as no sp can be found in their structures, 
+    # so the kernel between such a graph and itself will be zero.
     len_gn = len(Gn)
     Gn = [(idx, G) for idx, G in enumerate(Gn) if nx.number_of_edges(G) != 0]
     idx = [G[0] for G in Gn]
@@ -208,93 +208,93 @@ def spkernel_do(Gn, ds_attrs, node_label, node_kernels, ij):
     g2 = Gn[j]
     kernel = 0
 
-    try:
-        # compute shortest path matrices first, method borrowed from FCSP.
-        if ds_attrs['node_labeled']:
-            # node symb and non-synb labeled
-            if ds_attrs['node_attr_dim'] > 0:
-                kn = node_kernels['mix']
-                vk_dict = {}  # shortest path matrices dict
-                for n1, n2 in product(
-                        g1.nodes(data=True), g2.nodes(data=True)):
-                    vk_dict[(n1[0], n2[0])] = kn(
-                        n1[1][node_label], n2[1][node_label],
-                        [n1[1]['attributes']], [n2[1]['attributes']])
-            # node symb labeled
-            else:
-                kn = node_kernels['symb']
-                vk_dict = {}  # shortest path matrices dict
-                for n1 in g1.nodes(data=True):
-                    for n2 in g2.nodes(data=True):
-                        vk_dict[(n1[0], n2[0])] = kn(n1[1][node_label],
-                                                     n2[1][node_label])
+#    try:
+    # compute shortest path matrices first, method borrowed from FCSP.
+    if ds_attrs['node_labeled']:
+        # node symb and non-synb labeled
+        if ds_attrs['node_attr_dim'] > 0:
+            kn = node_kernels['mix']
+            vk_dict = {}  # shortest path matrices dict
+            for n1, n2 in product(
+                    g1.nodes(data=True), g2.nodes(data=True)):
+                vk_dict[(n1[0], n2[0])] = kn(
+                    n1[1][node_label], n2[1][node_label],
+                    n1[1]['attributes'], n2[1]['attributes'])
+        # node symb labeled
         else:
-            # node non-synb labeled
-            if ds_attrs['node_attr_dim'] > 0:
-                kn = node_kernels['nsymb']
-                vk_dict = {}  # shortest path matrices dict
-                for n1 in g1.nodes(data=True):
-                    for n2 in g2.nodes(data=True):
-                        vk_dict[(n1[0], n2[0])] = kn([n1[1]['attributes']],
-                                                     [n2[1]['attributes']])
-            # node unlabeled
-            else:
-                for e1, e2 in product(
-                        g1.edges(data=True), g2.edges(data=True)):
-                    if e1[2]['cost'] == e2[2]['cost']:
-                        kernel += 1
-                return i, j, kernel
-
-        # compute graph kernels
-        if ds_attrs['is_directed']:
-            for e1, e2 in product(g1.edges(data=True), g2.edges(data=True)):
-                if e1[2]['cost'] == e2[2]['cost']:
-                    nk11, nk22 = vk_dict[(e1[0], e2[0])], vk_dict[(e1[1],
-                                                                   e2[1])]
-                    kn1 = nk11 * nk22
-                    kernel += kn1
+            kn = node_kernels['symb']
+            vk_dict = {}  # shortest path matrices dict
+            for n1 in g1.nodes(data=True):
+                for n2 in g2.nodes(data=True):
+                    vk_dict[(n1[0], n2[0])] = kn(n1[1][node_label],
+                                                 n2[1][node_label])
+    else:
+        # node non-synb labeled
+        if ds_attrs['node_attr_dim'] > 0:
+            kn = node_kernels['nsymb']
+            vk_dict = {}  # shortest path matrices dict
+            for n1 in g1.nodes(data=True):
+                for n2 in g2.nodes(data=True):
+                    vk_dict[(n1[0], n2[0])] = kn(n1[1]['attributes'],
+                                                 n2[1]['attributes'])
+        # node unlabeled
         else:
-            for e1, e2 in product(g1.edges(data=True), g2.edges(data=True)):
+            for e1, e2 in product(
+                    g1.edges(data=True), g2.edges(data=True)):
                 if e1[2]['cost'] == e2[2]['cost']:
-                    # each edge walk is counted twice, starting from both its extreme nodes.
-                    nk11, nk12, nk21, nk22 = vk_dict[(e1[0], e2[0])], vk_dict[(
-                        e1[0], e2[1])], vk_dict[(e1[1],
-                                                 e2[0])], vk_dict[(e1[1],
-                                                                   e2[1])]
-                    kn1 = nk11 * nk22
-                    kn2 = nk12 * nk21
-                    kernel += kn1 + kn2
+                    kernel += 1
+            return i, j, kernel
+
+    # compute graph kernels
+    if ds_attrs['is_directed']:
+        for e1, e2 in product(g1.edges(data=True), g2.edges(data=True)):
+            if e1[2]['cost'] == e2[2]['cost']:
+                nk11, nk22 = vk_dict[(e1[0], e2[0])], vk_dict[(e1[1],
+                                                               e2[1])]
+                kn1 = nk11 * nk22
+                kernel += kn1
+    else:
+        for e1, e2 in product(g1.edges(data=True), g2.edges(data=True)):
+            if e1[2]['cost'] == e2[2]['cost']:
+                # each edge walk is counted twice, starting from both its extreme nodes.
+                nk11, nk12, nk21, nk22 = vk_dict[(e1[0], e2[0])], vk_dict[(
+                    e1[0], e2[1])], vk_dict[(e1[1],
+                                             e2[0])], vk_dict[(e1[1],
+                                                               e2[1])]
+                kn1 = nk11 * nk22
+                kn2 = nk12 * nk21
+                kernel += kn1 + kn2
 
-            # # ---- exact implementation of the Fast Computation of Shortest Path Kernel (FCSP), reference [2], sadly it is slower than the current implementation
-            # # compute vertex kernels
-            # try:
-            #     vk_mat = np.zeros((nx.number_of_nodes(g1),
-            #                        nx.number_of_nodes(g2)))
-            #     g1nl = enumerate(g1.nodes(data=True))
-            #     g2nl = enumerate(g2.nodes(data=True))
-            #     for i1, n1 in g1nl:
-            #         for i2, n2 in g2nl:
-            #             vk_mat[i1][i2] = kn(
-            #                 n1[1][node_label], n2[1][node_label],
-            #                 [n1[1]['attributes']], [n2[1]['attributes']])
+        # # ---- exact implementation of the Fast Computation of Shortest Path Kernel (FCSP), reference [2], sadly it is slower than the current implementation
+        # # compute vertex kernels
+        # try:
+        #     vk_mat = np.zeros((nx.number_of_nodes(g1),
+        #                        nx.number_of_nodes(g2)))
+        #     g1nl = enumerate(g1.nodes(data=True))
+        #     g2nl = enumerate(g2.nodes(data=True))
+        #     for i1, n1 in g1nl:
+        #         for i2, n2 in g2nl:
+        #             vk_mat[i1][i2] = kn(
+        #                 n1[1][node_label], n2[1][node_label],
+        #                 [n1[1]['attributes']], [n2[1]['attributes']])
 
-            #     range1 = range(0, len(edge_w_g[i]))
-            #     range2 = range(0, len(edge_w_g[j]))
-            #     for i1 in range1:
-            #         x1 = edge_x_g[i][i1]
-            #         y1 = edge_y_g[i][i1]
-            #         w1 = edge_w_g[i][i1]
-            #         for i2 in range2:
-            #             x2 = edge_x_g[j][i2]
-            #             y2 = edge_y_g[j][i2]
-            #             w2 = edge_w_g[j][i2]
-            #             ke = (w1 == w2)
-            #             if ke > 0:
-            #                 kn1 = vk_mat[x1][x2] * vk_mat[y1][y2]
-            #                 kn2 = vk_mat[x1][y2] * vk_mat[y1][x2]
-            #                 kernel += kn1 + kn2
-    except KeyError:  # missing labels or attributes
-        pass
+        #     range1 = range(0, len(edge_w_g[i]))
+        #     range2 = range(0, len(edge_w_g[j]))
+        #     for i1 in range1:
+        #         x1 = edge_x_g[i][i1]
+        #         y1 = edge_y_g[i][i1]
+        #         w1 = edge_w_g[i][i1]
+        #         for i2 in range2:
+        #             x2 = edge_x_g[j][i2]
+        #             y2 = edge_y_g[j][i2]
+        #             w2 = edge_w_g[j][i2]
+        #             ke = (w1 == w2)
+        #             if ke > 0:
+        #                 kn1 = vk_mat[x1][x2] * vk_mat[y1][y2]
+        #                 kn2 = vk_mat[x1][y2] * vk_mat[y1][x2]
+        #                 kernel += kn1 + kn2
+#    except KeyError:  # missing labels or attributes
+#        pass
 
     return i, j, kernel
 
diff --git a/pygraph/kernels/structuralspKernel.py b/pygraph/kernels/structuralspKernel.py
index 1425cfe..1f76eab 100644
--- a/pygraph/kernels/structuralspKernel.py
+++ b/pygraph/kernels/structuralspKernel.py
@@ -194,13 +194,12 @@ def structuralspkernel(*args,
 #    # ---- direct running, normally use single CPU core. ----
 #    itr = combinations_with_replacement(range(0, len(Gn)), 2)
 #    for gs in tqdm(itr, desc='calculating kernels', file=sys.stdout):
-#        if gs[0] == 24 and gs[1] == 411:
-#            i, j, kernel = structuralspkernel_do(Gn, splist, ds_attrs, 
-#             node_label, edge_label, node_kernels, edge_kernels, gs)
-#            if(kernel > 1):
-#                print("error here ")
-#            Kmatrix[i][j] = kernel
-#            Kmatrix[j][i] = kernel
+#        i, j, kernel = structuralspkernel_do(Gn, splist, ds_attrs, 
+#         node_label, edge_label, node_kernels, edge_kernels, gs)
+#        if(kernel > 1):
+#            print("error here ")
+#        Kmatrix[i][j] = kernel
+#        Kmatrix[j][i] = kernel
 
     run_time = time.time() - start_time
     print(
@@ -232,7 +231,7 @@ def structuralspkernel_do(Gn, splist, ds_attrs, node_label, edge_label,
                     g1.nodes(data=True), g2.nodes(data=True)):
                 vk_dict[(n1[0], n2[0])] = kn(
                     n1[1][node_label], n2[1][node_label],
-                    [n1[1]['attributes']], [n2[1]['attributes']])
+                    n1[1]['attributes'], n2[1]['attributes'])
         # node symb labeled
         else:
             kn = node_kernels['symb']
@@ -248,8 +247,8 @@ def structuralspkernel_do(Gn, splist, ds_attrs, node_label, edge_label,
             vk_dict = {}  # shortest path matrices dict
             for n1 in g1.nodes(data=True):
                 for n2 in g2.nodes(data=True):
-                    vk_dict[(n1[0], n2[0])] = kn([n1[1]['attributes']],
-                                                 [n2[1]['attributes']])
+                    vk_dict[(n1[0], n2[0])] = kn(n1[1]['attributes'],
+                                                 n2[1]['attributes'])
         # node unlabeled
         else:
             vk_dict = {}
@@ -265,7 +264,7 @@ def structuralspkernel_do(Gn, splist, ds_attrs, node_label, edge_label,
             for e1, e2 in product(
                     g1.edges(data=True), g2.edges(data=True)):
                 ek_temp = ke(e1[2][edge_label], e2[2][edge_label],
-                    [e1[2]['attributes']], [e2[2]['attributes']])
+                    e1[2]['attributes'], e2[2]['attributes'])
                 ek_dict[((e1[0], e1[1]), (e2[0], e2[1]))] = ek_temp
                 ek_dict[((e1[1], e1[0]), (e2[0], e2[1]))] = ek_temp
                 ek_dict[((e1[0], e1[1]), (e2[1], e2[0]))] = ek_temp
@@ -288,7 +287,7 @@ def structuralspkernel_do(Gn, splist, ds_attrs, node_label, edge_label,
             ek_dict = {}
             for e1 in g1.edges(data=True):
                 for e2 in g2.edges(data=True):
-                    ek_temp = kn([e1[2]['attributes']], [e2[2]['attributes']])
+                    ek_temp = kn(e1[2]['attributes'], e2[2]['attributes'])
                     ek_dict[((e1[0], e1[1]), (e2[0], e2[1]))] = ek_temp
                     ek_dict[((e1[1], e1[0]), (e2[0], e2[1]))] = ek_temp
                     ek_dict[((e1[0], e1[1]), (e2[1], e2[0]))] = ek_temp
@@ -374,8 +373,6 @@ def structuralspkernel_do(Gn, splist, ds_attrs, node_label, edge_label,
     #    print("toto")
     #    pass
 
-    if(kernel > 1):
-        print("kernel error : ", ij)
     return iglobal, jglobal, kernel
 
 
diff --git a/pygraph/utils/graphdataset.py b/pygraph/utils/graphdataset.py
index 8f6706c..ded4e09 100644
--- a/pygraph/utils/graphdataset.py
+++ b/pygraph/utils/graphdataset.py
@@ -15,29 +15,29 @@ def get_dataset_attributes(Gn,
     def get_dataset_size(Gn):
         return len(Gn)
 
-    def get_all_graph_size(Gn):
+    def get_all_node_num(Gn):
         return [nx.number_of_nodes(G) for G in Gn]
 
-    def get_ave_graph_size(all_graph_size):
-        return np.mean(all_graph_size)
+    def get_ave_node_num(all_node_num):
+        return np.mean(all_node_num)
 
-    def get_min_graph_size(all_graph_size):
-        return np.amin(all_graph_size)
+    def get_min_node_num(all_node_num):
+        return np.amin(all_node_num)
 
-    def get_max_graph_size(Gn):
-        return np.amax(all_graph_size)
+    def get_max_node_num(all_node_num):
+        return np.amax(all_node_num)
 
-    def get_all_graph_edge_num(Gn):
+    def get_all_edge_num(Gn):
         return [nx.number_of_edges(G) for G in Gn]
 
-    def get_ave_graph_edge_num(all_graph_edge_num):
-        return np.mean(all_graph_edge_num)
+    def get_ave_edge_num(all_edge_num):
+        return np.mean(all_edge_num)
 
-    def get_min_graph_edge_num(all_graph_edge_num):
-        return np.amin(all_graph_edge_num)
+    def get_min_edge_num(all_edge_num):
+        return np.amin(all_edge_num)
 
-    def get_max_graph_edge_num(all_graph_edge_num):
-        return np.amax(all_graph_edge_num)
+    def get_max_edge_num(all_edge_num):
+        return np.amax(all_edge_num)
 
     def is_node_labeled(Gn):
         return False if node_label is None else True
@@ -60,13 +60,13 @@ def get_dataset_attributes(Gn,
     def is_directed(Gn):
         return nx.is_directed(Gn[0])
 
-    def get_ave_graph_degree(Gn):
+    def get_ave_node_degree(Gn):
         return np.mean([np.amax(list(dict(G.degree()).values())) for G in Gn])
 
-    def get_max_graph_degree(Gn):
+    def get_max_node_degree(Gn):
         return np.amax([np.amax(list(dict(G.degree()).values())) for G in Gn])
 
-    def get_min_graph_degree(Gn):
+    def get_min_node_degree(Gn):
         return np.amin([np.amax(list(dict(G.degree()).values())) for G in Gn])
 
     def get_substructures(Gn):
@@ -107,11 +107,11 @@ def get_dataset_attributes(Gn,
         return len(set(target))
 
     def get_node_attr_dim(Gn):
-        attrs = Gn[0].nodes[0]
-        if 'attributes' in attrs:
-            return len(attrs['attributes'])
-        else:
-            return 0
+        for G in Gn:
+            for n in G.nodes(data=True):
+                if 'attributes' in n[1]:
+                    return len(n[1]['attributes'])
+        return 0
 
     def get_edge_attr_dim(Gn):
         for G in Gn:
@@ -119,8 +119,6 @@ def get_dataset_attributes(Gn,
                 for e in G.edges(data=True):
                     if 'attributes' in e[2]:
                         return len(e[2]['attributes'])
-                    else:
-                        return 0
         return 0
 
     if attr_names == []:
@@ -130,15 +128,15 @@ def get_dataset_attributes(Gn,
             'edge_labeled',
             'is_directed',
             'dataset_size',
-            'ave_graph_size',
-            'min_graph_size',
-            'max_graph_size',
-            'ave_graph_edge_num',
-            'min_graph_edge_num',
-            'max_graph_edge_num',
-            'ave_graph_degree',
-            'min_graph_degree',
-            'max_graph_degree',
+            'ave_node_num',
+            'min_node_num',
+            'max_node_num',
+            'ave_edge_num',
+            'min_edge_num',
+            'max_edge_num',
+            'ave_node_degree',
+            'min_node_degree',
+            'max_node_degree',
             'node_label_num',
             'edge_label_num',
             'node_attr_dim',
@@ -151,50 +149,41 @@ def get_dataset_attributes(Gn,
 
         attrs.update({'dataset_size': get_dataset_size(Gn)})
 
-    # graph size
+    # graph node number
     if any(i in attr_names
-           for i in ['ave_graph_size', 'min_graph_size', 'max_graph_size']):
+           for i in ['ave_node_num', 'min_node_num', 'max_node_num']):
 
-        all_graph_size = get_all_graph_size(Gn)
+        all_node_num = get_all_node_num(Gn)
 
-    if 'ave_graph_size' in attr_names:
+    if 'ave_node_num' in attr_names:
 
-        attrs.update({'ave_graph_size': get_ave_graph_size(all_graph_size)})
+        attrs.update({'ave_node_num': get_ave_node_num(all_node_num)})
 
-    if 'min_graph_size' in attr_names:
+    if 'min_node_num' in attr_names:
 
-        attrs.update({'min_graph_size': get_min_graph_size(all_graph_size)})
+        attrs.update({'min_node_num': get_min_node_num(all_node_num)})
 
-    if 'max_graph_size' in attr_names:
+    if 'max_node_num' in attr_names:
 
-        attrs.update({'max_graph_size': get_max_graph_size(all_graph_size)})
+        attrs.update({'max_node_num': get_max_node_num(all_node_num)})
 
     # graph edge number
     if any(i in attr_names for i in
-           ['ave_graph_edge_num', 'min_graph_edge_num', 'max_graph_edge_num']):
+           ['ave_edge_num', 'min_edge_num', 'max_edge_num']):
 
-        all_graph_edge_num = get_all_graph_edge_num(Gn)
+        all_edge_num = get_all_edge_num(Gn)
 
-    if 'ave_graph_edge_num' in attr_names:
+    if 'ave_edge_num' in attr_names:
 
-        attrs.update({
-            'ave_graph_edge_num':
-            get_ave_graph_edge_num(all_graph_edge_num)
-        })
+        attrs.update({'ave_edge_num': get_ave_edge_num(all_edge_num)})
 
-    if 'max_graph_edge_num' in attr_names:
+    if 'max_edge_num' in attr_names:
 
-        attrs.update({
-            'max_graph_edge_num':
-            get_max_graph_edge_num(all_graph_edge_num)
-        })
+        attrs.update({'max_edge_num': get_max_edge_num(all_edge_num)})
 
-    if 'min_graph_edge_num' in attr_names:
+    if 'min_edge_num' in attr_names:
 
-        attrs.update({
-            'min_graph_edge_num':
-            get_min_graph_edge_num(all_graph_edge_num)
-        })
+        attrs.update({'min_edge_num': get_min_edge_num(all_edge_num)})
 
     # label number
     if any(i in attr_names for i in ['node_labeled', 'node_label_num']):
@@ -222,14 +211,14 @@ def get_dataset_attributes(Gn,
     if 'is_directed' in attr_names:
         attrs.update({'is_directed': is_directed(Gn)})
 
-    if 'ave_graph_degree' in attr_names:
-        attrs.update({'ave_graph_degree': get_ave_graph_degree(Gn)})
+    if 'ave_node_degree' in attr_names:
+        attrs.update({'ave_node_degree': get_ave_node_degree(Gn)})
 
-    if 'max_graph_degree' in attr_names:
-        attrs.update({'max_graph_degree': get_max_graph_degree(Gn)})
+    if 'max_node_degree' in attr_names:
+        attrs.update({'max_node_degree': get_max_node_degree(Gn)})
 
-    if 'min_graph_degree' in attr_names:
-        attrs.update({'min_graph_degree': get_min_graph_degree(Gn)})
+    if 'min_node_degree' in attr_names:
+        attrs.update({'min_node_degree': get_min_node_degree(Gn)})
 
     if 'substructures' in attr_names:
         attrs.update({'substructures': get_substructures(Gn)})
diff --git a/pygraph/utils/kernels.py b/pygraph/utils/kernels.py
index 04fefb5..b8bd122 100644
--- a/pygraph/utils/kernels.py
+++ b/pygraph/utils/kernels.py
@@ -1,6 +1,7 @@
 """Those who are not graph kernels. We can be kernels for nodes or edges!
+These kernels are defined between pairs of vectors.
 """
-
+import numpy as np
 
 def deltakernel(x, y):
     """Delta kernel. Return 1 if x == y, 0 otherwise.
@@ -17,15 +18,47 @@ def deltakernel(x, y):
 
     References
     ----------
-    [1] H. Kashima, K. Tsuda, and A. Inokuchi. Marginalized kernels between labeled graphs. In Proceedings of the 20th International Conference on Machine Learning, Washington, DC, United States, 2003.
+    [1] H. Kashima, K. Tsuda, and A. Inokuchi. Marginalized kernels between 
+    labeled graphs. In Proceedings of the 20th International Conference on 
+    Machine Learning, Washington, DC, United States, 2003.
     """
     return x == y  #(1 if condition else 0)
 
 
-def gaussiankernel(x, y):
+def gaussiankernel(x, y, gamma=None):
     """Gaussian kernel. Use sklearn.metrics.pairwise.rbf_kernel instead.
+    Compute the rbf (gaussian) kernel between X and Y:
+
+        K(x, y) = exp(-gamma ||x-y||^2)
+
+    for each pair of rows x in X and y in Y.
+
+    Read more in the :ref:`User Guide <rbf_kernel>`.
+
+    Parameters
+    ----------
+    X : array of shape (n_features)
+
+    Y : array of shape (n_features)
+
+    gamma : float, default None
+        If None, defaults to 1.0 / n_features
+
+    Returns
+    -------
+    kernel : integer
     """
-    pass
+    if gamma is None:
+        gamma = 1.0 / len(x)
+
+    xt = np.array([float(itm) for itm in x])
+    yt = np.array([float(itm) for itm in y])
+    kernel = xt - yt
+    kernel = kernel ** 2
+    kernel = np.sum(kernel)
+    kernel *= -gamma
+    kernel = np.exp(kernel)
+    return kernel
 
 
 def kernelsum(k1, k2, d11, d12, d21=None, d22=None, lamda1=1, lamda2=1):