diff --git a/.gitignore b/.gitignore
index 1edbbf8..a99c2cf 100644
--- a/.gitignore
+++ b/.gitignore
@@ -1,3 +1,3 @@
-figs/
+fig*/
 .ipynb_checkpoints/
 *.html
\ No newline at end of file
diff --git a/trace-analysis.ipynb b/trace-analysis.ipynb
index c8bbfcc..c66ba0e 100644
--- a/trace-analysis.ipynb
+++ b/trace-analysis.ipynb
@@ -60,7 +60,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -69,135 +69,86 @@
      "text": [
       "====================ROS 2 DATA MODEL===================\n",
       "Contexts:\n",
-      "                           timestamp   pid version\n",
-      "context_handle                                    \n",
-      "578889920        1652795531158728529  9807   2.3.0\n",
-      "187651121439504  1652795532294150521  9844   2.3.0\n",
-      "187651140920480  1652795532303522314  9846   2.3.0\n",
-      "\n",
+      "                          timestamp   pid version\n",
+      "context_handle                                   \n",
+      "578889920       1652795531158728529  9807   2.3.0\n",
       "Nodes:\n",
-      "                           timestamp   tid       rmw_handle                      name                              namespace\n",
-      "node_handle                                                                                                                 \n",
-      "578605264        1652795531205345494  9807        578658512           launch_ros_9807                                      /\n",
-      "187651140946384  1652795532309089294  9846  187651141104576  system_monitor_container  /system/system_monitor/system_monitor\n",
-      "187651121479152  1652795532314980435  9844  187651121698368     robot_state_publisher                                      /\n",
-      "\n",
+      "                       timestamp   tid  rmw_handle             name namespace\n",
+      "node_handle                                                                  \n",
+      "578605264    1652795531205345494  9807   578658512  launch_ros_9807         /\n",
       "Publishers (rmw):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Publishers (rcl):\n",
-      "                            timestamp      node_handle       rmw_handle         topic_name  depth\n",
-      "publisher_handle                                                                                 \n",
-      "281474154018016   1652795531205338094        578605264        580193376            /rosout   1000\n",
-      "580257728         1652795531225678366        578605264        580723392  /parameter_events   1000\n",
-      "281474959216400   1652795532309077134  187651140946384  187651141067920            /rosout   1000\n",
-      "\n",
+      "                            timestamp  node_handle  rmw_handle topic_name  depth\n",
+      "publisher_handle                                                                \n",
+      "281474154018016   1652795531205338094    578605264   580193376    /rosout   1000\n",
       "Subscriptions (rmw):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Subscriptions (rcl):\n",
       "                               timestamp      node_handle       rmw_handle         topic_name  depth\n",
       "subscription_handle                                                                                 \n",
       "187651141000448      1652795532311067501  187651140946384  187651141210960  /parameter_events   1000\n",
-      "187651121908000      1652795532321661338  187651121479152  187651121979184  /parameter_events   1000\n",
-      "187650864348208      1652795532328044561  187650863948976  187650864221216  /parameter_events   1000\n",
-      "\n",
       "Subscription objects:\n",
       "                           timestamp  subscription_handle\n",
       "subscription                                             \n",
       "187651141131344  1652795532311098621      187651141000448\n",
-      "187651121977600  1652795532321690459      187651121908000\n",
-      "187650864342320  1652795532328082681      187650864348208\n",
-      "\n",
       "Services:\n",
       "                               timestamp  node_handle  rmw_handle                          service_name\n",
       "service_handle                                                                                         \n",
       "1652795531227060891  1652795531227060891    578605264   578509024  /launch_ros_9807/describe_parameters\n",
-      "1652795531227590973  1652795531227590973    578605264   580692688       /launch_ros_9807/get_parameters\n",
-      "1652795531228087295  1652795531228087295    578605264   580711008  /launch_ros_9807/get_parameter_types\n",
-      "\n",
       "Clients:\n",
       "                           timestamp  node_handle  rmw_handle                                       service_name\n",
       "client_handle                                                                                                   \n",
       "281473303560864  1652795531234252437    578605264   580853584  /system/system_monitor/system_monitor/system_m...\n",
-      "281473301140736  1652795531565506293    578605264   580919696            /map/map_container/_container/load_node\n",
-      "281473301141184  1652795531618278041    578605264   580902560  /planning/mission_planning/mission_planning_co...\n",
-      "\n",
       "Timers:\n",
       "                           timestamp      period   tid\n",
       "timer_handle                                          \n",
       "281472359468464  1652795531230470704  1000000000  9832\n",
-      "281472359470592  1652795532231528538  1000000000  9832\n",
-      "187650864529200  1652795532337450114   100000000  9852\n",
-      "\n",
       "Timer-node links:\n",
       "                           timestamp      node_handle\n",
       "timer_handle                                         \n",
       "187650864529200  1652795532337464355  187650863948976\n",
-      "187650830150352  1652795532361873201  187650829372592\n",
-      "187650226411360  1652795532381128230  187650225769280\n",
-      "\n",
       "Callback objects:\n",
       "                           timestamp  callback_object\n",
       "reference                                            \n",
       "187651141131344  1652795532311101741  187651141131568\n",
-      "187651141224224  1652795532312414306  187651141224112\n",
-      "187651141044096  1652795532312704587  187651141279680\n",
-      "\n",
       "Callback symbols:\n",
       "                           timestamp                                             symbol\n",
       "callback_object                                                                        \n",
       "187651141131568  1652795532311126901  std::_Bind<void (rclcpp::TimeSource::*(rclcpp:...\n",
-      "187651141224112  1652795532312433946  std::_Bind<void (rclcpp_components::ComponentM...\n",
-      "187651141279680  1652795532312719227  std::_Bind<void (rclcpp_components::ComponentM...\n",
-      "\n",
       "Callback instances:\n",
       "   callback_object                     timestamp        duration  intra_process\n",
       "0  187650864342544 2022-05-17 13:52:12.337689915 00:00:00.000010          False\n",
-      "1  187650864342544 2022-05-17 13:52:12.337722115 00:00:00.000001          False\n",
-      "2  187650864342544 2022-05-17 13:52:12.337747756 00:00:00.000001          False\n",
-      "\n",
       "Publish instances (rclcpp):\n",
       "             timestamp          message\n",
       "0  1652795532321318177  281474880694112\n",
-      "1  1652795532321770739  281474880694704\n",
-      "2  1652795532321806579  281474880694704\n",
-      "\n",
       "Publish instances (rcl):\n",
-      "   publisher_handle            timestamp          message\n",
-      "0         580257728  1652795531226289729        580728240\n",
-      "1   187651121896880  1652795532321323857  281474880694112\n",
-      "2   187651121896880  1652795532321772379  281474880694704\n",
-      "\n",
+      "   publisher_handle            timestamp    message\n",
+      "0         580257728  1652795531226289729  580728240\n",
       "Publish instances (rmw):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Take instances (rmw):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Take instances (rcl):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Take instances (rclcpp):\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Lifecycle state machines:\n",
       "Empty DataFrame\n",
       "Columns: []\n",
       "Index: []\n",
-      "\n",
       "Lifecycle transitions:\n",
       "Empty DataFrame\n",
       "Columns: []\n",
@@ -209,2947 +160,464 @@
    "source": [
     "\n",
     "self = handler.data\n",
-    "n=3\n",
+    "n=1\n",
     "print('====================ROS 2 DATA MODEL===================')\n",
     "print('Contexts:')\n",
     "print(self.contexts[:n].to_string())\n",
-    "print()\n",
     "print('Nodes:')\n",
     "print(self.nodes[:n].to_string())\n",
-    "print()\n",
     "print('Publishers (rmw):')\n",
     "print(self.rmw_publishers[:n].to_string())\n",
-    "print()\n",
     "print('Publishers (rcl):')\n",
     "print(self.rcl_publishers[:n].to_string())\n",
-    "print()\n",
     "print('Subscriptions (rmw):')\n",
     "print(self.rmw_subscriptions[:n].to_string())\n",
-    "print()\n",
     "print('Subscriptions (rcl):')\n",
     "print(self.rcl_subscriptions[:n].to_string())\n",
-    "print()\n",
     "print('Subscription objects:')\n",
     "print(self.subscription_objects[:n].to_string())\n",
-    "print()\n",
     "print('Services:')\n",
     "print(self.services[:n].to_string())\n",
-    "print()\n",
     "print('Clients:')\n",
     "print(self.clients[:n].to_string())\n",
-    "print()\n",
     "print('Timers:')\n",
     "print(self.timers[:n].to_string())\n",
-    "print()\n",
     "print('Timer-node links:')\n",
     "print(self.timer_node_links[:n].to_string())\n",
-    "print()\n",
     "print('Callback objects:')\n",
     "print(self.callback_objects[:n].to_string())\n",
-    "print()\n",
     "print('Callback symbols:')\n",
     "print(self.callback_symbols[:n].to_string())\n",
-    "print()\n",
     "print('Callback instances:')\n",
     "print(self.callback_instances[:n].to_string())\n",
-    "print()\n",
     "print('Publish instances (rclcpp):')\n",
     "print(self.rclcpp_publish_instances[:n].to_string())\n",
-    "print()\n",
     "print('Publish instances (rcl):')\n",
     "print(self.rcl_publish_instances[:n].to_string())\n",
-    "print()\n",
     "print('Publish instances (rmw):')\n",
     "print(self.rmw_publish_instances[:n].to_string())\n",
-    "print()\n",
     "print('Take instances (rmw):')\n",
     "print(self.rmw_take_instances[:n].to_string())\n",
-    "print()\n",
     "print('Take instances (rcl):')\n",
     "print(self.rcl_take_instances[:n].to_string())\n",
-    "print()\n",
     "print('Take instances (rclcpp):')\n",
     "print(self.rclcpp_take_instances[:n].to_string())\n",
-    "print()\n",
     "print('Lifecycle state machines:')\n",
     "print(self.lifecycle_state_machines[:n].to_string())\n",
-    "print()\n",
     "print('Lifecycle transitions:')\n",
     "print(self.lifecycle_transitions[:n].to_string())\n",
     "print('==================================================')\n"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": null,
+   "cell_type": "markdown",
    "metadata": {},
-   "outputs": [],
    "source": [
-    "nodes = {row.name: row.to_dict() for _, row in handler.data.nodes.iterrows()}\n",
-    "\n",
-    "df_pub = handler.data.rcl_publishers\n",
-    "df_sub = handler.data.rcl_subscriptions\n",
-    "topics_pub = {topic_name: {} for topic_name in df_pub['topic_name']}\n",
-    "topics_sub = {topic_name: {} for topic_name in df_sub['topic_name']}\n",
-    "topics = {**topics_pub, **topics_sub}\n",
-    "\n",
-    "for topic_name, topic_dict in topics.items():\n",
-    "    topic_dict[\"pubs\"] = [handle for handle in df_pub[df_pub['topic_name']==topic_name]['node_handle']]\n",
-    "    topic_dict[\"subs\"] = [handle for handle in df_sub[df_sub['topic_name']==topic_name]['node_handle']]\n",
-    "    \n",
-    "# Aggregate topics that have the same pubs and subs\n",
-    "topic_cohorts = {}\n",
-    "for topic_name, topic_dict in topics.items():\n",
-    "    key = (frozenset({*topic_dict[\"pubs\"]}), frozenset({*topic_dict[\"subs\"]}))\n",
-    "    if key not in topic_cohorts:\n",
-    "        topic_cohorts[key] = []\n",
-    "    topic_cohorts[key].append(topic_name)\n",
-    "    \n",
-    "# Get Publisher frequencies\n",
-    "df_publications = handler.data.rcl_publish_instances\n",
-    "pub_stats = {}\n",
-    "for _, publication in df_publications.iterrows():\n",
-    "    hdl = publication['publisher_handle']\n",
-    "    if hdl not in pub_stats:\n",
-    "        pub_stats[hdl] = {'times': []}\n",
-    "    pub_stats[hdl]['times'].append(publication['timestamp']*1e-9) # Nanoseconds to seconds float"
+    "# Data Structures"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
-   "metadata": {
-    "scrolled": true
-   },
+   "execution_count": 15,
+   "metadata": {},
    "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "<ipython-input-27-0c38c906b61b>:21: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
-      "  fig = plt.figure(figsize=(15,5))\n",
-      "<ipython-input-27-0c38c906b61b>:4: RuntimeWarning: Mean of empty slice.\n",
-      "  v['period'] = pub_time_diff.mean()\n"
-     ]
-    },
     {
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "#Topics: 161; #Cohorts: 78\n"
+      "Processed 61     nodes\n",
+      "Processed 264    publishers\n",
+      "Processed 212    subscriptions\n",
+      "Processed 67     timers\n",
+      "Processed 31     timer-node links\n",
+      "Processed 201    subscription objects\n",
+      "Processed 483    callback objects\n",
+      "Processed 183512 publish instances\n",
+      "Processed 390810 callback instances\n",
+      "Processed 161    topics\n"
      ]
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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Jc9Rz1r8BZwI7V9ewz7sZfFyaaV+e7Tmr9xwQuv1z6DmLrubEY5LsRXcn8ANDljWdQcfJG9ZmupaoXAy8Ari8qn5Kl4i/kq7mydSzsivoqs727vebVVVv0t57ztiY7ofPs4fENN33Nui7n+3yn0RX4+V5wNbtnPUDBmwbC3ifGWa6bXk2VjvvpHsu+cFzMN8NkkngBijJbsAmVXVVK7qIbsc4IcnmSTbNvU2NfxD4f0l2a3eo/gr49yF3PvrdBOyaaVoxrKoVdAfnv27LfQxddYtBJ5ODgf+qqqmDyyrg5wy/6JmyBa3aU5IlwJ9MM+67gePTHs5OsjjJIW3YB4CnJXlekkVJHtwuKqfWtTeOL9I9L/GadI2p7A88m5l/1T+N7lmMX6R7JnC2/g34nSR7tyTnr+ie37tuLaf7HHAEXXWfn9Kqb9BdqK9q40zdyTwwyUbt+9w/ycBf95NsRpdEnjskppm+t/7PfFbLp/v1cxO67eiudA+7//qQcYdZKPtO73Q3Av8NvDXJlukaU3l4kiePENfIRojvDOC4JFu37+gPeya/CPhhuoYoNmvf515JVms8ZoCh+2+STem2kdfRPfu3JMnUna9P0N05eHHbXzdO8svpaRijb91+ryWJg169yfSn6C4aaTHsl65xhvu39Xot3V3KL7bhL0z3P3Bp63A8XbXi+5jLeQ2Z/2Ppng0+tGcf7/VkuupsU5/JntN8Jr/XM9/PAP9JV8X816rq8VX1z1X1w2nC6T/2DzwWt2TrDLptYIu23q+k+95H0X9MGeRTdNvKb7dlP5/uOaNPDBi3v6bDTcBOmfmvNbagu4t+R5J9gd8eNNII+/K/AK9Osk/bDh6Rexse6V/XM4BnJnlqS3ZeRZdgDr2LWVV3AP9Bd/64qKqun2G9Bvkg8Ia2r25LV11vlO9rpuk+B/wB99ZUObevH7rjxXFJ9oR7Gkg5bJplPomumumwbXW6723Q9cpsl78F3Q+Jq4BFSf6M7nndQRbqPjPMdNvybPwH8KypYyfdM6LmOkP4wWyYVjsxtYPAs+ketL2e7tfZ57fB76W7I3UecC3dibv3Ym06H2rvtyT58jTjvYCuvvwNdInPn1fVoF/aVquG0X7tOx7433TVKfYbMv830TX08AO6u04fmSaWv6f7Je+/k9xG97Dxr7TlXd9ieBVdtY1L6Br0gO6Zuj1aHB9ridJz6FoH/C5dQxJH9CTew3yUVqWt1uBvH6rqHLpnOz5Ml5w8HDh8Dqb7At2zgVN3/a6k2xbO65nHCrom8V9Hd5JaQZe4DTuOPJXuofU7hgyf6Xv7a7qLgFuTvHq2y6+umuIf0Z0Av093wj5zSCwDLaB9p98RdEnwlXTr/h+sXm12rkwX35voqgRdS3che8+d757Pde82/Lt0FwEPmmF5Q/dfuu1lZVW9q6rupLuz/JdJdm/bwq/TbfM30FV/+hu6HwnWxn8Cj8q9LfRuAvwjXfWjb9MdT55ZVVN3Pvag29dup/uLh6vpGmQAIF1rd6+bi3mN4BC61kbPz7139M5qcezQ5v+xWcxvyuuBh1bVcVX1fyNO03/sn+5Y/Id0P8B9EzifLkF574jL+XvguelaQTxx0AhVdQvdXa9X0X32r6FrYKi3JdapO2n3tMzYfAa4AvhOktXG7/P7wJvbNvxndMeoYYbuy1X1Ibpz5L/RNQryMVrrsdz3+Hk13T7xTrr97dnAs9u5bDqn0v1ouSY1V6D725LldHfNL6O7czXKX5nMNN3n6JKm84b0U1UfpdvPT0/3yMHldOfsYWZ6HGXo9zboemUNlv9puh9e/o/u2HkHw6vuL7h9ZjozbMsjq6orgGPafG6k22fG9n/ZC91U6z/agCT5FPAPVTVv/x0zW+mq230HeHhV/WCO53098KKqOm/GkdeBJN+gqyLyP/MdyzglOYmuqs5J8x2LNC7p/kJmj6r64/mOZa4keStdtbqx77vjPPaPU7sT9A9Vte8cz/dhdA0OLar14AItyUPpGvV5yAx3cxe8dH9l89yqunK+Y5nOQt1ntP7xTx43TOcCn53vIGZpG7pWruY6AVxM17z0dXM53zWV7r+Niu4X4w3dJXR3SqQNVlWdPN8xzLWqetU6XNxYjv3ryJ+PYZ570bWCuT4kgPejqzp4+gQkgPena8V1vU4Am4W8z2g94p1AbbDSPV90NnByVb1mPYjnXLoqVi+uqk/3lJ9F9yxCv7+qqr9aR+FNrPZL97AT/x5r+BzMgpGuUY8XDRj0/t5nvdZhPO4PmkhJXklXle4PW/W4+Yxlc7rnwb5F9zcoK3qG3T5ksmdU1efXRXxaeNa3c41MAiVJkiRpooy9YZh0rb59JcknWv82Sc5O8vX2vnXPuMcluSbJ1UkO7CnfJ8llbdiJ7YFsSZIkSdIsrYvWQV9B94e+U46l+1+d3emasz4WIMkedC237QkcBJyUZKM2zbuAZcDu7XXQOohbkiRJkjY4Y20YJt1/Qz2TrtnXV7biQ4D9W/epdI2YvLaVn96a9r42yTXAvkmuA7asqgvaPE8DDqXn/4sG2XbbbWvXXXedw7WRJEmSpIXj4osv/m5VLe4vH3froO+ge8h5i56y7dsfoFJVNybZrpUvofvPpykrW9nPWP0/PqbKp7XrrruyfPnytQhdkiRJkhauJN8aVD626qBJngXcXFUXjzrJgLKapnzQMpclWZ5k+apVq0ZcrCRJkiRNjnE+E/gE4DmtOufpwAFJ3g/clGQHgPZ+cxt/JbBzz/Q7ATe08p0GlN9HVZ1cVUuraunixfe56ylJkiRJE29sSWBVHVdVO1XVrnQNvnymql4EnAkc2UY7Evh46z4TODzJJkl2o2sA5qJWdfS2JPu1VkGP6JlGkiRJkjQL434mcJATgDOSvBS4HjgMoKquSHIG3Z823wUcU1V3t2mOBk4BNqNrEGbaRmEkSZIkSYNtsH8Wv3Tp0rJhGEmSJEmTKsnFVbW0v3xd/E+gJEmSJGk9YRIoSZIkSRPEJFCSJEmSJohJoCRJkiRNEJNASZIkSZogJoGSJEmSNEHm438CJUkL0K7HfnK+Q1hQrjvhmfMdgiRJA3knUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaICaBkiRJkjRBTAIlSZIkaYKYBEqSJEnSBDEJlCRJkqQJYhIoSZIkSRPEJFCSJEmSJohJoCRJkiRNkLElgUk2TXJRkkuTXJHkTa38jUm+neSS9jq4Z5rjklyT5OokB/aU75PksjbsxCQZV9ySJEmStCFbNMZ53wkcUFW3J9kYOD/JWW3Y26vq73pHTrIHcDiwJ7Aj8D9JHllVdwPvApYBFwKfAg4CzkKSJEmSNCtjuxNYndtb78btVdNMcghwelXdWVXXAtcA+ybZAdiyqi6oqgJOAw4dV9ySJEmStCEb6zOBSTZKcglwM3B2VX2xDfqDJF9N8t4kW7eyJcCKnslXtrIlrbu/XJIkSZI0S2NNAqvq7qraG9iJ7q7eXnRVOx8O7A3cCLy1jT7oOb+apvw+kixLsjzJ8lWrVq11/JIkSZK0oVknrYNW1a3AucBBVXVTSw5/DvwzsG8bbSWwc89kOwE3tPKdBpQPWs7JVbW0qpYuXrx4jtdCkiRJkha+cbYOujjJVq17M+BpwFXtGb8pvwFc3rrPBA5PskmS3YDdgYuq6kbgtiT7tVZBjwA+Pq64JUmSJGlDNs7WQXcATk2yEV2yeUZVfSLJvybZm65K53XAywGq6ookZwBXAncBx7SWQQGOBk4BNqNrFdSWQSVJkiRpDYwtCayqrwKPHVD+4mmmOR44fkD5cmCvOQ1QkiRJkibQOnkmUJIkSZK0fjAJlCRJkqQJYhIoSZIkSRPEJFCSJEmSJohJoCRJkiRNEJNASZIkSZogJoGSJEmSNEFMAiVJkiRpgpgESpIkSdIEMQmUJEmSpAliEihJkiRJE8QkUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaICaBkiRJkjRBTAIlSZIkaYKYBEqSJEnSBBlbEphk0yQXJbk0yRVJ3tTKt0lydpKvt/ete6Y5Lsk1Sa5OcmBP+T5JLmvDTkySccUtSZIkSRuycd4JvBM4oKp+CdgbOCjJfsCxwDlVtTtwTusnyR7A4cCewEHASUk2avN6F7AM2L29Dhpj3JIkSZK0wRpbElid21vvxu1VwCHAqa38VODQ1n0IcHpV3VlV1wLXAPsm2QHYsqouqKoCTuuZRpIkSZI0C2N9JjDJRkkuAW4Gzq6qLwLbV9WNAO19uzb6EmBFz+QrW9mS1t1fPmh5y5IsT7J81apVc7sykiRJkrQBGGsSWFV3V9XewE50d/X2mmb0Qc/51TTlg5Z3clUtraqlixcvnn3AkiRJkrSBWyetg1bVrcC5dM/y3dSqeNLeb26jrQR27plsJ+CGVr7TgHJJkiRJ0iyNs3XQxUm2at2bAU8DrgLOBI5sox0JfLx1nwkcnmSTJLvRNQBzUasyeluS/VqroEf0TCNJkiRJmoVFY5z3DsCprYXP+wFnVNUnklwAnJHkpcD1wGEAVXVFkjOAK4G7gGOq6u42r6OBU4DNgLPaS5IkSZI0S2NLAqvqq8BjB5TfAjx1yDTHA8cPKF8OTPc8oSRJkiRpBOvkmUBJkiRJ0vrBJFCSJEmSJohJoCRJkiRNEJNASZIkSZogJoGSJEmSNEFMAiVJkiRpgpgESpIkSdIEMQmUJEmSpAliEihJkiRJE8QkUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaICaBkiRJkjRBTAIlSZIkaYKYBEqSJEnSBDEJlCRJkqQJMrYkMMnOST6b5GtJrkjyilb+xiTfTnJJex3cM81xSa5JcnWSA3vK90lyWRt2YpKMK25JkiRJ2pAtGuO87wJeVVVfTrIFcHGSs9uwt1fV3/WOnGQP4HBgT2BH4H+SPLKq7gbeBSwDLgQ+BRwEnDXG2CVJkiRpgzS2O4FVdWNVfbl13wZ8DVgyzSSHAKdX1Z1VdS1wDbBvkh2ALavqgqoq4DTg0HHFLUmSJEkbsnXyTGCSXYHHAl9sRX+Q5KtJ3ptk61a2BFjRM9nKVrakdfeXS5IkSZJmadZJYJKtkzxmFuM/EPgw8MdV9UO6qp0PB/YGbgTeOjXqgMlrmvJBy1qWZHmS5atWrRo1REmSJEmaGCMlgUnOTbJlkm2AS4H3JXnbCNNtTJcAfqCqPgJQVTdV1d1V9XPgn4F92+grgZ17Jt8JuKGV7zSg/D6q6uSqWlpVSxcvXjzKqkmSJEnSRBn1TuCD2l283wTeV1X7AE+bboLWgud7gK9V1dt6ynfoGe03gMtb95nA4Uk2SbIbsDtwUVXdCNyWZL82zyOAj48YtyRJkiSpx6itgy5qydvzgNePOM0TgBcDlyW5pJW9DnhBkr3pqnReB7wcoKquSHIGcCVdy6LHtJZBAY4GTgE2o2sV1JZBJUmSJGkNjJoEvhn4NHB+VX0pycOAr083QVWdz+Dn+T41zTTHA8cPKF8O7DVirJIkSZKkIUZKAqvqQ8CHevq/CfzWuIKSJEmSJI3HSElgksXAy4Bde6epqpeMJyxJkiRJ0jiMWh3048Dngf8B7p5hXEmSJEnSemrUJPABVfXasUYiSZIkSRq7Uf8i4hNJDh5rJJIkSZKksRs1CXwFXSJ4R5Lb2uuH4wxMkiRJkjT3Rm0ddItxByJJkiRJGr9RnwkkyXOAX2u951bVJ8YTkiRJkiRpXEaqDprkBLoqoVe21ytamSRJkiRpARn1TuDBwN5V9XOAJKcCXwGOHVdgkiRJkqS5N2rDMABb9XQ/aK4DkSRJkiSN36h3Av8a+EqSzwKhezbwuLFFJUmSJEkai1FbBx40rgwAABbPSURBVP1gknOBX6ZLAl9bVd8ZZ2CSJEmSpLk3bXXQJI9q748DdgBWAiuAHVuZJEmSJGkBmelO4CuBZcBbBwwr4IA5j0iSJEmSNDbTJoFVtax1PqOq7ugdlmTTsUUlSZIkSRqLUVsH/cKIZZIkSZKk9di0dwKTPARYAmyW5LF0jcIAbAk8YMyxSZIkSZLm2EzPBB4IHAXsBLytp/w24HVjikmSJEmSNCYzPRN4KnBqkt+qqg+vo5gkSZIkSWMy6v8EfjjJM4E9gU17yt88rsAkSZIkSXNvpIZhkrwbeD7wh3TPBR4G7DLGuCRJkiRJYzBq66CPr6ojgO9X1ZuAXwV2Hl9YkiRJkqRxGDUJ/El7/3GSHYGfAbuNJyRJkiRJ0riM9Ewg8IkkWwFvAb4MFPAvY4tKkiRJkjQWI90JrKq/qKpbWwuhuwCPqqo/nW6aJDsn+WySryW5IskrWvk2Sc5O8vX2vnXPNMcluSbJ1UkO7CnfJ8llbdiJSTJomZIkSZKk6Y3aMMwx7U4gVXUncL8kvz/DZHcBr6qqRwP7Acck2QM4FjinqnYHzmn9tGGH07VAehBwUpKN2rzeBSwDdm+vg0ZfRUmSJEnSlFGfCXxZVd061VNV3wdeNt0EVXVjVX25dd8GfA1YAhwCnNpGOxU4tHUfApxeVXdW1bXANcC+SXYAtqyqC6qqgNN6ppEkSZIkzcKoSeD9eqtgtjt09x91IUl2BR4LfBHYvqpuhC5RBLZroy0BVvRMtrKVLWnd/eWSJEmSpFkaNQn8NHBGkqcmOQD4IPBfo0yY5IHAh4E/rqofTjfqgLKapnzQspYlWZ5k+apVq0YJT5IkSZImyqhJ4GuBzwBHA8fQPcv3mpkmSrIxXQL4gar6SCu+qVXxpL3f3MpXsvp/D+4E3NDKdxpQfh9VdXJVLa2qpYsXLx5x1SRJkiRpcozaOujPq+pdVfXcqvqtqvqnqrp7umla9dH3AF+rqrf1DDoTOLJ1Hwl8vKf88CSbJNmNrgGYi1qV0duS7NfmeUTPNJIkSZKkWZj2fwKTnFFVz0tyGQOqYFbVY6aZ/AnAi4HLklzSyl4HnEBXtfSlwPXAYW1eVyQ5A7iSrmXRY3oSzaOBU4DNgLPaS5IkSZI0SzP9Wfwr2vuzZjvjqjqfwc/zATx1yDTHA8cPKF8O7DXbGCRJkiRJq5s2CexpxfNb6yYcSZIkSdI4zVQd9DZWrwYa7m2xs6pqyzHGJkmSJEmaYzPdCdxiXQUiSZIkSRq/mZ4JvEeSxwFPpLsTeH5VfWVsUUmSJEmSxmKkv4hI8mfAqcCDgW2BU5K8YZyBSZIkSZLm3qh3Al8APLaq7gBIcgLwZeAvxxWYJEmSJGnujXQnELgO2LSnfxPgG3MejSRJkiRprGZqHfSddM8A3glckeTs1v904PzxhydJkiRJmkszVQdd3t4vBj7aU37uWKKRJEmSJI3VTH8Rceq6CkSSJEmSNH4jNQyT5FpW/9N4AKrqYXMekSRJkiRpbEZtHXRpT/emwGHANnMfjiRJkiRpnEZqHbSqbul5fbuq3gEcMObYJEmSJElzbNTqoI/r6b0f3Z3BLcYSkSRJkiRpbEatDvrWnu67gGuB5819OJIkSZKkcRopCayqp4w7EEmSJEnS+E37TGCSX0lyaZLbk1yQ5NHrKjBJkiRJ0tybqWGYfwReDTwYeBvwjrFHJEmSJEkam5mSwPtV1dlVdWdVfQhYvC6CkiRJkiSNx0zPBG6V5DeH9VfVR8YTliRJkiRpHGZKAj8HPBsoID39tDKTQEmSJElaQKZNAqvqdwCSvKGq/rJ1b1JVd66L4CRJkiRJc2um1kFfk+RXgef2FF8w3pAkSZIkSeMyU3XQq4HDgIcl+TzwNeDBSX6hqq4ee3SSJEmSpDk1U+ug3wdeB1wD7A+c2MqPTfKFMcYlSZIkSRqDmZLAg4BPAg+n+5/AfYEfVdXvVNXjp5swyXuT3Jzk8p6yNyb5dpJL2uvgnmHHJbkmydVJDuwp3yfJZW3YiUmyJisqSZIkSZohCayq11XVU4HrgPfTVR9dnOT8JP85w7xPoUsi+729qvZur08BJNkDOBzYs01zUpKN2vjvApYBu7fXoHlKkiRJkkYw053AKZ+uqi9V1cnAyqp6IvA7001QVecB3xtx/ocAp7c/pb+Wrvrpvkl2ALasqguqqoDTgENHnKckSZIkqc9ISWBVvaan96hW9t01XOYfJPlqqy66dStbAqzoGWdlK1vSuvvLJUmSJElrYNQ7gfeoqkvXYnnvonu+cG/gRuCtrXzQc341TflASZYlWZ5k+apVq9YiTEmSJEnaMM06CVwbVXVTVd1dVT8H/pmuoRno7vDt3DPqTsANrXynAeXD5n9yVS2tqqWLFy+e2+AlSZIkaQOwTpPA9ozflN8AploOPRM4PMkmSXajawDmoqq6EbgtyX6tVdAjgI+vy5glSZIkaUMy05/Fr7EkH6T7b8Ftk6wE/hzYP8nedFU6rwNeDlBVVyQ5A7gSuAs4pqrubrM6mq6l0c2As9pLkiRJkrQGxpYEVtULBhS/Z5rxjweOH1C+HNhrDkOTJEmSpIm1TquDSpIkSZLml0mgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaICaBkiRJkjRBTAIlSZIkaYKYBEqSJEnSBDEJlCRJkqQJYhIoSZIkSRPEJFCSJEmSJohJoCRJkiRNkEXzHYAkzZddj/3kfIcgSZK0znknUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQZWxKY5L1Jbk5yeU/ZNknOTvL19r51z7DjklyT5OokB/aU75PksjbsxCQZV8ySJEmStKEb553AU4CD+sqOBc6pqt2Bc1o/SfYADgf2bNOclGSjNs27gGXA7u3VP09JkiRJ0ojGlgRW1XnA9/qKDwFObd2nAof2lJ9eVXdW1bXANcC+SXYAtqyqC6qqgNN6ppEkSZIkzdK6fiZw+6q6EaC9b9fKlwAresZb2cqWtO7+8oGSLEuyPMnyVatWzWngkiRJkrQhWF8ahhn0nF9NUz5QVZ1cVUuraunixYvnLDhJkiRJ2lCs6yTwplbFk/Z+cytfCezcM95OwA2tfKcB5ZIkSZKkNbCuk8AzgSNb95HAx3vKD0+ySZLd6BqAuahVGb0tyX6tVdAjeqaRJEmSJM3SonHNOMkHgf2BbZOsBP4cOAE4I8lLgeuBwwCq6ookZwBXAncBx1TV3W1WR9O1NLoZcFZ7SZIkSZLWwNiSwKp6wZBBTx0y/vHA8QPKlwN7zWFokiRJkjSx1peGYSRJkiRJ64BJoCRJkiRNEJNASZIkSZogJoGSJEmSNEFMAiVJkiRpgpgESpIkSdIEMQmUJEmSpAliEihJkiRJE8QkUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaICaBkiRJkjRBTAIlSZIkaYKYBEqSJEnSBDEJlCRJkqQJYhIoSZIkSRNkXpLAJNcluSzJJUmWt7Jtkpyd5Ovtfeue8Y9Lck2Sq5McOB8xS5IkSdKGYD7vBD6lqvauqqWt/1jgnKraHTin9ZNkD+BwYE/gIOCkJBvNR8CSJEmStNCtT9VBDwFObd2nAof2lJ9eVXdW1bXANcC+8xCfJEmSJC1485UEFvDfSS5OsqyVbV9VNwK09+1a+RJgRc+0K1uZJEmSJGmWFs3Tcp9QVTck2Q44O8lV04ybAWU1cMQuoVwG8NCHPnTto5QkSZKkDcy83Amsqhva+83AR+mqd96UZAeA9n5zG30lsHPP5DsBNwyZ78lVtbSqli5evHhc4UuSJEnSgrXOk8AkmyfZYqob+HXgcuBM4Mg22pHAx1v3mcDhSTZJshuwO3DRuo1akiRJkjYM81EddHvgo0mmlv9vVfVfSb4EnJHkpcD1wGEAVXVFkjOAK4G7gGOq6u55iFuSJEmSFrx1ngRW1TeBXxpQfgvw1CHTHA8cP+bQJEmSJGmDtz79RYQkSZIkacxMAiVJkiRpgpgESpIkSdIEMQmUJEmSpAliEihJkiRJE8QkUJIkSZImiEmgJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCWISKEmSJEkTxCRQkiRJkiaISaAkSZIkTRCTQEmSJEmaIIvmOwBJkjZEux77yfkOYUG57oRnzncIkjQxvBMoSZIkSRPEJFCSJEmSJohJoCRJkiRNEJNASZIkSZogJoGSJEmSNEFMAiVJkiRpgpgESpIkSdIEMQmUJEmSpAmyYJLAJAcluTrJNUmOne94JEmSJGkhWjTfAYwiyUbAPwJPB1YCX0pyZlVdOb+RSeuXXY/95HyHIEmSpPXcQrkTuC9wTVV9s6p+CpwOHDLPMUmSJEnSgrMg7gQCS4AVPf0rgV+Zp1gkSdIcsybD7Fx3wjPnOwRJC9hCSQIzoKzuM1KyDFjWem9PcvVYo1qYtgW+O99BSLPgNquFyO1WY5W/mfNZus1qIXK7ndkugwoXShK4Eti5p38n4Ib+karqZODkdRXUQpRkeVUtne84pFG5zWohcrvVQuM2q4XI7XbNLZRnAr8E7J5ktyT3Bw4HzpznmCRJkiRpwVkQdwKr6q4kfwB8GtgIeG9VXTHPYUmSJEnSgrMgkkCAqvoU8Kn5jmMDYHVZLTRus1qI3G610LjNaiFyu11DqbpP+yqSJEmSpA3UQnkmUJIkSZI0B0wCN1BJNk1yUZJLk1yR5E2tfJskZyf5envfer5jlaZMs92+JclVSb6a5KNJtprvWCUYvs32DH91kkqy7XzFKPWbbrtN8odJrm7lfzufcUpTprk+2DvJhUkuSbI8yb7zHetCYXXQDVSSAJtX1e1JNgbOB14B/Cbwvao6IcmxwNZV9dr5jFWaMs12uyXwmdZI1N8AuN1qfTBsm62qC5PsDPwL8Chgn6ryv6y0XpjmWLsZ8HrgmVV1Z5Ltqurm+YxVgmm32TcDb6+qs5IcDLymqvafx1AXDO8EbqCqc3vr3bi9CjgEOLWVnwocOg/hSQMN226r6r+r6q5WfiHdf4VK826aYy3A24HX9PRL64VpttujgROq6s42ngmg1gvTbLNF90MxwIMY8D/iGswkcAOWZKMklwA3A2dX1ReB7avqRoD2vt18xij1G7Ld9noJcNa6j0wabNA2m+Q5wLer6tJ5Dk8aaMix9pHAk5J8Mcnnkvzy/EYp3WvINvvHwFuSrAD+DjhuPmNcSEwCN2BVdXdV7U1312TfJHvNd0zSTKbbbpO8HrgL+MB8xSf1G7DNPoauSt2fzW9k0nBDjrWLgK2B/YA/Ac5o1fCkeTdkmz0a+H9VtTPw/4D3zGeMC4lJ4ASoqluBc4GDgJuS7ADQ3q3qofVS33ZLkiOBZwEvLB9m1nqoZ5s9BNgNuDTJdXQXLF9O8pD5i04arO9YuxL4SKt6dxHwc8BGjbRe6dtmjwQ+0gZ9CLBhmBGZBG6gkiyeakExyWbA04CrgDPpdhja+8fnJ0LpvoZtt0kOAl4LPKeqfjyfMUq9hmyzX6mq7apq16rale7C+nFV9Z15DFW6xzTXCB8DDmjljwTuD9igkebdNNvsDcCT22gHAF+fnwgXnkXzHYDGZgfg1CQb0SX7Z1TVJ5JcQFe946XA9cBh8xmk1GfYdnsNsAlwdquZdGFV/d48xilNGbjNznNM0kyGHWvvD7w3yeXAT4EjrXmh9cSwbfZW4O+TLALuAJbNZ5ALiX8RIUmSJEkTxOqgkiRJkjRBTAIlSZIkaYKYBEqSJEnSBDEJlCRJkqQJYhIoSZIkSRPEJFCSNKeS3J3kkiSXJ/lQkgfMMP65SZYOKD8qyT+07t9LcsQaxLJVkt/v6d8xyX/Mdj5D5n1ukqvbul6S5LlzMd/1QZJdk/wkySU9Zbf3jXPP9zNkHs9Pck0S/zJDktYzJoGSpLn2k6rau6r2ovuvsbX+T8eqendVnbYGk24F3JMEVtUNVTWXydoL27ruXVWrJZfpLOTz7Deqau81nbiq/h343TmMR5I0RxbyyUmStP77PPCIdmfp8qnCJK9O8sae8V6U5Avt7uG+/TNJ8sYkr27dj0jyP0kuTfLlJA9P8sAk57T+y5Ic0iY9AXh4u1P3lt44kmya5H1t/K8keUorPyrJR5L8V5KvJ/nbUVe2zf9rSU4CvgzsnOTXk1zQYvtQkge2cQ9KclWS85OcOHXHrHddW//lSXZt3S9KclFbn39qf5xMktuTHN8+kwuTbN/Kt0/y0VZ+aZLHJ/mLJK/omf/xSf5o1HUcst6X9Lx+kuTJazM/SdJ4mQRKksYiySLgGcBlI4y+eVU9nu6u3XtnGPcDwD9W1S8BjwduBO4AfqOqHgc8BXhrkgDH0u5oVdWf9M3nGICq+kXgBcCpSTZtw/YGng/8IvD8JDsPi6Un+XlwK/sF4LSqeizwI+ANwNNabMuBV7bl/DPwbOBJwENmWGeSPLrF9IR2h+5u4IVt8ObAhe0zOQ94WSs/EfhcK38ccAXwHuDINs/7AYe3z3Qmm/Ume8CbpwZM3Q0F/rSt4xdGmJ8kaZ4smu8AJEkbnM16niX7PF3SseMM03wQoKrOS7Jlkq0GjZRkC2BJVX20jX9HK98Y+Kskvwb8HFgCbD/DMp8IvLPN56ok3wIe2YadU1U/aPO+EtgFWDFgHi+squV98X2rqi5sRfsBewD/2+Wk3B+4AHgUcG1Vfb1N935g2QzxPhXYB/hSm9dmwM1t2E+BqWfvLgae3roPAI5o63g38APgB0luSfJYus/oK1V1ywzLhlbNt2ddjwKW9vTvDrwFOKCqfjbC/CRJ88QkUJI0137S/yxZkrtYvfbJpqtPQs3Qf8+shpS/EFgM7FNVP0ty3YBljDovgDt7uu9mdufLH/Ut4+yqesFqC072Zvg6DvusApxaVccNmOZnVTU1v1Hi/RfgKLo7kDPdeZ1Rks2BM4CXVdUNazs/SdJ4WR1UkrQu3ARsl+TBSTYBntU3/PkASZ4I/GDqLly/qvohsDLJoW38TdK1Pvog4OaWAD6F7s4dwG3AFkNiOo9WnTLJI4GHAlev6QoOcSHwhCSPaMt5QFvWVcBuSR7exutNEq+jq7pJkscBu7Xyc4DnJtmuDdsmyS5M7xzg6Db+Rkm2bOUfBQ4Cfhn49Jqv3j3eB7yvqj4/B/OSJI2ZSaAkaexa9cA3A1+kq7Z4Vd8o30/yBeDdwEtnmN2LgT9K8lW6Z88eQvdM29Iky+kSu6vacm+hq4p5eZK39M3nJGCjJJcB/w4cVVV3MoeqahXdHbcPtngvBB7VqrEuAz6Z5HzgWz2TfRjYplWpPRr4vzavK+meL/zvNq+zgR1mCOEVwFPaOl4M7Nnm9VPgs8AZrZroGmuJ6HOBl/Q8M3ifv/yQJK0/cm/tEUmSNB+S7A+8uqr675COa3n3o2u99LCp5xL7hu8KfKL9zcfaLGd/1uF6SZJG451ASZImSJI9gGvoGr+5TwLY3A08qKeBnzVZzvPp7rZ+f03nIUkaD+8ESpIkSdIE8U6gJEmSJE0Qk0BJkiRJmiAmgZIkSZI0QUwCJUmSJGmCmARKkiRJ0gQxCZQkSZKkCfL/AV/tHg2IQ0UyAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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oLvK/kq6X6yUjbufd7fnGJF+ept6z6a7HuI6uB+RVVTXsv9h3GMrUviS/D3gC3RfUifJb6L5srW7tfhP4K7ovZFvq5cBXgS/SXRP1Vww/nz2P7kvfJXRDD99D9x/lKVXVu+mGVL2TbmjgB+hubrJFqupiuhuZvJMucf8O3fs4k9e0elcCH2sxTyQelwB/R3fThOvphgf+98C6H6fr4fpmkm+1sj+mu6HP59MNIfsY3XWes1ZVP6ZLvp47UPwbdL2Ib6T7MvxD2n/tW/2j6N6Pm+huMnRUKyfJc5IM9sy9im7o1tV0N6v5m6r6yChtjWCfFt/vTeqlm+i5eQ5dD8qW+hzdtapHV9VZNdrvlB1Gd3OjHw2U/QZdD9tldNeQ/R5AVa2ju17xvXTH03352XDpmQw7LoZ5Cd01nl8HPkN37L5lSL3NPvfts/1EunPWN4Er6H4yA+Av6RKGr9B9Zr/cysaqxfRSugT2O3SJ0plb0MTv0g0B/Cbdsf7WgWVb+pMLf053Y53v0vXivm9g2ZF0N+P5zMCx+J9t2e8Ar0lyC12SvHa6jczhnDOd59Bd53sj3fv2Ltr5aAST/97che4mPtfRnbd/mW4fp7QEzsfSsjdxFylJiyjJh4F/qaol8ZtNo2g9JN+ku/nHdxc7nr5K8mK6Gx7M1CO5oNINhfw08NCq+uFM9ZeDJD8PnFpVj1ig7Z0CXFRVpyzE9uZLkkvohhxestixLIY78/4neRfdjbNetdixSBqNPXvS0nAOP7u2bbnYhe4unCZ68yjJnkke1YadPoDuP+HvX+y4JquqTVX1wL4kegBV9dWFSvSaC1iC7+102hC4t90ZEx248+1/G2p/33Y+OpyuJ/IDM60naemwZ0/SnU6SN7H5EMQJb6+qFy3A9v+TbijhZK+luzbyLGB/umGKZwAnbsEwRUnazHTnnKp67TTrPY3uN1d3pRv2+LqqeutU9WcZ26Kej6W+M9mTJEmSpB5yGKckSZIk9ZDJniRJkiT10LAfbF42dtttt1q5cuVihyFJkiRJi+JLX/rSt6pqxbBlyzrZW7lyJeedd95ihyFJkiRJiyLJ1VMtcxinJEmSJPWQyZ4kSZIk9ZDJniRJkiT1kMmeJEmSJPXQWJO9JL+f5OIkFyU5Pcm2SXZJcnaSK9rzzgP1T0yyPsnlSZ40ztgkSZIkqc/Gluwl2Rt4KbCqqh4EbAWsBk4A1lXVAcC6Nk+SA9vyg4DDgVOSbDWu+CRJkiSpz8Y9jHNrYLskWwPbA9cBRwJr2vI1wFFt+kjgjKq6taquBNYDh445PkmSJEnqpbEle1X1DeBvgWuAjcB3q+q/gD2qamOrsxHYva2yN3DtQBMbWpkkSZIkaQuNcxjnznS9dfsDewE7JHnudKsMKash7R6X5Lwk523atGl+gpUkSZKknhnnMM4nAFdW1aaq+gnwPuCRwPVJ9gRozze0+huAfQfW34du2OdmqurUqlpVVatWrFgxxvAlSZIkafkaZ7J3DfDwJNsnCXAYcClwJnBMq3MM8ME2fSawOsk2SfYHDgDOHWN8kiRJktRbW4+r4ar6QpL3AF8GbgPOB04F7g6sTXIsXUJ4dKt/cZK1wCWt/vFVdfu44pMkDbfyhLMWO4Rl5aqTn7LYIUiSNNTYkj2AqnoV8KpJxbfS9fINq38ScNI4Y5IkSZKkO4Nx//SCJEmSJGkRmOxJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD40t2UvygCQXDDxuTvJ7SXZJcnaSK9rzzgPrnJhkfZLLkzxpXLFJkiRJUt+NLdmrqsur6uCqOhj4BeAHwPuBE4B1VXUAsK7Nk+RAYDVwEHA4cEqSrcYVnyRJkiT12UIN4zwM+FpVXQ0cCaxp5WuAo9r0kcAZVXVrVV0JrAcOXaD4JEmSJKlXFirZWw2c3qb3qKqNAO1591a+N3DtwDobWpkkSZIkaQuNPdlLcjfg6cC7Z6o6pKyGtHdckvOSnLdp06b5CFGSJEmSemchevaeDHy5qq5v89cn2ROgPd/QyjcA+w6stw9w3eTGqurUqlpVVatWrFgxxrAlSZIkaflaiGTv2fxsCCfAmcAxbfoY4IMD5auTbJNkf+AA4NwFiE+SJEmSemfrcTaeZHvgicBvDxSfDKxNcixwDXA0QFVdnGQtcAlwG3B8Vd0+zvgkSZIkqa/GmuxV1Q+AXSeV3Uh3d85h9U8CThpnTJIkSZJ0Z7BQd+OUJEmSJC0gkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqobEme0l2SvKeJJcluTTJI5LskuTsJFe0550H6p+YZH2Sy5M8aZyxSZIkSVKfjbtn7x+Bj1TVA4GHAJcCJwDrquoAYF2bJ8mBwGrgIOBw4JQkW405PkmSJEnqpbEle0nuATwGeDNAVf24qm4CjgTWtGprgKPa9JHAGVV1a1VdCawHDh1XfJIkSZLUZ+Ps2bsPsAl4a5Lzk/x7kh2APapqI0B73r3V3xu4dmD9Da1sM0mOS3JekvM2bdo0xvAlSZIkafkaZ7K3NXAI8MaqeijwfdqQzSlkSFndoaDq1KpaVVWrVqxYMT+RSpIkSVLPjDPZ2wBsqKovtPn30CV/1yfZE6A93zBQf9+B9fcBrhtjfJIkSZLUW2NL9qrqm8C1SR7Qig4DLgHOBI5pZccAH2zTZwKrk2yTZH/gAODcccUnSZIkSX229ZjbfwnwjiR3A74OvIAuwVyb5FjgGuBogKq6OMlauoTwNuD4qrp9zPFJkiRJUi+NNdmrqguAVUMWHTZF/ZOAk8YZkyRJkiTdGYz7d/YkSZIkSYvAZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknpoi5O9JDsnefA4gpEkSZIkzY+tR6mU5Bzg6a3+BcCmJJ+sqj+YYb2rgFuA24HbqmpVkl2AdwErgauAZ1bVd1r9E4FjW/2XVtVHt3yXJElaOCtPOGuxQ1hWrjr5KYsdgiTdaYzas3fPqroZ+DXgrVX1C8ATRlz3cVV1cFWtavMnAOuq6gBgXZsnyYHAauAg4HDglCRbjbgNSZIkSdKAUZO9rZPsCTwT+NAct3kksKZNrwGOGig/o6puraorgfXAoXPcliRJkiTdKY2a7L0G+Ciwvqq+mOQ+wBUjrFfAfyX5UpLjWtkeVbURoD3v3sr3Bq4dWHdDK5MkSZIkbaGRrtmrqncD7x6Y/zrw6yOs+qiqui7J7sDZSS6bpm6GbfoOlbqk8TiA/fbbb4QQJEmSJOnOZ9QbtKwAXkh3U5WfrlNVvzndelV1XXu+Icn76YZlXp9kz6ra2IaG3tCqbwD2HVh9H+C6IW2eCpwKsGrVqjskg5IkSZKk0YdxfhC4J/Ax4KyBx5SS7JBkx4lp4FeAi4AzgWNatWNa27Ty1Um2SbI/cABw7ui7IkmSJEmaMFLPHrB9Vf3xFra9B/D+JBPbeWdVfSTJF4G1SY4FrgGOBqiqi5OsBS4BbgOOr6rbt3CbkiRJkiRGT/Y+lOSIqvrwqA236/oeMqT8RuCwKdY5CThp1G1IkiRJkoYbdRjny+gSvh8luaU9bh5nYJIkSZKk2Rv1bpw7jjsQSZIkSdL8GXUYJ0meDjymzZ5TVXP9cXVJkiRJ0piMNIwzycl0QzkvaY+XtTJJkiRJ0hI0as/eEcDBVfW/AEnWAOcDJ4wrMEmSJEnS7I16gxaAnQam7znfgUiSJEmS5s+oPXuvA85P8gkgdNfunTi2qCRJkiRJczLq3ThPT3IO8It0yd4fV9U3xxmYJEmSJGn2ph3GmeSB7fkQYE9gA3AtsFcrkyRJkiQtQTP17P0BcBzwd0OWFfD4eY9IkiRJkjRn0yZ7VXVcm3xyVf1ocFmSbccWlSRJkiRpTka9G+dnRyyTJEmSJC0B0/bsJbkXsDewXZKH0t2cBeAewPZjjk2SJEmSNEszXbP3JOD5wD7A3w+U3wK8ckwxSZIkSZLmaKZr9tYAa5L8elW9d4FikiRJkiTN0ai/s/feJE8BDgK2HSh/zbgCkyRJkiTN3kg3aEnyJuBZwEvorts7Grj3GOOSJEmSJM3BqHfjfGRVPQ/4TlX9OfAIYN/xhSVJkiRJmotRk70ftucfJNkL+Amw/3hCkiRJkiTN1UjX7AEfSrIT8DfAl4EC/n1sUUmSJEmS5mTUG7T8RZt8b5IPAdtW1XfHF5YkSZIkaS5GvUHL8a1nj6q6FbhLkt8Za2SSJEmSpFkb9Zq9F1bVTRMzVfUd4IXjCUmSJEmSNFejJnt3SZKJmSRbAXcbT0iSJEmSpLkaNdn7KLA2yWFJHg+cDnxklBWTbJXk/HatH0l2SXJ2kiva884DdU9Msj7J5UmetKU7I0mSJEnqjJrs/THwceDFwPHAOuAVI677MuDSgfkTgHVVdUBr5wSAJAcCq4GDgMOBU1oPoiRJkiRpC42U7FXV/1bVG6vqGVX161X1r1V1+0zrJdkHeAqb/0zDkcCaNr0GOGqg/IyqurWqrgTWA4eOuiOSJEmSpJ+Z9qcXkqytqmcm+Srdb+ttpqoePEP7r6frAdxxoGyPqtrY1t+YZPdWvjfw+YF6G1qZJEmSJGkLzfQ7ey9rz0/d0oaTPBW4oaq+lOSxo6wypOwOCWaS44DjAPbbb78tDUuSJEmS7hSmTfYGeuCunkXbjwKenuQIYFvgHkneDlyfZM/Wq7cncEOrvwHYd2D9fYDrhsR0KnAqwKpVq+6QDEqSJEmSZrhmL8ktSW4eeNwy+DzdulV1YlXtU1Ur6W688vGqei5wJnBMq3YM8ME2fSawOsk2SfYHDgDOncO+SZIkSdKd1kw9eztOt3yWTqb7GYdjgWuAo9u2Lk6yFrgEuA04fpSbwEiSJEmS7mima/Z+KskhwKPprqP7TFWdP+q6VXUOcE6bvhE4bIp6JwEnjdquJEmSJGm4kX56Icmf0f1Mwq7AbsBpSf50nIFJkiRJkmZv1J69ZwMPraofASQ5Gfgy8JfjCkySJEmSNHsj9ewBV9HdUXPCNsDX5j0aSZIkSdK8mOlH1f+Z7hq9W4GLk5zd5p8IfGb84UmSJEmSZmOmYZzntecvAe8fKD9nLNFIkiRJkubFTD+9sGahApEkSZIkzZ+RbtCS5Eq64Zubqar7zHtEkiRJkqQ5G/VunKsGprel+yH0XeY/HEmSJEnSfBjpbpxVdePA4xtV9Xrg8WOOTZIkSZI0S6MO4zxkYPYudD19O44lIkmSJEnSnI06jPPvBqZvA64Enjn/4UiSJEmS5sNIyV5VPW7cgUiSJEmS5s+01+wleViSC5N8L8nnkvzcQgUmSZIkSZq9mW7Q8gbg5cCuwN8Drx97RJIkSZKkOZsp2btLVZ1dVbdW1buBFQsRlCRJkiRpbma6Zm+nJL821XxVvW88YUmSJEmS5mKmZO+TwNOAAjIwTysz2ZMkSZKkJWjaZK+qXgCQ5E+r6i/b9DZVdetCBCdJkiRJmp2Z7sb5iiSPAJ4xUPy58YYkSZIkSZqrmYZxXg4cDdwnySK1VbIAABKTSURBVKeBS4Fdkzygqi4fe3SSJEmSpFmZ6W6c3wFeCawHHgv8Uys/IclnxxiXJEmSJGkOZurZOxx4FXBfut/ZuxD4/sS1fJIkSZKkpWnanr2qemVVHQZcBbydLjlckeQzSf7fAsQnSZIkSZqFmXr2Jny0qr4IfDHJi6vq0Ul2G2dgkiRJkqTZm+maPQCq6hUDs89vZd+abp0k2yY5N8mFSS5O8uetfJckZye5oj3vPLDOiUnWJ7k8yZO2fHckSZIkSTBisjeoqi4cseqtwOOr6iHAwcDhSR4OnACsq6oDgHVtniQHAquBg+iuFTwlyVZbGp8kSZIkaRbJ3qiq8702e9f2KOBIYE0rXwMc1aaPBM6oqlur6kq6O4AeOq74JEmSJKnPxpbsASTZKskFwA3A2VX1BWCPqtoI0J53b9X3Bq4dWH1DK5MkSZIkbaGxJntVdXtVHQzsAxya5EHTVM+wJu5QKTkuyXlJztu0adN8hSpJkiRJvTLWZG9CVd0EnEN3Ld71SfYEaM83tGobgH0HVtsHuG5IW6dW1aqqWrVixYqxxi1JkiRJy9XYkr0kK5Ls1Ka3A54AXAacCRzTqh0DfLBNnwmsTrJNkv2BA4BzxxWfJEmSJPXZqL+zNxt7AmvaHTXvAqytqg8l+RywNsmxwDXA0QBVdXGStcAlwG3A8VV1+xjjkyRJkqTeGluyV1VfAR46pPxG4LAp1jkJOGlcMUmSJEnSncWCXLMnSZIkSVpYJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQ2NL9pLsm+QTSS5NcnGSl7XyXZKcneSK9rzzwDonJlmf5PIkTxpXbJIkSZLUd+Ps2bsN+MOq+jng4cDxSQ4ETgDWVdUBwLo2T1u2GjgIOBw4JclWY4xPkiRJknprbMleVW2sqi+36VuAS4G9gSOBNa3aGuCoNn0kcEZV3VpVVwLrgUPHFZ8kSZIk9dmCXLOXZCXwUOALwB5VtRG6hBDYvVXbG7h2YLUNrWxyW8clOS/JeZs2bRpn2JIkSZK0bI092Utyd+C9wO9V1c3TVR1SVncoqDq1qlZV1aoVK1bMV5iSJEmS1CtjTfaS3JUu0XtHVb2vFV+fZM+2fE/ghla+Adh3YPV9gOvGGZ8kSZIk9dU478YZ4M3ApVX19wOLzgSOadPHAB8cKF+dZJsk+wMHAOeOKz5JkiRJ6rOtx9j2o4DfAL6a5IJW9krgZGBtkmOBa4CjAarq4iRrgUvo7uR5fFXdPsb4JEmSJKm3xpbsVdVnGH4dHsBhU6xzEnDSuGKSJEmSpDuLBbkbpyRJkiRpYZnsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg+Z7EmSJElSD5nsSZIkSVIPmexJkiRJUg9tvdgBSNK4rTzhrMUOQZIkacHZsydJkiRJPWSyJ0mSJEk9ZLInSZIkST1ksidJkiRJPTS2ZC/JW5LckOSigbJdkpyd5Ir2vPPAshOTrE9yeZInjSsuSZIkSbozGGfP3mnA4ZPKTgDWVdUBwLo2T5IDgdXAQW2dU5JsNcbYJEmSJKnXxpbsVdWngG9PKj4SWNOm1wBHDZSfUVW3VtWVwHrg0HHFJkmSJEl9t9DX7O1RVRsB2vPurXxv4NqBehtamSRJkiRpFpbKDVoypKyGVkyOS3JekvM2bdo05rAkSZIkaXla6GTv+iR7ArTnG1r5BmDfgXr7ANcNa6CqTq2qVVW1asWKFWMNVpIkSZKWq4VO9s4EjmnTxwAfHChfnWSbJPsDBwDnLnBskiRJktQbW4+r4SSnA48FdkuyAXgVcDKwNsmxwDXA0QBVdXGStcAlwG3A8VV1+7hikyRJi2PlCWctdgjLylUnP2WxQ5C0jI0t2auqZ0+x6LAp6p8EnDSueCRJkiTpzmSp3KBFkiRJkjSPTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph7Ze7AAkbbmVJ5y12CFIkiRpibNnT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yBu0SJIkLVHekGvLXHXyUxY7BGlJsWdPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6aMkle0kOT3J5kvVJTljseCRJkiRpOVpSyV6SrYA3AE8GDgSeneTAxY1KkiRJkpafpfaj6ocC66vq6wBJzgCOBC5Z1Ki2kD+AKkmStPD8DqZxuurkpyx2CFtsSfXsAXsD1w7Mb2hlkiRJkqQtsNR69jKkrDarkBwHHNdmv5fk8rFHpeVoN+Bbix2EliyPD03H40PT8fjQdDw+eix/NecmxnV83HuqBUst2dsA7Dswvw9w3WCFqjoVOHUhg9Lyk+S8qlq12HFoafL40HQ8PjQdjw9Nx+ND01mM42OpDeP8InBAkv2T3A1YDZy5yDFJkiRJ0rKzpHr2quq2JL8LfBTYCnhLVV28yGFJkiRJ0rKzpJI9gKr6MPDhxY5Dy55DfTUdjw9Nx+ND0/H40HQ8PjSdBT8+UlUz15IkSZIkLStL7Zo9SZIkSdI8MNnTspPkZUkuSnJxkt8bsnznJO9P8pUk5yZ50MCynZK8J8llSS5N8oiFjV7jNsfj4/fbehclOT3JtgsbveZbkrckuSHJRQNluyQ5O8kV7XnnKdY9PMnlSdYnOWFL19fSN6bj42/a35ivtHPNTguxL5pf4zg2Bpa/PEkl2W2c+6DxGdfxkeQlbdnFSf56PmI12dOy0r6YvxA4FHgI8NQkB0yq9krggqp6MPA84B8Hlv0j8JGqemBb/9LxR62FMpfjI8newEuBVVX1ILqbRK1eqNg1NqcBh08qOwFYV1UHAOva/GaSbAW8AXgycCDw7CQHjrq+lo3TmP/j42zgQe0c8z/AieMJXWN2GvN/bJBkX+CJwDXjCVsL5DTm+fhI8jjgSODBVXUQ8LfzEajJnpabnwM+X1U/qKrbgE8CvzqpzoF0HzKq6jJgZZI9ktwDeAzw5rbsx1V108KFrgUw6+OjLdsa2C7J1sD2TPqdTy0/VfUp4NuTio8E1rTpNcBRQ1Y9FFhfVV+vqh8DZ7T1Rl1fy8A4jo+q+q92/gH4PN1vBmuZGdO5A+AfgFcA3jRjGRvT8fFi4OSqurVt44b5iNVkT8vNRcBjkuyaZHvgCGDfSXUuBH4NIMmhwL3p/tjeB9gEvDXJ+Un+PckOCxe6FsCsj4+q+gbdf9GuATYC362q/1qwyLWQ9qiqjQDtefchdfYGrh2Y39DKRl1fy9dcj49Bvwn857xHqMUyp2MjydOBb1TVheMOVItirueO+wO/lOQLST6Z5BfnIyiTPS0rVXUp8Fd0w2Q+QvfF/bZJ1U4Gdk5yAfAS4PxWZ2vgEOCNVfVQ4Ps4/KpX5nJ8tLH1RwL7A3sBOyR57kLFriUnQ8r8T7wmzHh8JPkTuvPPOxYkIi0VQ4+N9g/IPwH+bIHj0dIy3blja2Bn4OHAHwFrkwyrv0VM9rTsVNWbq+qQqnoMXRf6FZOW31xVL6iqg+muyVoBXEn335MNVfWFVvU9dMmfemQOx8cTgCuralNV/QR4H/DIBQ5fC+P6JHsCtOdhQ2U2sHmv8D78bFjvKOtr+Zrr8UGSY4CnAs8pf+OqT+ZybNyX7p+JFya5qpV/Ocm9xhqxFtJczx0bgPdV51zgf4E538THZE/LTpLd2/N+dMPxTp+0fKckd2uzvwV8qn3B/yZwbZIHtGWHAZcsUNhaILM9PuiGbz48yfbtP2mH4Q18+upM4Jg2fQzwwSF1vggckGT/drysbuuNur6WrzkdH0kOB/4YeHpV/WAB4tXCmfWxUVVfrardq2plVa2k+2J/SPtuon6Y69+WDwCPB0hyf+BuwLfmHFVV+fCxrB7Ap+mStAuBw1rZi4AXtelH0PXmXEbXO7PzwLoHA+cBX2kfqp0XOn4fS/r4+PNWfhHwH8A2i70/PuZ8PJxOdw3mT+i+XB0L7Ep3k54r2vMure5ewIcH1j2C7m6KXwP+ZKB86Po+lt9jTMfHerprci5ojzct9n76WBrHxqT2rwJ2W+z99LF0jg+65O7t7TvIl4HHz0esaY1LkiRJknrEYZySJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kqRZSXJ7kguSXJTk3Um2n6H+OUlWDSl/fpJ/adMvSvK8WcSyU5LfGZjfK8l7trSdKdo+J8nlbV8vSPKM+Wh3KUiyMskPk1wwUPa9SXV++v5M0cazkqxP8qFxxipJ2nIme5Kk2fphVR1cVQ8Cfkz3e4ZzUlVvqqq3zWLVnYCfJntVdV1VzWdS9py2rwdX1WZJZDrL+e/p16rq4NmuXFXvAn5rHuORJM2T5fzHSZK0dHwauF/rKbpoojDJy5O8eqDec5N8tvUGHjq5kSSvTvLyNn2/JB9LcmGSLye5b5K7J1nX5r+a5Mi26snAfVvP298MxpFk2yRvbfXPT/K4Vv78JO9L8pEkVyT561F3trV/aZJT6H78dt8kv5Lkcy22dye5e6t7eJLLknwmyT9N9IAN7mubvyjJyjb93CTntv351yRbtfLvJTmpvSafT7JHK98jyftb+YVJHpnkL5K8bKD9k5K8dNR9nGK/Lxh4/DDJL8+lPUnSeJnsSZLmJMnWwJOBr45QfYeqeiRdL9xbZqj7DuANVfUQ4JHARuBHwK9W1SHA44C/SxLgBFoPVVX90aR2jgeoqp8Hng2sSbJtW3Yw8Czg54FnJdl3qlgGkpxdW9kDgLdV1UOB7wN/CjyhxXYe8AdtO/8GPA34JeBeM+wzSX6uxfSo1uN2O/CctngH4PPtNfkU8MJW/k/AJ1v5IcDFwJuBY1qbdwFWt9d0JtsNJnXAayYWTPRuAv+37eNnR2hPkrRItl7sACRJy9Z2A9d6fZouudhrhnVOB6iqTyW5R5KdhlVKsiOwd1W9v9X/USu/K/DaJI8B/hfYG9hjhm0+Gvjn1s5lSa4G7t+Wrauq77a2LwHuDVw7pI3nVNV5k+K7uqo+34oeDhwI/HeXe3I34HPAA4Erq+qKtt7bgeNmiPcw4BeAL7a2tgNuaMt+DExcG/cl4Ilt+vHA89o+3g58F/hukhuTPJTuNTq/qm6cYdvQhucO7OvzgVUD8wcAfwM8vqp+MkJ7kqRFYrInSZqtH06+1ivJbWw+amTbzVehZpj/aVNTlD8HWAH8QlX9JMlVQ7YxalsAtw5M386W/V38/qRtnF1Vz95sw8nBTL2PU71WAdZU1YlD1vlJVU20N0q8/w48n65Hcaae1Bkl2QFYC7ywqq6ba3uSpPFyGKckaT5dD+yeZNck2wBPnbT8WQBJHg18d6JXbbKquhnYkOSoVn+bdHf7vCdwQ0v0HkfXEwdwC7DjFDF9ijYMMsn9gf2Ay2e7g1P4PPCoJPdr29m+besyYP8k9231BpPBq+iGXJLkEGD/Vr4OeEaS3duyXZLcm+mtA17c6m+V5B6t/P3A4cAvAh+d/e791FuBt1bVp+ehLUnSmJnsSZLmTRvW9xrgC3TDDS+bVOU7ST4LvAk4dobmfgN4aZKv0F0bdi+6a85WJTmPLoG7rG33RrohlBcl+ZtJ7ZwCbJXkq8C7gOdX1a3Mo6raRNeDdnqL9/PAA9vw0+OAs5J8Brh6YLX3Aru0obAvBv6ntXUJ3fV//9XaOhvYc4YQXgY8ru3jl4CDWls/Bj4BrG3DO2etJZzPAH5z4Jq+O/yUhiRp6cjPRoNIkqRxSvJY4OVVNbnHc1zbuwvd3UKPnrhucNLylcCH2s9nzGU7j2UB90uSNBp79iRJ6qEkBwLr6W5Cc4dEr7kduOfAjXZms51n0fWefme2bUiSxsOePUmSJEnqIXv2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph/4/DMRX/iQ5c1sAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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T/5BFQeW5LDrPj3Su7dvGauwfIwXNr6FeaKZc4PgjsOMo6/QlSt24aZ9xCTy7p2ze2/j+CeBT9fNI59mxtA/6Bc1tbarvAwf1lO1fWdRWSOCFPek9XF9SLsg3235BucD6hiVIv62ufXgf7DkWZ7CEbbjeY56xndu/1LPe/wO8g9KGvIaynx9CueN9Oy0XZxm9vjuRxo0PykWq1vqp3zFavx/A2IPmZwA39qR3JPDFRto/7Rl/FY0baJSLJ0PH2gcYXt+uTk9cNJZ1aOzDHx5lvt5tOn+M63UNNWZsOUabQXPrcTjCsXEV8OL6+S3A90Zaj8wc0zPN/Z6FmNf4fAPliuViIuJ1EXFZffnM7ZQrM80X2fxx6ENm/rV+XKPfeMqB2xzXq23ajZv5rcu5tZHHJwF3ZubQNAdRDoKrI+JXEfGyOnwzyoms10xKo+Pixnr+oA4fcmsOf47h4fxFxDMi4scRsTAi7qAc1L0v+5lHfxtT7vDc1Rh2A6URPprmNvkbpeJcrBwj4nERcWZE/DEi7qTc0erN30jlNFoZ902nZ9qh9fxrY9rebdJvP7258fmePt+b+8gNjXE3UCqWsTxz2Tvv0PzNMliS/Zhant+lBDfU/0MvbtoceMbQvlb3t30pJ4YR85aZd1P2/U1o359HlZkXUIL650fEEygNqjNGme3jlKDurIj4fUQc0TN+qcqq7rvzKOu0MTCvDhsyluOhrXw2B97Zs603Y/hx0nZsLonb6/81e0dExKqUHjutL8yLiHUpdc6HKVfYNwN2jYg310nuoTS4T8jMBzLztJrvZzeSeVtmrj30R+mW3rucN1FOeP/Qs43XpFzlH49bKXflL6PcTd1ihGnHc056Z0RcVV+YdjvlrlHfcxJlX1il5/mnCT8nsfg+tAvl7s699fvfU9b5hoj4SUQ8qw5vO4Y3p1wcWdDYbz9PuWu5WN566+WI2D0izo+IP9d592D4NlrYyFuvpT0GYfg56W5KF7t+56SxnDPHdE6ifxmPlM7QtBsDf8ja2urNf32u78UMfxfMrbnoBZ731P9Lck7qu0/3MVIdOWRJz0lzKQ3Ml0fEapTu30MvbNoc2KunnnwOpZE+Yt4Yfq5d6nMS5YLsNhGxJWW735GZF44yz3soQeOFUd6a/vqe8Ut7TmqeZ8fSPuhnpHPSpxvb+c91HZrpjdQ26m0PZ8/0S5r+WPfLpW3DNecfrV7pTe8nlPPV8yg3w86l3PV8PuXGw99gqeq73vq7t3y7sDmwcc8xdhTD26i967858M3G9FdRLkRuyOL7wV9oxEVLYdiyx7BNx7peS1InjHQc9s0npV21X/28H+VCy4jGGjR/t2fYZo3Pj6bc4h4mIjandJF6C+V2+tqUbt0xhmVOpAWU7glD+VqV0u1nyLD1y8xrM3MfSgPjX4HT64vC5lG6G/T6E6UC3bbR6Hxklpf3jMUplIBjs8x8JKULa+82ysXmKm4C1o2IZmP70ZSryqN5uAzrCX5T+pQj5c7S1cBWmbkWZYceRBmuW0/WQ5r5fxTlBH3JUqZ/E+XgHTJ0VfRm2rd927xD84+lDEZyKrBPbSCvSukSBWU//EkzwMnysqhDR8tb3Y/Xq3lr2597ta3/UGXzWuD0ERrRJZHMuzLznZm5JfBy4B0RscsYlt+rd52Csi/8oY7brOdFFM2yGK0se80Dju7Z1qtl5qmNaUZMszbG7m75Ow4ePmENdeHv9UpKw+XcERazJeVO75cy88HMnA+cRqnboASjS7ruvevxXMqdgNmZ2Rsgb015jnFo2u+PsM7f70l3q4j4COXxkE9TumJtmZnvbMnHIyiNnrN7Ro3lnPRcyl2xV1Mej1mbEuwP9JzE8LzD4uekX2XmbMo56VuUO0/QfgzPo9xpXr+x366VmduOlrGIWJnS0+PfKd3U1qY0ZJvbaKR9abRjcCTNOn0NSje6fueksZwzu7YA2KTWP0Oa5fh0yoWqhUuZfr9z0tC2WKJzUk8dOR6nUnoszAaurIE0lP3tf3rqydUzs99P0Y10rl3qc1I9/8yhXEB+LWNo/GbmHzPzjZm5MaUnx7GxdG/jHek8O1r7YGnOSW/q2darZmbzzdgPp9mnvlzA8OMsGL7fjiX9trr2L5QbSEOaF/LH24YbS73Suy1/QrlDvXP9/HPKheLn1+9LW98N24Y1HxOtd5nzKL1Xm+WyZmbuMco8u/fMs0pm/oHF94PVGB4XjTVfiw0f4zYd63qNtU6AkY/Dtvx/GZgdEU+htGO+NdpCRgyaI2ILyvN7V/eMOiwiNq13OI6ivEii19BzegtrWgdS7jRPttMpV0d3ioiVKF2vm4X3UhpXtyJiv4iYWa9CDd0Beohyp+9FEfHqiJgREetFxFPrdP8N/EfUn12JiE0iYtcx5m9NyhW4eyNiR+Afxrpi9e74L4GPRcQqUX625iAW3ZUcydMi4pX1qvnbKY2s81vydydwd5S7iv2Cs05l5g2ULsAfioiVaiD58sYke1C6PC9tYHAq8I8RsUVtrP0L5aUgD1L2379RApN+vgc8LspPJcyIiNdQuvGduZR5aaa7OeXu4VcbV1jPrMt7bUQ8ov49PSK27pPGKcCBUX6OaOW6Xhdk5vU1nUdFxNsjYuWIWDMintEnjbb1/x/g7yiB85dGW5mIeFlEPLaepO+kHFNL87Npc4CXRsQutUHwTsq++0tg6A74e+p22Zmyn5xW5725z3qM5L+BQ6Lc2YqIWD0iXtpzkWpEWX7CZo2Wv0Mak36PcjLvtT+l29lI+/ZvKe2ff4iIFWoD5DUsCmS/CawTEftHxIoR8SrK1ddfjGUdImIzSh3/uuz/NufnU7r1Da3z7iOs8+6NdE+kdFVcG/j7zHxKZv7HKIHGc4H/y8w7e4a/OyLWqXk9nP7npDUpDfSFwIwoP8u11qgbYOLNoRyXW9fGygd6xu9OPSfV+m7fiHhkZj7AomMHSne0A+uxsEI97zwhMxdQXjj4iYhYq457TET02796rUR5Hmwh8GBE7E55J8RYjXYMjmSPiHhOPU9/hFJX9evJsdTnzAl0HqUc3lLr/dmUZ+SGDGtXLIVTgfdF+am49Sn7yNBPvdwMrBcRj2yZd6Q6cjxOo+wLh7LoLjM1Xy+PiF1r/bJKlJ+F2rRPGiOda/u2sfqk0bb+X6J0eX0Fi7ZVq4jYq5HH2yjt1aU5J410nh2tfbCk56TjgCMjYtu6Do+MiL1GmL63vvwusG2j7fc2hge3Y0m/ra69DHheRDy6ls2RQzNMQBtuieuVzLyWckNrP0rX5aGX+/49i34pZ2nquznAARGxTa2/PzjK9Eujd7+4ELgzIt4b5feeV4yIJ0bE00dI4zjg6Cg3MId+dnJ2HXc68LJGffthxnYT9WZgVoz8huwl2aajrdcXgI9EubgeEfHkiBgK7nu30UjHYV/1BsOvKO3Zr2fmPW3TDhltI7VV/KdQTsq/r3+L/Z5YZl5Jee7jPMrKPYkxNtImUmZeQXkm8jTK1ZW7KM8U31cP7K0ZfjLZDbgiIu6m3PnYOzPvzcwbKQf2Oyl3fi6jPJQO5e7FXOD8KF2Yf0R5Vmcs3gx8OCLuopwY54wyfa99KM+O3ERpHH8wM3vvwvTzbUrDeuglFa+sjbJe76I0Su6iBBH9GqOTYV/Ks+K3Uva3r1IaAjD+n1M4kXLQ/JRyx+teyj4z1HXxaOAXUbqPPLM5Y2beSunK+s6at/dQ3jLa9tNAY5KZ91FekvIiGg2ULF23X0Lpsn0TpRvX0EsqetM4h/J829cp+/5j6nxD6byYcuL5I+WNgi/ok0bf9a+VzSWUhsbPxrBKW1GOi7spdcKxuRS/h5qZ11BOgp+l9PJ4OfDyzLw/M++nNJh2r+OOpQR6Qxf9TqB04bs9Ika9opiZF1Fe2POflONkLqVR1oXjgX0jFt25iohNKC+3WOyiREQcF4vuVN9JuSP9jzWfl1F69Rxdx/+Zsl3eRbmzegTljvFY99FdKA2r02PRHeMraj5WoRx/S/N768dR3m751sy8eIzztB3r36Y8d3gZpWF4Qp9pfkgJ7n9L6cZ1LxPTvX6JZOb3gc9Qeo/MpRwPUM5JTwTuruebIa8Frq/nlkOo3cmydD89kPLSozuob5yu87yO0ngZ+pWL0+nfXbY3b3dRGtJz6nz/wOiPXjTnH+0YHMkplAbonykvoNy3ZbrxnjPHra7nKykXqW+nlMmZTNw56aOUIOP/KL0vLqnDqNvyVOD3tS4b1j12pDpyHPmhXow5j/L+hK82hs+j3H0+itJQnkd5gU+/9uVI59qR2ljNfPRd/8z8BeUC7yUjNZQbng5cUNt6Z1CeubxuDPP15mek8+xo7YNPA6+KiNsi4jNjWNY3Kef702p9cDnlWGszbD+sy92L8tLIWynn5V80xo8l/b51bW13fpWyz17M4jcOlroNN4565SeUxyJubHwPylvvl6q+q/X3pygvKJ1b/0+0YW2VLI91vJzyst/rKNvgC5THi9p8mrIuZ9W68nzKM8RDcdFhlDp3AWXdx/Lb51+r/2+NiL69ApZkm45hvT5Z0zmLcsH4BErPSyjPV59ct9GrRzoOR3EyJT4dtXcKLHpbZv+REd+jvAa/eSf2espLA340lgVMNfXq5u2UyuLpwKsy89WDzdXkiogPUR6g32+0aaeqiPgqpdv4RyhB32Ny8W6j6lCUO4U3Zeb7Bp2XZUFEnEJ5gc+oAf1UERFvpXSTfc8kLe9KSp19ZWNYUh4fmds+59QVpZfI5ZQLX++gdKuelO05VUTESZSXw0zbuiQiLqBcCPoeJaDYeBy9n7QUIuJ/gVMy8wuDzstU0K++nCpswy2fIuKFwBeyPKo3cBHxPErPlFk5/Jn5vkb7gedzWfQs5bQVES+nvLUxKP3sf0N5g+RWlKv0muJqd40/U65GvYRyZfsYynNv77eynVwRMYtyp2W7weZk2ZGZg+hmOi6Z+dnJWlbtRvalqdgAXFIR8XeUuzSrU+7sfCczH6wXpb8zyLxpbKJ0d7+GcndkX8rPX/2AcpfkHQbMk6u2EbantA2We1OtvrQNp+qJlH1g4KI8vnI4JYgfNWCGUbpnZ+a/jaWP9zQwm9KV9SZKoLx3Fmdl5nkjzzo9RfvLeI4adN6W0qMoF3HupnRtPDQzL83MWzLzcwPN2VKI8pxiv/K5YtB5G02UFzddDny82Z0tIo5qWafvt6cmjU3tgt/v5ULT0ZsoXVl/R3mO8lCAzJyTmVcNMmNdifaX4rV1w57qHk95b8AdlO63r8rMBZn52xz+ssBpYTrX3xFxMuXxn7dn49dE6mMsrS9hXJZNwfpymWrD9bMs1HFdxg4R8WnKY2T/PP6cjjsvW1N6HW9E6W4/tvm8GCpJkiRJUn9jeVuaJEmSJEnLJYNmSZIkSZJajPYisOXO+uuvn7NmzRp0NiRJkiRpIC6++OI/ZebMQedjqjBo7jFr1iwuuuiiQWdDkiRJkgYiIm4YdB6mErtnS5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1mDHoDGhsZh3x3UFnYVq5/piXDjoLkiRJkpYB3mmWJEmSJKnFlAyaI+LEiLglIi5vDFs3Is6OiGvr/3Ua446MiLkRcU1E7NoY/rSI+E0d95mIiMleF0mSJEnS9DUlg2bgJGC3nmFHAOdk5lbAOfU7EbENsDewbZ3n2IhYsc7zOeBgYKv615umJEmSJEmtpmTQnJk/Bf7cM3g2cHL9fDKwZ2P4aZl5X2ZeB8wFdoyIjYC1MvO8zEzgS415JEmSJEka1ZQMmltsmJkLAOr/DerwTYB5jenm12Gb1M+9wyVJkiRJGpPpFDS36fecco4wfPEEIg6OiIsi4qKFCxdOaOYkSZIkSdPXdAqab65drqn/b6nD5wObNabbFLipDt+0z/DFZObxmblDZu4wc+bMCc+4JEmSJGl6mk5B8xnA/vXz/sC3G8P3joiVI2ILygu/LqxduO+KiGfWt2a/rjGPJEmSJEmjmjHoDPQTEacCOwPrR8R84IPAMYe18o0AAB1YSURBVMCciDgIuBHYCyAzr4iIOcCVwIPAYZn5UE3qUMqbuFcFvl//JEmSJEkakykZNGfmPi2jdmmZ/mjg6D7DLwKeOIFZkyRJkiQtR6ZT92xJkiRJkiaVQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLaZd0BwR/xgRV0TE5RFxakSsEhHrRsTZEXFt/b9OY/ojI2JuRFwTEbsOMu+SJEmSpOllWgXNEbEJ8DZgh8x8IrAisDdwBHBOZm4FnFO/ExHb1PHbArsBx0bEioPIuyRJkiRp+plWQXM1A1g1ImYAqwE3AbOBk+v4k4E96+fZwGmZeV9mXgfMBXac5PxKkiRJkqapaRU0Z+YfgH8HbgQWAHdk5lnAhpm5oE6zANigzrIJMK+RxPw6TJIkSZKkUU2roLk+qzwb2ALYGFg9IvYbaZY+w7JPugdHxEURcdHChQsnJrOSJEmSpGlvWgXNwIuA6zJzYWY+AHwD2Am4OSI2Aqj/b6nTzwc2a8y/KaU79zCZeXxm7pCZO8ycObPTFZAkSZIkTR/TLWi+EXhmRKwWEQHsAlwFnAHsX6fZH/h2/XwGsHdErBwRWwBbARdOcp4lSZIkSdPUjEFnYElk5gURcTpwCfAgcClwPLAGMCciDqIE1nvV6a+IiDnAlXX6wzLzoYFkXpIkSZI07UyroBkgMz8IfLBn8H2Uu879pj8aOLrrfEmSJEmSlj3TrXu2JEmSJEmTxqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqcWkBc0RsU5EPHmylidJkiRJ0nh1GjRHxLkRsVZErAv8GvhiRHyyy2VKkiRJkjRRur7T/MjMvBN4JfDFzHwa8KKOlylJkiRJ0oToOmieEREbAa8Gzux4WZIkSZIkTaiug+YPAz8E5mbmryJiS+DajpcpSZIkSdKEmNFl4pn5NeBrje+/B/6+y2VKkiRJkjRROg2aI2Im8EZgVnNZmfn6LpcrSZIkSdJE6DRoBr4N/Az4EfBQx8uSJEmSJGlCdR00r5aZ7+14GZIkSZIkdaLrF4GdGRF7dLwMSZIkSZI60XXQfDglcL43Iu6qf3d2vExJkiRJkiZE12/PXrPL9CVJkiRJ6lLXzzQTEa8Anle/npuZZ3a9TEmSJEmSJkKn3bMj4hhKF+0r69/hddh40lw7Ik6PiKsj4qqIeFZErBsRZ0fEtfX/Oo3pj4yIuRFxTUTsOr41kiRJkiQtT7p+pnkP4MWZeWJmngjsVoeNx6eBH2TmE4CnAFcBRwDnZOZWwDn1OxGxDbA3sG1d9rERseI4ly9JkiRJWk50HTQDrN34/MjxJBQRa1G6ep8AkJn3Z+btwGzg5DrZycCe9fNs4LTMvC8zrwPmAjuOJw+SJEmSpOVH1880fwy4NCJ+DAQl4D1yHOltCSwEvhgRTwEupnT/3jAzFwBk5oKI2KBOvwlwfmP++XWYJEmSJEmj6vROc2aeCjwT+Eb9e1ZmnjaOJGcA2wOfy8ztgL9Qu2K3iH7ZWmyiiIMj4qKIuGjhwoXjyJ4kSZIkaVnSSdAcEU+o/7cHNqLc4Z0HbFyHLa35wPzMvKB+P50SRN8cERvVZW4E3NKYfrPG/JsCN/UmmpnHZ+YOmbnDzJkzx5E9SZIkSdKypKvu2e8ADgY+0WdcAi9cmkQz848RMS8iHp+Z1wC7sOjN3PsDx9T/366znAGcEhGfBDYGtgIuXJplS5IkSZKWP50EzZl5cP24e2be2xwXEauMM/m3Al+JiJWA3wMHUu6Yz4mIg4Abgb1qPq6IiDmUoPpB4LDMfGicy5ckSZIkLSe6fhHYLyndp0cbNmaZeRmwQ59Ru7RMfzRw9NIuT5IkSZK0/OokaI6IR1HeUr1qRGzHohdyrQWs1sUyJUmSJEmaaF3dad4VOIDy4q1PNobfBRzV0TIlSZIkSZpQXT3TfDJwckT8fWZ+vYtlSJIkSZLUtU6fac7Mr0fES4FtgVUawz/c5XIlSZIkSZoInfxO85CIOA54DeWN10F5q/XmXS5TkiRJkqSJ0mnQDOyUma8DbsvMfwaeBWzW8TIlSZIkSZoQXQfN99T/f42IjYEHgC06XqYkSZIkSROi699pPjMi1gY+DlwCJPCFjpcpSZIkSdKE6PpFYB+pH78eEWcCq2TmHV0uU5IkSZKkidL1i8AOq3eaycz7gBUi4s1dLlOSJEmSpInS9TPNb8zM24e+ZOZtwBs7XqYkSZIkSROi66B5hYiIoS8RsSKwUsfLlCRJkiRpQnT9IrAfAnPq7zUncAjwg46XKUmSJEnShOg6aH4v8CbgUCCAs/Dt2ZIkSZKkaaLrt2f/Dfhc/ZMkSZIkaVrpJGiOiDmZ+eqI+A2lW/YwmfnkLpYrSZIkSdJE6upO8+H1/8s6Sl+SJEmSpM51EjRn5oL6/4Yu0pckSZIkaTJ01T37LoZ3y476PYDMzLW6WK4kSZIkSROpqzvNa3aRriRJkiRJk6nrn5wiIrYHnkO50/zzzLy062VKkiRJkjQRVugy8Yj4AHAysB6wPnBSRLyvy2VKkiRJkjRRur7TvA+wXWbeCxARxwCXAB/teLmSJEmSJI1bp3eageuBVRrfVwZ+1/EyJUmSJEmaEF29PfuzlGeY7wOuiIiz6/cXAz/vYpmSJEmSJE20rrpnX1T/Xwx8szH83I6WJ0mSJEnShOvqJ6dO7iJdSZIkSZImU6cvAouI6yjdsofJzC27XK4kSZIkSROh67dn79D4vAqwF7Bux8uUJEmSJGlCdPr27My8tfH3h8z8FPDCLpcpSZIkSdJE6bp79vaNrytQ7jyv2eUyJUmSJEmaKF13z/5E4/ODwHXAqztepiRJkiRJE6LToDkzX9Bl+pIkSZIkdamTZ5oj4hkR8euIuDsizouIrbtYjiRJkiRJXerqRWD/BbwLWA/4JPCpjpYjSZIkSVJnugqaV8jMszPzvsz8GjCzo+VIkiRJktSZrp5pXjsiXtn2PTO/0dFyJUmSJEmaMF0FzT8BXg4kEI3v1GEGzZIkSZKkKa+ToDkzDwSIiPdl5kfr55Uz874ulidJkiRJUhe6env2eyLiWcCrGoPP62JZkiRJkiR1pavu2dcAewFbRsTPgKuA9SLi8Zl5TUfLlCRJkiRpQnX19uzbgKOAucDOwGfq8CMi4pcdLVOSJEmSpAnVVdC8G/Bd4DGU32neEfhLZh6YmTuNN/GIWDEiLo2IM+v3dSPi7Ii4tv5fpzHtkRExNyKuiYhdx7tsSZIkSdLyo5OgOTOPysxdgOuBL1O6gc+MiJ9HxHcmYBGHU7p8DzkCOCcztwLOqd+JiG2AvYFtKYH8sRGx4gQsX5IkSZK0HOjqTvOQH2bmrzLzeGB+Zj4HOHA8CUbEpsBLgS80Bs8GTq6fTwb2bAw/LTPvy8zrKN3FdxzP8iVJkiRJy49Og+bMfE/j6wF12J/GmeyngPcAf2sM2zAzF9T0FwAb1OGbAPMa082vwyRJkiRJGlXXd5oflpm/Hm8aEfEy4JbMvHiss/TLSp90D46IiyLiooULF44rj5IkSZKkZcekBc0T5NnAKyLieuA04IUR8WXg5ojYCKD+v6VOPx/YrDH/psBNvYlm5vGZuUNm7jBz5swu8y9JkiRJmkamVdCcmUdm5qaZOYvygq//zcz9gDOA/etk+wPfrp/PAPaOiJUjYgtgK+DCSc62JEmSJGmamjHoDEyQY4A5EXEQcCOwF0BmXhERc4ArgQeBwzLzocFlU5IkSZI0nUzboDkzzwXOrZ9vBXZpme5o4OhJy5gkSZIkaZkxrbpnS5IkSZI0mQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktplXQHBGbRcSPI+KqiLgiIg6vw9eNiLMj4tr6f53GPEdGxNyIuCYidh1c7iVJkiRJ0820CpqBB4F3ZubWwDOBwyJiG+AI4JzM3Ao4p36njtsb2BbYDTg2IlYcSM4lSZIkSdPOtAqaM3NBZl5SP98FXAVsAswGTq6TnQzsWT/PBk7LzPsy8zpgLrDj5OZakiRJkjRdTauguSkiZgHbARcAG2bmAiiBNbBBnWwTYF5jtvl1mCRJkiRJo5qWQXNErAF8HXh7Zt450qR9hmWf9A6OiIsi4qKFCxdOVDYlSZIkSdPctAuaI+IRlID5K5n5jTr45ojYqI7fCLilDp8PbNaYfVPgpt40M/P4zNwhM3eYOXNmd5mXJEmSJE0r0ypojogATgCuysxPNkadAexfP+8PfLsxfO+IWDkitgC2Ai6crPxKkiRJkqa3GYPOwBJ6NvBa4DcRcVkddhRwDDAnIg4CbgT2AsjMKyJiDnAl5c3bh2XmQ5OfbUmSJEnSdDStgubM/Dn9n1MG2KVlnqOBozvLlCRJkiRpmTWtumdLkiRJkjSZDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJkiRJamHQLEmSJElSC4NmSZIkSZJaGDRLkiRJktTCoFmSJEmSpBYGzZIkSZIktTBoliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUguDZkmSJEmSWhg0S5IkSZLUwqBZkiRJkqQWBs2SJEmSJLUwaJYkSZIkqYVBsyRJkiRJLQyaJUmSJElqYdAsSZIkSVILg2ZJkiRJkloYNEuSJEmS1GLGoDMgdWHWEd8ddBamleuPeemgsyBJkiRNSd5pliRJkiSphUGzJEmSJEktDJolSZIkSWph0CxJkiRJUotlPmiOiN0i4pqImBsRRww6P5IkSZKk6WOZDpojYkXgv4DdgW2AfSJim8HmSpIkSZI0XSzTQTOwIzA3M3+fmfcDpwGzB5wnSZIkSdI0saz/TvMmwLzG9/nAMwaUF2nK8netl5y/ba0ueUwuGY9HdcnjUV2y/poelvWgOfoMy8UmijgYOLh+vTsiruk0V6NbH/jTgPOwvLMMBm9Kl0H866BzMCmmdBksJyyDMej4eLQMBs8yGDzLoCNLUH9NdhlsPonLmvKW9aB5PrBZ4/umwE29E2Xm8cDxk5Wp0UTERZm5w6DzsTyzDAbPMhg8y2DwLIPBswwGzzIYPMtg8CyDwVrWn2n+FbBVRGwRESsBewNnDDhPkiRJkqRpYpm+05yZD0bEW4AfAisCJ2bmFQPOliRJkiRpmlimg2aAzPwe8L1B52MJTZmu4ssxy2DwLIPBswwGzzIYPMtg8CyDwbMMBs8yGKDIXOy9WJIkSZIkiWX/mWZJkiRJkpaaQfMUExG7RcQ1ETE3Io4YdH6WBxGxWUT8OCKuiogrIuLwOnzdiDg7Iq6t/9cZdF6XZRGxYkRcGhFn1u9u/0kWEWtHxOkRcXU9Hp5lOUyeiPjHWgddHhGnRsQqbv/uRcSJEXFLRFzeGNa63SPiyHqOviYidh1MrpctLWXw8VoX/V9EfDMi1m6MswwmUL/t3xj3rojIiFi/McztP8HayiAi3lq38xUR8W+N4ZbBJDNonkIiYkXgv4DdgW2AfSJim8HmarnwIPDOzNwaeCZwWN3uRwDnZOZWwDn1u7pzOHBV47vbf/J9GvhBZj4BeAqlPCyHSRARmwBvA3bIzCdSXl65N27/yXASsFvPsL7bvZ4b9ga2rfMcW8/dGp+TWLwMzgaemJlPBn4LHAmWQUdOYvHtT0RsBrwYuLExzO3fjZPoKYOIeAEwG3hyZm4L/HsdbhkMgEHz1LIjMDczf5+Z9wOnUQ4WdSgzF2TmJfXzXZRAYRPKtj+5TnYysOdgcrjsi4hNgZcCX2gMdvtPoohYC3gecAJAZt6fmbdjOUymGcCqETEDWA24Cbd/5zLzp8Cfewa3bffZwGmZeV9mXgfMpZy7NQ79yiAzz8rMB+vX84FN62fLYIK1HAMA/wG8B2i+AMnt34GWMjgUOCYz76vT3FKHWwYDYNA8tWwCzGt8n1+HaZJExCxgO+ACYMPMXAAlsAY2GFzOlnmfopyY/9YY5vafXFsCC4Ev1m7yX4iI1bEcJkVm/oFyF+FGYAFwR2aehdt/UNq2u+fpwXg98P362TKYBBHxCuAPmfnrnlFu/8nzOOC5EXFBRPwkIp5eh1sGA2DQPLVEn2G+3nySRMQawNeBt2fmnYPOz/IiIl4G3JKZFw86L8u5GcD2wOcyczvgL9gVeNLUZ2ZnA1sAGwOrR8R+g82V+vA8Pcki4p8oj1F9ZWhQn8ksgwkUEasB/wR8oN/oPsPc/t2YAaxDeXTw3cCciAgsg4EwaJ5a5gObNb5vSumep45FxCMoAfNXMvMbdfDNEbFRHb8RcEvb/BqXZwOviIjrKY8kvDAivozbf7LNB+Zn5gX1++mUINpymBwvAq7LzIWZ+QDwDWAn3P6D0rbdPU9PoojYH3gZsG8u+o1Uy6B7j6FcwPt1PTdvClwSEY/C7T+Z5gPfyOJCSm+89bEMBsKgeWr5FbBVRGwREStRHvI/Y8B5WubVq3YnAFdl5icbo84A9q+f9we+Pdl5Wx5k5pGZuWlmzqLs8/+bmfvh9p9UmflHYF5EPL4O2gW4EsthstwIPDMiVqt10i6U9yu4/QejbbufAewdEStHxBbAVsCFA8jfMi8idgPeC7wiM//aGGUZdCwzf5OZG2TmrHpung9sX88Tbv/J8y3ghQAR8ThgJeBPWAYDMWPQGdAimflgRLwF+CHlzaknZuYVA87W8uDZwGuB30TEZXXYUcAxlK4wB1EatHsNKH/LK7f/5Hsr8JV60e73wIGUi6uWQ8cy84KIOB24hNIV9VLgeGAN3P6diohTgZ2B9SNiPvBBWuqfzLwiIuZQLig9CByWmQ8NJOPLkJYyOBJYGTi7XEfi/Mw8xDKYeP22f2ae0G9at383Wo6BE4ET689Q3Q/sX3tcWAYDEIt6u0iSJEmSpCa7Z0uSJEmS1MKgWZIkSZKkFgbNkiRJkiS1MGiWJEmSJKmFQbMkSZIkSS0MmiVJU0JEPBQRl0XE5RHxtYhYbZTpz42IHfoMPyAi/rN+PiQiXrcUeVk7It7c+L5x/Umocav5vqau62UR8aqJSHcqiIhZEXFP4+f7iIi7e6Z5uHxa0nhNRMyNiDO7zKskSWNl0CxJmiruycynZuYTKb9Jech4E8zM4zLzS0sx69rAw0FzZt6UmRMZ3O5b1/WpmTksGI9iOp+ff5eZT13amTPzq8AbJjA/kiSNy3Q+KUuSll0/Ax5b71xePjQwIt4VER9qTLdfRPyy3p3esTeRiPhQRLyrfn5sRPwoIn4dEZdExGMiYo2IOKd+/01EzK6zHgM8pt4J/ngzHxGxSkR8sU5/aUS8oA4/ICK+ERE/iIhrI+LfxrqyNf2rIuJY4BJgs4h4SUScV/P2tYhYo067W0RcHRE/j4jPDN2Rba5r/X55RMyqn/eLiAvr+nw+Ilasw++OiKPrNjk/IjaswzeMiG/W4b+OiJ0i4iMRcXgj/aMj4m1jXceW9b6s8XdPRDx/POlJktQFg2ZJ0pQSETOA3YHfjGHy1TNzJ8pd4RNHmfYrwH9l5lOAnYAFwL3A32Xm9sALgE9ERABHUO+YZua7e9I5DCAznwTsA5wcEavUcU8FXgM8CXhNRGzWlpdGsLheHfZ44EuZuR3wF+B9wItq3i4C3lGX89/Ay4HnAo8aZZ2JiK1rnp5d7wA/BOxbR68OnF+3yU+BN9bhnwF+UodvD1wBnADsX9NcAdi7btPRrNoMjoEPD40YutsOvL+u4y/HkJ4kSZNqxqAzIElStWrjWdifUYK0jUeZ51SAzPxpRKwVEWv3mygi1gQ2ycxv1unvrcMfAfxLRDwP+BuwCbDhKMt8DvDZms7VEXED8Lg67pzMvKOmfSWwOTCvTxr7ZuZFPfm7ITPPr4OeCWwD/KLE8KwEnAc8AbguM6+t830ZOHiU/O4CPA34VU1rVeCWOu5+YOjZ4YuBF9fPLwReV9fxIeAO4I6IuDUitqNso0sz89ZRlg21231jXQ8Admh83wr4OPDCzHxgDOlJkjSpDJolSVPFPb3PwkbEgwzvFbXK8FnIUb4/nFTL8H2BmcDTMvOBiLi+zzLGmhbAfY3PD7Fk59m/9Czj7MzcZ9iCI55K+zq2basATs7MI/vM80BmDqU3lvx+ATiAcod7tDv7o4qI1YE5wBsz86bxpidJUhfsni1JmspuBjaIiPUiYmXgZT3jXwMQEc8B7hi6y9srM+8E5kfEnnX6laO8nfuRwC01YH4B5c4wwF3Ami15+im1e3NEPA54NHDN0q5gi/OBZ0fEY+tyVqvLuhrYIiIeU6drBtXXU7pSExHbA1vU4ecAr4qIDeq4dSNic0Z2DnBonX7FiFirDv8msBvwdOCHS796D/si8MXM/NkEpCVJUicMmiVJU1btrvth4AJKN+Kreya5LSJ+CRwHHDRKcq8F3hYR/0d5dvZRlGdyd4iIiyiB8NV1ubdSukZfHhEf70nnWGDFiPgN8FXggMy8jwmUmQspd3RPrfk9H3hC7VZ+MPDdiPg5cENjtq8D69Yu7ocCv61pXUl5PvqsmtbZwEajZOFw4AV1HS8Gtq1p3Q/8GJjz/+3dywkCMRQF0BsbsAXXVjFFKO6twdIsxx6sQMbFjDjMEIXxh3DONpBHlpeXvPTXtmfrg/smyX7w5nnyhRgA/Fq538oCAP5JKaVJcmjbdtyB/1S9Rbrp3tvbu+rR+irJsf827JU6Tb54LgB4RKcZAHiqlLJOcko37GwSmHuXJMvBQLc5dXbpuvnnuXsAwDvpNAMAAECFTjMAAABUCM0AAABQITQDAABAhdAMAAAAFUIzAAAAVAjNAAAAUHEFFY+QQHHTrPIAAAAASUVORK5CYII=",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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F9622lWlqv++qT140K/vElzj5/Vs19GT5iX6kUvtfpbTf37Qu/tuV20Hd8NdJ+nHdsP+V9KHCOjm7ru3d1mJ9PyRp78Jy/qhufHHZPyBpYWHcJkr74v2azT+XW6ry9we1eutVf2GDRHget23+3G3a1U+7um0y/3Gq2/8otbX6xN3+ddM9cVyX9DHlY5M2PG4V67+2Dke97XewXXxe0kcbtImXFqZ9Y2HcvyknbBqso/p9wbla34+crqF9zPla3//8oqR/K0y3VV7X05qt1xb1FMonyIXtrbYfOFp1J/Rt2mi7flTD9aLGibtmZc9R4Yt5pX1VcZvZUumLsFoCbb6a9CPV233WW5WPT0r9uWWSXlK/XpUSdtfVzedarT+OXq0O+wMqJLYKdfBnSeMalG3U/hsl7jralgtl9lM1jo23qnCBjKSdldrIeDU4b89liueoLY8pqjv/UGeJu1bn9MOaXx7e0blhk3Vdf/xqlLjreNvPZY6U9KsOt9Xh5Cmu0tD98cvVPHHXsmyDONqdazTdjlotXye3yja6J3tZ4fXvlDKtG3C67L52yfcapUz9DoUiTzwHJyL+mF9u1Wi8UuayOK5es7KTi/Hmz3mgEOPfSno4ImpljlFKtNzmdFlx7ZbFqUrZ+XqTlHbm1xeW8zt5eM0DEbG2UXy2n+v04O3Vtn+vlNEtriNp6PoumizpwYh4pDDsd0pXXbRTXCd/VTrR2qAebT89X2J8r9NtJKc3iK9VPbWr44bzqStbW84/FsrWr5Omzw6wfbDtn+XLa9fkssVlaFY/ndRtI0O2OaU6qdesThURS5Qa9CttbynpVUpX7TXTrW1far5d7KZ0me+awro4VVLxmU71cUzw+lt0Wu0LrpK0RW4LuykdYL/ZYDknS1qW46qp396brtcGisv6qNI3QI3aQCdttKM2oLr10kCzspMl3RN5714fvxvfKv5QRPyh8L62r+7ZPivviy5TuoJI+f9XGyznDlp/FWExvpHWZf26eeK41EH7b2Q4dVZU9rFxN0lH1LXTFyl1CBrFOBoPKZ3wdupRSU8uvH+ypEfr6q1Z2Vr5R5qMbzSvfSJi29qf0pUx9b4o6faI+ETd8K2Vkn2j8TtJNypdXfM0STs2KjTMtls/7Za2/9fp9saHlb543NZDn+/Zrh/V9X6WWhyf8/HtRKWTgVW2L/D623Oa9bN2k/Tcuu36DUpf7LVdDqfb/m91uiVrjaRtNLS9tWoTk1XYT+XjzzINs5+lja+vXIx/nO0z8i0/DyudlKvZMmjDfVa7uq03SekkecT9LKU+1eG2N1e6gv2XEdFoHu3i73jbb1KmuF3sJumkunUxVUO3m4ZxdLAvOE/p5FeSXq909VGxT11Tv70/qrQdjLqfpdZtoF0bbXdMHov92AGSfhrp8Q0blKnrR/Zyn/V1pdsPJyt9qRuSftxgOYfUZdaVPnOez6ZKtwp30v4bGU6d1VTh2LibpG8W6vVWpYRt8Xyo1X5gNMeUZjo6p+/EMM8NOzl+NTLcum/WNxhtnqKT8/WalmVHcK7RyXa0gU4Td5fVDZtaeL2r0tUOQ+QT8LMkvVPpstxtlTqwTX9FrkdWKl2GWItrC6VLaGuGLF9E3BERRyp1sj8h6etO9ycvU90zNLL7la5O2atwkrBNRHSyA5LSwfQSpcz2NkqXp9avo0YnNlJa7xNtF0+edlXK3LfzRB3mE4cpalCPSt8A3qZ0if2TlZI1ZdThxJzEqinG/xSlE9Nf1k+YO2UXKd32sVPeDi9XZ8sw0rpdqQ3bSL1mdVpzvlIna46kW/LJznANa9vPmm0Xy5SuyNq28Ld1RBzSLoh2+4J8EFiotLyvV7od75EGs1ohaaqHPiOlfntvt16Lisu6ldKlz43aQCdttNdWStrFHvIrnMVt7DmSlkbE6sKw7fK+q6a2r+71Put8SUfafr7SFU0/aDCP+5W+WdqtLr6R1mX9utlV0ooO2v9wPqMTZR8blyldcVdsp0+KiGLSquUy2/62hz7/rfj37ULRm5S+5OrUYqVbTmr2zsPals3b8R6F8sOZV0O2T1a6Ku6YBqP3VEq61co2Wx+POj9nJZez7RfbPkup7o9RumXmKRFxQZNQhtN2652Ul+G5+fj8kloorZa9B4YcazS0HUgb9rPOi4gXKbX/UOprSc37Wcsk/bBuu94qIt7RLjCnZ0O9T9JrlW7331bpVuviOmrVJlaosJ/K+5mpGmY/SxtZX7nO65X6KgcqJRim1WbTweeOpG5XK115M+J+VkTconTidXCOf6S/9jisbb9BmeJ2sUzpsSHFdbFlRJzfQRzt9gXfU0qyzFTqazVb3vrt/UlK28Go+1lq3gY6aaNjYVR1WdeP7Nk+KyLWKNXna5W23fObfAE2pC6zrvSZ83z+otSXa9f+u9nPqsKxcZmkg+vqdkKk5+3WPLHMDc5R2x1T/qj05XpNMdnbbF22Oqcf7vw6Pjfs4PjVrbpv1jeQRpen6OR8vW3ZEZ5rdLIdbaBl4s727krPVritbtTxtqc4PUTvVA39tbeaJ+VAV+d5vUUpCzvWvq505dILnB5W+GENrdAhDxq1/Ubbk3IyofaN+zqlq0YOtP1apx8L2N72zFzuLEmftr1jnscutg/qML6tla4me8z2vko7wI7kbPhPJX3c9gSnh9geo8ZXuNT7O9uH52+sTlS6be1nTeJ7WNKjTg8Gb3vQ6bb8LegiSafZ3iwnBF5ZKHKI0iXOjRrGZkr3jq+WtNbpoc4d/bz1KOp2odIDrmfkZOOHOvm8OhfkON+hkXcoh7XtZ822i+skPez0UPEt8jdsz7T9nA7i6GRfcJ7SrQVvUPPl/bnS7SzvdXoI735K20GzE+J2DnH6wZnNlC5j/3mjqwk0ijbaRdcq7Yfemfc/c5SeD1HTqC4l6cO5zbxY6Zc3LxyDfdblSp2Sj0j6Wgy9QlKSFBHrlNrJPNtb54P/u5Vu5xmJHSW9K28XRyglXi5X+/Z/n6TtbW8zws+tV/ax8VylNn9QbqMTnB7oPKXtlFlEHJxPMBr9HVwoernSczye4PSjJ7UHTG+WP7+2z/mypHfnbW2yUsd6fpMwvinpmbZfk+f3QUk3Ffoiw5nXBvJ28C6lZzP+qUGRlyo9TFiS1GJ9bBURpxem+63SVXxLJT0rIl4eEefXXaFRr+O226DM1kpJ+DV5mxvJsaYbFko6xemB4LsodeIlbdiPtP0M2/vnju5jSvHXfszkbEkftT09J0GfZXt7pefTPN32m3Ib39T2c9zBj0QoraO1Su1tvO0PasOrOdst26G2D3D6wZGTlI6LP+1g2rL3B8Mxkv5CzdZK6+QBpRPE05uUa2TYdZuPH99Q6hNuaXuG0vPghus8pf3AS9S4fXWi422/oNl2cZaktztd1W7bT3L6MahOrmxuuS+IdAX915WehzZR6Tl1jZwn6S22Z+Y2erpS32hpBzE08p68bqYqPaO3URsYbRvtloVKy75n7rt/sG78wdqwDTTrR/Z6n3We0jOFX6PmfebLcwyvz/3G1ynd4nppBzE08sbCec1HJH09t8V27f8+je6HsOqVfWz8glLfdTdJcvpBvTktytefo7Y7ptwg6fW5DzdbQ/tZzfqsrc7phzu/4Zwbtjt+3Sdpigs/FjFCl0p6iu0Tcz9za9vPzeNGk6dYqHTuMMXpR8JOHmHZkZxrDHc7ktT+irtmB+rzlLL9d+a/j9UXyN9mfVLrH9L8t0rPqBlTEbFY6QHnFyhlSx9Rer7K43kF7qmhHbDZkhbbflTpQaNzI+KxiLhbqfGdpHQp9A1a/43/+5QeLPkzp8s0v6+U6e/EP0n6iO1HlA4SC4e5iEcqfbuxQulk50MR0eyAXHSxUqKk9uDSwyPiLw3K/avSifkjSp2KRgfdsfAGpedwPaC0vX1NacchtbhNNl+59S6l9fqQ0rJcMozPHXbdRsS3lZ77dVWe9qphfF5tHiuV2s4LNMJ1PoJtX2qyXeSD8yuVbmO9S+lbtrOVvl1rF0fbfUFE1JJyk1U4Ya4r82el24YPzp//OaVn4dV3ijt1ntLB/EGlh5s2/HUqjb6Njlpe9sOVEvNrlB5cfKlat4F7lepxhVIy/+2FddWzfVakXxz8htK3r62Szv+sVOd3Kj2v7zylZ8yMxM+Vnttzv9Jz9f4hIh5o1/7z+jhf0p1Ol6uP6NaCglKPjfmEYY7SyeBqpW/03qPOf0F+OL6sdNJS/DXi25U6y7soPVvvT1r/zfL/Kv0Iyq+VvpG9LA+TJDn9wtob8nKsVjohmadUb8/V+tuv286rA69Tut3uVq+/cu4LOY7nSPpDRFw3jPnVvDkinh4R8yKi/pclmxlu2y36jNJVrfcrdaI3+FX1MfIRpVtn7lLal3xd6/dN9f3IzZVuW75faTl3VNpepfTQ8YVKbehhpSToFrkdv1xpG1iRp/tEnlc731U6pvxG6QqrxzSM28Mi4nal/e1/5ZhfKemVeZ/czsbcVy76stK6vUfSLWr8JXCzzx1p3b5T6Xane5WS9l/q9DMLzld69tBVEXH/CKaXhrft1zTcLiJikdLzNf9bqf0vUee/lt3JvuA8pePyhTH0URhPiIgrlZ7BdZHSdrCHhu57h+tipeeI3qC0n/5igzKjaqPdkvvu/6l0l8ASpTYppTbwTKXHMdxdN1nDfuQY7LMuUerz3BcRN6qBiHhAKbF1ktK503slvWIU2/pXlNravUo/EPCuPLxd+/+ipBm5j/V/I/zsmiocGz+rtP6/l/vBP1PqozQz5BjfwTHlhDysdnv1/xWmbdZnbXVOP5z57abhnRu2O35dpXQ3xL22R7rd1drTy/Jy3Kv0i9Z/n0ePJk9xllJ7u1HpishvjKTsCM81hrsdSVr/IOfGI+3LJf13RBSvSFuq9KC+77ebeRU5Xcq8RmmH9xylE7y2Pz2/MbF9mtKDKt9YdiwjZftrSpfGflSpEe8REb8vN6pqY9tfz/Z8pQeFvr/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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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J03bpPL4fTQZ3Le2b9/3Ay4D7tJ3ji2h+mRil64CdO3HdneYUjglrbV9V/biqDqE5cP8F+Pc01/i5hmb452S/oPklZc/OF4F7V9V0Hdyuj9MMx96lqu5NMzR18j6quyzVuBbYJkn3C9L9aH5Fmsmdddh+4OzMgHqk+XXlMmD3qroXTUdhHHW4TduBmtCN/77ADsD3Jy+Y5noNn6IZFrt9exyeyXDbMNe6vY67vkcmm6pOJ5xC80vJQcAlbUdytmZ17LemOi6uofn1cKvObcuqOmCmIGZqC9oPxOU02/s3wBmTvghNuBbYJWtfYHXy8T7Tfu3qbusWNL/cDXoPDPMeXWjXATsl6b5u9xh7JM0vmas707Zu264JE231QrdZpwCHJPkTmlNjvjpgHb+gGaa+66T4Zl2XMxw/19CcItI9bu9RVacMWNW1A+KZOB6mav/vEs6A+H5Gcxrb02iuC/eRIdYD42+jr6H59Xbbzr67V1Xt2SkzbR0leXbWvn7d5NtE2/hDmmTNsC6mOeVq4nXuSVM/gy6i/H+BTZLs3pn2sE7Z2axroCQPBk4GnjWgI/oQmvfmzW3Z902zPy6etN6d01wr6xLgVJr3zV5V9axpwrHPZp/NPpt9Nvts9tkm2GebJpwB8S2mPtt+NGcATPwr+HRt4TDrn3zMd+vk1zQJ6wndaw/Ptu2b6li7c/o6fpYMMuwxNYyZtncmQ7eb0yb6kuxGc178ZZNmHdF2QLehOUAH/UPdPdtAVrfregHNL0Kj9u80mfk/TXOxy9ezdiUfSOdXxSTPSbKkbYgmfoG/g+YXjscneVaaC+3eJ8lebbn3A2/PmguJ7pRkvyHj25Lml8/fJdmbptEbSvuF4lvAm5NsnuaCmi9k8K8xk/1Rkqe32eGX07x5vz1FfDcDt6a5OPlLh41vvlTVT2n+CfHYJHdrP4ye0ilyAM2pD4MO/LvRXO9iNXB7mlEXTxzydedat8uB5yfZo+3ovm6Y15vk1DbOlzL9L8PTmdWx35rquDgfuDnJq5PcPc0FWx+a5JFDxDFMW/Bxmus5PJupt/c7NB8Ur0qyaZJ9aI6DU4eIYZAD0lys/W40pxF9Z4pfi+b8Hp1H59G0Qy9r25+DaK5BMmFQXQK8vn3PPAZ4MvDJEbRZZ9J0vt4AfGLSr/kAtJ2K5cBxSbZsv1j8I80vqXMx1fHzfuDwNL8cJ8k901yYetDosVOA16S5MPS2NEPrJ+L5IPCCJPsm2ajdX4P+rOF6YOd0Lqzc+jDwKprr5Awa+TDIWNvo9hfsLwFvTXKvdrsfkOSxs1jHx6pqi2luV7dFzwIekc6fRLTH+eY0pwxt3H7GTfyaeRrw0DQXyd6cpq5+OKCvQjUjJD4NvKGt/0fTfBn/yGzXNUiSe9Fct+g11fzRx2SPBf6jE8/h0+yPPTvrPZYm2fhgmjrdvare0H4eThWLfbaGfTb7bPbZ7LPZZ2vYZ7PPNpXJx+Fy4B/a/sLWNNfvm836t2uX3zTJM2l+6JxY/wXAwe28ZTTXM5ww27bvemBppv9n3Tl/lkzhA8Ark/xRe2w+MFP8IdAQZtremVxPc93VGc00om+qhujjNJV9RXt70+QCVXUJ8Faaxu56mjfLN4cJaj5V1cU0F548lSaDegvNtQtuS3JvmoPwW51F9gcuTnIrzcVeD66q37VfSA4AXkEzXPwC1owCeDXNBWe/nWYY7peZ/tSarr+j+QJyC00jtXyWm3gIzXnm19I0Rq+rqrOGWO6zNI3sjTS/WDy9qv57QLlX0nwo3ELTAA/6gjAKz6a5JsUvaY63T9A0ojDNKSDtr0T/QLNfb6TZltNn8bqzrtuq+g+aa2B8pV32K7N4vYl1XEfz3vlT5rjP53DswxTHRfsh/xSaIfZX0vy69wHg3kPEMWNbUFUTHcId6XwpnlTmv2hOiXlS+/rvobmux1BfyAf4OE2H/lc0F8d99hTl1vU9us7abX86zZfCm4Dn0Fysd7r3wM9p6vFami+Sh3f21YK1WdX8G+Cnaa7DMt0Xnr+nqfMraK5d83GaayXN2lTHT1WtoLke27to9sVKmuuIDPImmi+nPwR+RDPa5E3tes4HXgC8nebiwl9j7V+SJ3yFJjnz8yS/6Ew/rS1/Wq19as501oc2+nk0naVL2jj+nWYkzryqqutp9t1BncmvoRnFcBTN8f7bdhrtKIhn0FxP6Eaa61FNnHo08c+F3Xbk72hGKtxA8+XgpW37OOO6hvAImvfO29IZndeZfwjN6S2z9Rlgx6p6QVV9bYqkyGT22eyz2Wezz2afzT5bl302+2x3kSTc9fTx99Nci+5Cmv356Vmu/zvA7jTv9+OAv6qqiVNSX0szIu5GmsTWncfaHNq+T7b3v0xyl5Hh7TrX9bNk8vo+2W7Tx9v4PkMzqngu65pye4dcxZtpktw3JXnldAUzXd8xyZnAu6qq++vpVTQXJvzykMGsV9IM976J5kB8JM1BON1pML2TZqTAA6vqOeOOZa6SfIJm6PMbaT4cH1BV/zneqNZvHvtrJDmJ5oLRrxl3LHOV5Ds0p2CcSfMldschkwEagyQ/ofnHsBk/O/vQRs9Wkj1oTn/duy/HcZKn0FyIeiTtrH22fupDe2CfbfY89tewz6ZR63ufrR3d+a6q2nvGwiO22Nq+7vZW1ZXzue6ZRvSdw+Bz9TcoSZ6S5B5prn3wFprM/1U0O/Xt44xNw0nyyHaI8EZJ9qcZ+TGRTX+tHcbBPPb7I8ljk9y3PQ3kUJo/BPgCzS/0/2iHcf2V5Bk0p0LNeqTIYlFVl1TVI/t0HFfV50bcOT0H+2xaD9hnmxuP/f6wz7bhWkR9trlcpmBBLLa2b5rtnVfT/ntHVf2v+X7BMZm4Hk9ohvke3DawXxprVAuoPW3pMQNm/fOoY5kn96UZQnwfmn8yemlV/aCd995RB5PkGJprHU32jap60qjjmcaiO/YnpLmw/aCh+i8ZdSzz5ME0Q9C3oPnnp79qTxe6juYPB3oryftoTn2Z7KNVdfio45mNJOcAe9CM7Pp9Z3rf2miNmX22DVcP2wP7bHOz6I79CfbZ+sM+2/qvPb15fbLBtX1p/lDukilm71FrrkM9yFTbO6+mPXVXkiRJkiRJ0oZhplN3JUmSJEmSJG0ATPRJkiRJkiRJPTDtNfokzZ9tt922li5dOu4wJEmSJGksvve97/2iqpaMOw6pz0z0SSOydOlSVqxYMe4wJEmSJGkskvx03DFIfeepu5IkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvokSZIkSZKkHjDRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AObjDsASZKkuVh61OfHHcIG5arjDxx3CJIkSVpgjuiTJEmSJEmSesBEnyRJkiRJktQDJvqkVpKNk/wgyRnt822SnJXkx+391p2yRydZmeTyJPuNL2pJkiRJkqSGiT5pjSOBSzvPjwLOrqrdgbPb5yTZAzgY2BPYH3hPko1HHKskSZIkSdJaTPRJQJKdgQOBD3QmHwSc3D4+GXhqZ/qpVXVbVV0JrAT2HlWskiRJkiRJg5jokxrvAF4F/L4zbfuqug6gvd+unb4TcE2n3Kp2miRJkiRJ0tiY6NOil+TJwA1V9b1hFxkwraZY92FJViRZsXr16jnHKEmSJEmSNBMTfRI8GvjLJFcBpwKPS/JR4PokOwC09ze05VcBu3SW3xm4dtCKq+qEqlpWVcuWLFmyUPFLkiRJkiSZ6JOq6uiq2rmqltL8ycZXquo5wOnAoW2xQ4HPto9PBw5OslmS3YDdgfNHHLYkSZIkSdJaNhl3ANJ67HhgeZIXAlcDzwSoqouTLAcuAW4HjqiqO8YXpiRJkiRJkok+aS1VdQ5wTvv4l8C+U5Q7DjhuZIFJkiRJkiTNwFN3JUmSJEmSpB4w0SdJkiRJkiT1gIk+SZIkSZIkqQdM9EmSJEmSJEk9YKJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvokSZIkSZKkHjDRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AMm+iRJkiRJkqQeMNEnSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPWCiT5IkSZIkSeoBE32SJEmSJElSD5jokyRJkiRJknrARJ8WvSSbJzk/yYVJLk7y+nb6sUl+luSC9nZAZ5mjk6xMcnmS/cYXvSRJkiRJUmOTcQcgrQduAx5XVbcm2RQ4N8l/tPPeXlVv6RZOsgdwMLAnsCPw5SQPqqo7Rhq1JEmSJElShyP6tOhV49b26abtraZZ5CDg1Kq6raquBFYCey9wmJIkSZIkSdMy0ScBSTZOcgFwA3BWVX2nnfWyJD9McmKSrdtpOwHXdBZf1U4btN7DkqxIsmL16tULFr8kSZIkSZKJPgmoqjuqai9gZ2DvJA8F3gs8ANgLuA54a1s8g1YxxXpPqKplVbVsyZIlCxC5JEmSJElSw0Sf1FFVNwHnAPtX1fVtAvD3wPtZc3ruKmCXzmI7A9eONFBJkiRJkqRJTPRp0UuyJMlW7eO7A48HLkuyQ6fY04CL2senAwcn2SzJbsDuwPmjjFmSJEmSJGky/3VXgh2Ak5NsTJP8Xl5VZyT5SJK9aE7LvQp4CUBVXZxkOXAJcDtwhP+4K0mSJEmSxi1V0/25qKT5smzZslqxYsW4w5Ck3lh61OfHHYJ67KrjDxx3CJLUO0m+V1XLxh2H1GeeuitJkiRJkiT1gIk+SZIkSZIkqQdM9EmSJEmSJEk9YKJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvokSZIkSZKkHjDRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AMm+iRJkiRJkqQeMNEnSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPWCiT5IkSZIkSeoBE32SJEmSJElSD5jokyRJkiRJknrARJ8WvSSbJzk/yYVJLk7y+nb6NknOSvLj9n7rzjJHJ1mZ5PIk+40vekmSJEmSpIaJPgluAx5XVQ8D9gL2T/Io4Cjg7KraHTi7fU6SPYCDgT2B/YH3JNl4LJFLkiRJkiS1TPRp0avGre3TTdtbAQcBJ7fTTwae2j4+CDi1qm6rqiuBlcDeIwxZkiRJkiTpLkz0SUCSjZNcANwAnFVV3wG2r6rrANr77driOwHXdBZf1U6TJEmSJEkaGxN9ElBVd1TVXsDOwN5JHjpN8QxaxcCCyWFJViRZsXr16vkIVZIkSZIkaSATfVJHVd0EnENz7b3rk+wA0N7f0BZbBezSWWxn4Nop1ndCVS2rqmVLlixZsLglSZIkSZJM9GnRS7IkyVbt47sDjwcuA04HDm2LHQp8tn18OnBwks2S7AbsDpw/2qglSZIkSZLWtsm4A5DWAzsAJ7f/nLsRsLyqzkhyHrA8yQuBq4FnAlTVxUmWA5cAtwNHVNUdY4pdkiRJkiQJMNEnUVU/BB4+YPovgX2nWOY44LgFDk2SJEmSJGlonrorSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPWCiT5IkSZIkSeoBE32SJEmSJElSD5jokyRJkiRJknrARJ8kSZIkSZLUAyb6JEmSJEmSpB4w0SdJkiRJkiT1gIk+SZIkSZIkqQdM9EmSJEmSJEk9YKJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvrUW0m2TvKH445DkiRJkiRpFEz0qVeSnJPkXkm2AS4EPpTkbeOOS5IkSZIkaaGZ6FPf3LuqbgaeDnyoqv4IePyYY5IkSZIkSVpwJvrUN5sk2QF4FnDGuIORJEmSJEkaFRN96ps3AF8EVlbVd5PcH/jxmGOSJEmSJElacJuMOwBpPlXVJ4FPdp5fAUQQW20AABsXSURBVDxjfBFJkiRJkiSNhok+9UqSJcCLgaV0ju+q+ttxxSRJkiRJkjQKJvrUN58FvgF8GbhjzLFIkiRJkiSNjIk+9c09qurVs1kgyS7Ah4H7Ar8HTqiqdyY5lmZ04Oq26DFVdWa7zNHAC2mSif9QVV+cp/glSZIkSZLmxESf+uaMJAdMJOSGdDvwiqr6fpItge8lOaud9/aqeku3cJI9gIOBPYEdgS8neVBVOYJQkiRJkiSNjf+6q745kibZ97skt7S3m6dboKquq6rvt49vAS4FdppmkYOAU6vqtqq6ElgJ7D1P8UuSJEmSJM2JiT71SlVtWVUbVdXm7eMtq+pewy6fZCnwcOA77aSXJflhkhOTbN1O2wm4prPYKqZIDCY5LMmKJCtWr149qIgkSZIkSdK8MNGn3knyl0ne0t6ePIvltgA+Bby8qm4G3gs8ANgLuA5460TRAYvXoHVW1QlVtayqli1ZsmRW2yFJkiRJkjQbJvrUK0mOpzl995L2dmQ7bablNqVJ8n2sqj4NUFXXV9UdVfV74P2sOT13FbBLZ/GdgWvnbyskSZIkSZJmz0Sf+uYA4AlVdWJVnQjs306bUpIAHwQuraq3dabv0Cn2NOCi9vHpwMFJNkuyG7A7cP48boMkSZIkSdKs+a+76qOtgF+1j+89RPlHA88FfpTkgnbaMcAhSfaiOS33KuAlAFV1cZLlNCMGbweO8B93JUmSJEnSuJnoU9+8GfhBkq/SXEvvz4Gjp1ugqs5l8HX3zpxmmeOA49YhTkmSJEmSpHllok+9UlWnJDkHeCRN8u7VVfXz8UYlSZIkSZK08LxGn3ohyR+0948AdqD5w4xrgB3baZIkSZIkSb3miD71xT8ChwFvHTCvgMeNNhxJkiRJkqTRMtGnXqiqw9qHT6qq33XnJdl8DCFJkiRJkiSNlKfuqm++NeQ0SZIkSZKkXnFEn3ohyX2BnYC7J3k4a/5F917APcYWmCRJkiRJ0oiY6FNf7Ac8H9gZeFtn+i3AMeMISJIkSZIkaZRM9KkXqupk4OQkz6iqT407HkmSJEmSpFEz0adeqapPJTkQ2BPYvDP9DeOLSpIkSZIkaeH5ZxzqlSTvA/4a+Hua6/Q9E9h1rEFJkiRJkiSNgIk+9c2fVtXzgBur6vXAnwC7jDkmSZIkSZKkBWeiT33z2/b+N0l2BP4b2G2M8UiSJEmSJI2E1+hT35yRZCvgX4HvAwV8YLwhSZIkSZIkLTwTfeqVqnpj+/BTSc4ANq+q/xxnTJIkSZIkSaPgqbvqlSRHtCP6qKrbgI2S/N2Yw5IkSZIkSVpwJvrUNy+uqpsmnlTVjcCLxxiPJEmSJEnSSJjoU99slCQTT5JsDNxtjPFIkiRJkiSNhNfoU998EVie5H00f8RxOPCF8YYkSZIkSZK08Ez0qW9eDbwEeCkQ4Ev4r7uSJEmSJGkRMNGnXqmq3wPvbW+SJEmSJEmLhok+9UKS5VX1rCQ/ojlldy1V9YdjCEuSJEmSJGlkTPSpL45s75881igkSZIkSZLGxH/dVS9U1XXt/U8H3aZbNskuSb6a5NIkFyc5sp2+TZKzkvy4vd+6s8zRSVYmuTzJfgu7dZIkSZIkSTMz0adeSHJLkps7t1u69zMsfjvwiqp6CPAo4IgkewBHAWdX1e7A2e1z2nkHA3sC+wPvSbLxQm2bJEmSJEnSMDx1V71QVVuuw7LXARMjAm9JcimwE3AQsE9b7GTgHJp/9T0IOLWqbgOuTLIS2Bs4b64xSJIkSZIkrSsTfeqdJI8A/ozmTznOraofzGLZpcDDge8A23dOCb4uyXZtsZ2Ab3cWW9VOkyRJkiRJGhtP3VWvJPknmtF39wG2BU5K8pohl90C+BTw8qqa7nTfDJh2l3/6bdd5WJIVSVasXr16mDAkSZIkSZLmxESf+uYQ4JFV9bqqeh3NNfeePdNCSTalSfJ9rKo+3U6+PskO7fwdgBva6auAXTqL7wxcO2i9VXVCVS2rqmVLliyZ0wZJkiRJkiQNw0Sf+uYqYPPO882An0y3QJIAHwQuraq3dWadDhzaPj4U+Gxn+sFJNkuyG7A7cP66hy5JkiRJkjR3XqNPvZDk/9CcPnsbcHGSs9rnTwDOnWHxRwPPBX6U5IJ22jHA8cDyJC8ErgaeCVBVFydZDlxC84+9R1TVHfO8SZIkSZIkSbNiok99saK9/x5wWmf6OTMtWFXnMvi6ewD7TrHMccBxs4hPkiRJkiRpQZnoUy9U1cnjjkGSJEmSJGmcTPSpV5JcyYB/wK2q+48hHEmSJEmSpJEx0ae+WdZ5vDnNdfW2GVMskiRJkiRJI+O/7qpXquqXndvPquodwOPGHZckSZIkSdJCc0SfeiXJIzpPN6IZ4bflmMKRJEmSJEkaGRN96pu3dh7fDlwJPGtMsUiSJEmSJI2MiT71SlX9xbhjkCRJkiRJGgev0adeSPLHSS5McmuS85I8ZNwxSZIkSZIkjZKJPvXFu4FXAvcB3ga8Y7zhSJIkSZIkjZaJPvXFRlV1VlXdVlWfBJaMOyBJkiRJkqRR8hp96outkjx9qudV9ekxxCRJkiRJkjQyJvrUF18DngIUkM5z2mkm+iRJkiRJUq+Z6FMvVNULAJK8pqre1D7erKpuG29kkiRJkiRJo+E1+tQLSV6V5E+Av+pMPm9c8UiSJEmSJI2aI/rUF5cDzwTun+QbwKXAfZI8uKouH29okiRJkiRJC88RfeqLG4FjgJXAPsD/bqcfleRb4wpKkiRJkiRpVBzRp77YH3gd8ADgbcCFwK8nrt0nSZIkSZLUd47oUy9U1TFVtS9wFfBRmiT2kiTnJvncWIOTJEmSJEkaAUf0qW++WFXfBb6b5KVV9WdJth13UJIkSZIkSQvNEX3qlap6Vefp89tpvxhPNJIkSZIkSaNjok+9VVUXjjsGSZIkSZKkUTHRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SUCSE5PckOSizrRjk/wsyQXt7YDOvKOTrExyeZL9xhO1JEmSJEnSGib6pMZJwP4Dpr+9qvZqb2cCJNkDOBjYs13mPUk2HlmkkiRJkiRJA5jok4Cq+jrwqyGLHwScWlW3VdWVwEpg7wULTpIkSZIkaQgm+qTpvSzJD9tTe7dup+0EXNMps6qddhdJDkuyIsmK1atXL3SskiRJkiRpETPRJ03tvcADgL2A64C3ttMzoGwNWkFVnVBVy6pq2ZIlSxYmSkmSJEmSJEz0SVOqquur6o6q+j3wftacnrsK2KVTdGfg2lHHJ0mSJEmS1GWiT5pCkh06T58GTPwj7+nAwUk2S7IbsDtw/qjjkyRJkiRJ6tpk3AFI64MkpwD7ANsmWQW8DtgnyV40p+VeBbwEoKouTrIcuAS4HTiiqu4YR9ySJEmSJEkTTPRJQFUdMmDyB6cpfxxw3MJFJEmSJEmSNDueuitJkiRJkiT1gIk+SZIkSZIkqQdM9EmSJEmSJEk9YKJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvokSZIkSZKkHjDRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AMm+iRJkiRJkqQeMNEnSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPWCiT5IkSZIkSeoBE32SJEmSJElSD5jokyRJkiRJknrARJ8EJDkxyQ1JLupM2ybJWUl+3N5v3Zl3dJKVSS5Pst94opYkSZIkSVrDRJ/UOAnYf9K0o4Czq2p34Oz2OUn2AA4G9myXeU+SjUcXqiRJkiRJ0l2Z6JOAqvo68KtJkw8CTm4fnww8tTP91Kq6raquBFYCe48kUEmSJEmSpCmY6JOmtn1VXQfQ3m/XTt8JuKZTblU7TZIkSZIkaWxM9EmzlwHTamDB5LAkK5KsWL169QKHJUmSJEmSFjMTfdLUrk+yA0B7f0M7fRWwS6fczsC1g1ZQVSdU1bKqWrZkyZIFDVaSJEmSJC1uJvqkqZ0OHNo+PhT4bGf6wUk2S7IbsDtw/hjikyRJkiRJutMm4w5AWh8kOQXYB9g2ySrgdcDxwPIkLwSuBp4JUFUXJ1kOXALcDhxRVXeMJXBJkiRJkqSWiT4JqKpDppi17xTljwOOW7iIJEmSJEmSZsdTdyVJkiRJkqQeMNEnSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPeCfcUiStJ5YetTnxx2CJEmSpA2YI/okSZIkSZKkHjDRJ0mSJEmSJPWAiT5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AMm+iRJkiRJkqQe2GTcAUiSJEnrm6VHfX7cIWxQrjr+wHGHIEmScESfJEmSJEmS1Asm+iRJkiRJkqQeMNEnSZIkSZIk9YCJPkmSJEmSJKkHTPRJkiRJkiRJPWCiT5IkSZIkSeoBE32SJEmSJElSD5jokyRJkiRJknpgk3EHIK3vklwF3ALcAdxeVcuSbAN8AlgKXAU8q6puHFeMkiRJkiRJjuiThvMXVbVXVS1rnx8FnF1VuwNnt88lSZIkSZLGxkSfNDcHASe3j08GnjrGWCRJkiRJkkz0SUMo4EtJvpfksHba9lV1HUB7v92gBZMclmRFkhWrV68eUbiSJEmSJGkx8hp90sweXVXXJtkOOCvJZcMuWFUnACcALFu2rBYqQEmSJEmSJEf0STOoqmvb+xuA04C9geuT7ADQ3t8wvgglSZIkSZJM9EnTSnLPJFtOPAaeCFwEnA4c2hY7FPjseCKUJEmSJElqeOquNL3tgdOSQPN++XhVfSHJd4HlSV4IXA08c4wxSpIkSZIkmeiTplNVVwAPGzD9l8C+o49IkiRJkiRpME/dlSRJkiRJknrARJ8kSZIkSZLUAyb6JEmSJEmSpB4w0SdJkiRJkiT1gIk+SZIkSZIkqQdM9EmSJEmSJEk9YKJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSemCTcQcgSZIkacO29KjPjzuEDcpVxx847hAkST3liD5JkiRJkiSpB0z0SZIkSZIkST1gok+SJEmSJEnqARN9kiRJkiRJUg+Y6JMkSZIkSZJ6wESfJEmSJEmS1AObjDsASVJ/LT3q8+MOQZIkSZIWDUf0SZIkSZIkST1gok+SJEmSJEnqAU/dlaRZ8FRUSZIkSdL6yhF9kiRJkiRJUg+Y6JMkSZIkSZJ6wFN3pTlKsj/wTmBj4ANVdfyYQ5oTT0WVJEkaLftfWmhXHX/guEOQNCaO6JPmIMnGwLuBJwF7AIck2WO8UUmSJEmSpMXMRJ80N3sDK6vqiqr6L+BU4KAxxyRJkiRJkhYxE33S3OwEXNN5vqqdJkmSJEmSNBZeo0+amwyYVncplBwGHNY+vTXJ5Qsalbq2BX4x7iA0I+tpw2FdbRispw2HdbVhsJ42HNZVR/5l3BFMaddxByD1nYk+aW5WAbt0nu8MXDu5UFWdAJwwqqC0RpIVVbVs3HFoetbThsO62jBYTxsO62rDYD1tOKwrSWp46q40N98Fdk+yW5K7AQcDp485JkmSJEmStIg5ok+ag6q6PcnLgC8CGwMnVtXFYw5LkiRJkiQtYib6pDmqqjOBM8cdh6bkKdMbButpw2FdbRispw2HdbVhsJ42HNaVJAGpusv/B0iSJEmSJEnawHiNPkmSJEmSJKkHTPRJ2mAlOTLJRUkuTvLyAfP/Z5IL2ttFSe5Iss04Yl3shqireyf5XJIL2zIvGEeci90Q9bR1ktOS/DDJ+UkeOo44F6MkJya5IclFnWnbJDkryY/b+62nWHb/JJcnWZnkqNFFvTitY13dZVktjLnWU5Jdknw1yaVtW3nkaCNfXNahnjZvP6cm+hWvH23kkjQ+JvokbZDaBMOLgb2BhwFPTrJ7t0xV/WtV7VVVewFHA1+rql+NPtrFbZi6Ao4ALqmqhwH7AG9t/9FaIzJkPR0DXFBVfwg8D3jnaKNc1E4C9p807Sjg7KraHTi7fb6WJBsD7waeBOwBHJJkj4UNddE7iTnU1TTLamGcxNzq6XbgFVX1EOBRwBG+pxbUScytnm4DHtf2K/YC9k/yqIUMVJLWFyb6JG2oHgJ8u6p+U1W3A18DnjZN+UOAU0YSmSYbpq4K2DJJgC2AX9F8mdLoDFNPe9B8qaKqLgOWJtl+tGEuTlX1dZr3RddBwMnt45OBpw5YdG9gZVVdUVX/BZzaLqcFsg51NdWyWgBzraequq6qvt8+vgW4FNhpAUNd1Nahnqqqbm2fbtrevDi9pEXBRJ+kDdVFwJ8nuU+SewAHALsMKtjO3x/41Ajj0xrD1NW7aBJN1wI/Ao6sqt+PNsxFb5h6uhB4OkCSvYFdgZ1HGqW6tq+q66BJPgDbDSizE3BN5/kqTEqMwzB1pfGbVT0lWQo8HPjOgkemrqHqKcnGSS4AbgDOqirrSdKisMm4A5CkuaiqS5P8C3AWcCtNAmKqEWBPAb7pabvjMWRd7QdcADwOeABwVpJvVNXNIw12ERuyno4H3tl+cfoR8IMBZbR+yYBpjmqR1lGSLWh+QHy5n1Xrp6q6A9gryVbAaUkeWlVe/1JS7zmiT9IGq6o+WFWPqKo/pzmt48dTFD0YT9sdqyHq6gXAp9tTbVYCVwJ/MOo4F7uZ6qmqbq6qF7TXvXwesISmrjQe1yfZAaC9v2FAmVWsPTJzZ5qRsxqtYepK4zdUPSXZlCbJ97Gq+vQI41NjVu+nqroJOAevfylpkTDRJ2mDlWS79v5+NKcT3iWZl+TewGOBz442OnUNUVdXA/u2ZbYHHgxcMcoYNXM9Jdmq8ycpLwK+7kiWsTodOLR9fCiD27nvArsn2a2tu4Pb5TRaw9SVxm/GemqvJftB4NKqetsIY9Maw9TTknYkH0nuDjweuGxkEUrSGJnok7Qh+1SSS4DPAUdU1Y1JDk9yeKfM04AvVdWvxxOiWjPV1RuBP03yI5o/e3h1Vf1iXMEuYjPV00OAi5NcRvMvrkeOK9DFJskpwHnAg5OsSvJCmlOpn5Dkx8AT2uck2THJmQDtH6u8DPgizZ8GLK+qi8exDYvFXOtqmmW1ANahnh4NPBd4XJIL2tsBY9iERWEd6mkH4KtJfkjzg8dZVXXG6LdAkkYvVV6mRZIkSZIkSdrQOaJPkiRJkiRJ6gETfZIkSZIkSVIPmOiTJEmSJEmSesBEnyRJkiRJktQDJvokSZIkSZKkHjDRJ0mSei3JHUkuSHJRkk8muccM5c9JsmzA9OcneVf7+PAkz5tDLFsl+bvO8x2T/Pts1zPFus9Jcnm7rRck+av5WO/6IMnSJL9NckFn2q2TytxZP1Os46+TrExyxkLGKkmSNE4m+iRJUt/9tqr2qqqHAv8FHL6uK6yq91XVh+ew6FbAnYm+qrq2quYzIffsdlv3qqq1EohpbMh9v59U1V5zXbiqPgG8aB7jkSRJWu9syJ09SZKk2foG8MB2hNhFExOTvDLJsZ1yz0nyrXYU4N6TV5Lk2CSvbB8/MMmXk1yY5PtJHpBkiyRnt89/lOSgdtHjgQe0I+7+tRtHks2TfKgt/4Mkf9FOf36STyf5QpIfJ/lfw25su/5Lk7wH+D6wS5InJjmvje2TSbZoy+6f5LIk5yb53xMj37rb2j6/KMnS9vFzkpzfbs+/Jdm4nX5rkuPaffLtJNu307dPclo7/cIkf5r/1969hVhZRQEc/y+11EQNJbOkTCozS/IWhFqpFRQUFBiTSCWFggQKUVBQL0a9SC9FEXQRo5CE8KUeSiRSs4mUIkumC6QURYbIFOKtafXw7bHjaU5nGm/N8f+DgXP23t/ae5+nYbH2/iKeiogVNfGfjojlvd1jg31/XvN3ICJuPJ54kiRJ/YWJPkmSdEaIiEHAbcCOXgwflpmzqKrvXmsy9k3ghcy8BpgF/AwcBO7KzOnAPODZiAjgMUplWmY+WhfnIYDMnAIsBNZExJDSNxVoA6YAbRFxUaO11CS4Rpe2K4DXM3MasB94Ari5rG0b8HCZ52XgDuB6YGyTPRMRV5Y1zS6Vdl3AotI9DGgvv8kmYElpfw74sLRPB74CXgXuLzEHAPeU37SZobUJPWBld0d3VSPwZNnj1l7EkyRJ6vcGne4FSJIknWRDa+5220yVWLqwyTNrATJzU0SMiIhzexoUEcOBcZm5vow/WNrPAp6JiBuAP4FxwPlN5pwDPF/idETEbmBi6duYmZ0l9k5gPPBDDzEWZea2uvXtzsz20nQdMBn4qMo7cjbwMTAJ+D4zvy3PvQEsbbLem4AZwKcl1lBgT+k7DHTfhbcduKV8ng/cV/bYBXQCnRGxNyKmUf1Gn2Xm3iZzQzmSXbPXxcDMmu+XA6uA+Zl5pBfxJEmS+j0TfZIkqdUdqL/bLSL+4NiTDUOOfYRs8v1oqAbti4DzgBmZeSQidvUwR29jARyq+dzFf/sfbn/dHBsyc+ExE0dMpfEeG/1WAazJzMd7eOZIZnbH6816XwEWU1USNqugbCoihgHrgCWZ+dPxxpMkSeovPLorSZLORL8AYyJidEQMBm6v628DiIg5QGd3NV29zPwN+DEi7izjB0f1Vt+RwJ6S5JtHVYEH8DswvMGaNlGOvkbEROBi4Ou+brCBdmB2RFxW5jmnzNUBTIiIS8u42kTgLqpjtkTEdGBCad8ILIiIMaVvVESM599tBJaV8QMjYkRpXw/cClwLvNf37R21GlidmZtPQCxJkqR+w0SfJEk645SjnCuBT6iOmHbUDdkXEVuBl4AHm4S7F1geEV9Q3QU3luqOuZkRsY0qeddR5t1LdWz2y4hYVRfnRWBgROwA3gIWZ+YhTqDM/JWqcm5tWW87MKkcOV4KvBsRW4DdNY+9DYwqx5+XAd+UWDup7vt7v8TaAFzQZAkrgHllj9uBq0qsw8AHwLpypLfPSrJxAfBAzR1+M5s9J0mS1Ari71MVkiRJEkTEXOCRzKyvdDxZ8w2geivw3d33BNb1XwK8k5lXH+c8czmF+5IkSTrVrOiTJEnSaRMRk4HvqF448o8kX9EFjKx5qUpf5mmjqprc19cYkiRJ/3dW9EmSJEmSJEktwIo+SZIkSZIkqQWY6JMkSZIkSZJagIk+SZIkSZIkqQWY6JMkSZIkSZJagIk+SZIkSZIkqQWY6JMkSZIkSZJawF/CMJn9D8/cGwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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/kLMj3bc5M7m1DtubxvYMqEe6bzl+BOxcVXeke7MfRh1u0TpBE/rx35XuQP/u5AXT3b/gE3RDardux+HnmN02rGndXsXtz5HJpqrTCcfRfWNxAHB+6wyurtU69pupjosr6L7F27z3t1lV7TdTEDO1Be1N7QS67f1z4DOTPsxMuBLYocU1YfLxPtN+7etv66Z036ANOgdmc47Ot6uA7ZL0X7d/jD2Q7hvFlb1pd25t14SJtnq+26zjgGcleTDdEPAvD1jHz+m+2brbpPhWuy5nOH6uoLvcon/cblxVxw1Y1ZUD4pk4HqZq/28XzoD4fko3ZP/P6O6T9qFZrAeG30ZfQfct6pa9fXfHqtqtV2baOkry7Kx6P7fJfxNt4w/oOl6zdR7d5UsTr7MJXf2cN6Ds/wPWS7Jzb9r9emVXZ10DJdkFOAZ4xqQP0gD3oTs3r29l3zXN/jhv0nq3T3fvqPOB4+nOm92r6hnThGOfzT6bfTb7bPbZ7LNNsM82TTgD4hunPts+dCPxJ37JdLq2cDbrn3zM9+vk13RJ5wn9e/HO1fv+oGNw0HFyM93l4BNm7CPNkSvoRtb1j+9Nquqo6RaaNlmXZCe668R/NGnWoa0TuQXdQTbol9MmdtrKtq7n030zs9A+Tpchf0i6Gzj+A6ueFPvT+3YvyXOSLGuNycQ34bfQfdPw2CTPSHfz2Lsk2b2Vew/w77nt5pjbJdlnlvFtRvcN5O+S7EXXcM1K+1DwDeCfkmyY7iaRL2DwtyKTPSDJU9o3QC+nOwG/OUV81wM3prvh9otmG99cqaqf0P1C3xFJ7tDeUJ7YK7If3RDTQSfpHeju/7ASuDnd6IdZ/eT9WtTtCcDzkuzaOquvn83rTXJ8i/NFTP8N7XRW69hvpjouvg1cn+RVSTZKdxPS+yZ54CzimE1b8BG6+xs8m6m391t0jf3fJVk/3U05n0i3r9bEfuluQH4HuktyvjXggzasxTk6h86ka4de0tqfA+juyTFhUF0C/EM7Zx4OPAH42AK0WZ+je2N8A/DRWvVbdQBax+AE4Mgkm7UPB39D943mmpjq+HkPcEi6b3CTZJN0N1seNIrrOOC16W52vCXdsPyJeN4HPD/J3uluVrtdBv8AwdXA9undLLj5IPB3dPfDGDQCYZChttHtm+QvAG9Ocse23fdI8sjVWMeHq/tJ+6n+Lm9FTwX2SO+HD9pxviHd5Tfrtve4idENJwH3TXfj5w3p6uoHA/oqVDdS4UTgDa3+H0r3gfpDq7uuQZLcke4+Pq+t7scrJnsk8D+9eA6ZZn/s1lvvEXQJw13o6nTnqnpDez+cKhb7bB37bPbZ7LPZZ7PP1rHPZp9tKpOPwxOAl7X+wp3p7me3Ouvfqi2/fpKn031ZObH+c4AD27w96e7vN2Gu3vdXAn+guz/dhOOA/5PuR482pRvJ+NFadSTq65JsnGQ34PkM7iPNhYlRm/u0NnnDdD/Ks/10C800sm6qxuQjdBV2Sft70+QCVXU+8Ga6ButqugP+6zNuxhyrqvPobqZ4PF3m9ga6a/lvSvdrIPfhtuGf0N1o9rwkN9LdwPTAqvpd+1CxH/AKuqHX53Dbt/Gvort54TfTDWn9ItNfptL3YroPETfQNTQnrOYmPovueukr6RqU11fVqbNY7lN0DeW1dN8cPKWq/ndAuVfSNew30DWi83UAz+TZdPdo+AXd8fZRuoYQprmcon1b8zK6/Xot3bacvBqvu9p1W1X/Q3dPiC+1Zb+0Gq83sY6r6M6dh7CG+3wNjn2Y4rhob9RPpBuufindt2zvBe40izhmbAuqaqJTty29D7aTyvye7vKSx7fXfwfdfS5m9aF6gI/Qdcp/SXfD12dPUW5tz9G11rb9KXQf7K4DnkN3A9rpzoGf0dXjlXQfBg/p7at5a7Oq+5W6E+nuSzLdh5aX0tX5JXT3cvkI3b2DVttUx09VnUV3f7K30e2Li+nuqzHIm+g+YP4A+CHdqI83tfV8m+4N/N/pbpj7FVb9pm7Cl+gSLD9L8vPe9JNa+ZNq1ctcpjMKbfRz6T48n9/i+DgzDNdfE1V1Nd2+O6A3+bV0owkOpzvef9um0UYjPJXu/jrX0t2faeIynolf1Ou3Iy+mGzFwDV3H7UWtfZxxXbOwB92585b0Rsn15j+L7lKR1fVJYNuqen5VfWWKxMZk9tnss9lns89mn80+W599Nvtst5Mk3P5S7PfQ3UPt+3T788TVXP+3gJ3pzvcjgadV1cTlrK+jG+14LV0y7tZjbQ7f93/TXvfr6S4zfRDdMfohuvvcXUp3D+KXTtqur9Ada6fR3fbkC4P22dpqXy4cQPel6Uq6kXZ/y0yD56br/yX5HPC2qupnMy+juzHjF9c+7IXXsqrX0R1MD6Q7kKa7pGTJSfeN/T2r6jnDjmVNJfko3TDiN9K9wd2jqn413KhGm8f+bZIcTXcT5NcOO5Y1leRbdJczfI7ug+i2s/xAryFI8mO6X7Ka8b1zKbTRqyvJrnSXku61VI7jJE+ku7nygrSz9tmWpqXQHthnW30e+7exz6aFttT7bG2U5duqaq8ZCy+whWr7kizntl/tvXn60sMz08i60xl87fqikuSJbXjjJnT3wfgh3a+SXEeXddeIS/LANtx2nST70mWmP0l3z4rX2ekbzGN/6UjyyCR3bZdUHER3k/tT6L4p/xs7faMryVPpLita7REb46Kqzq+qBy6l47iqPr3AH65Pxz6bRoB9tjXjsb902GdbvMaoz7Yml/zPC9u+qU316zYAVNW/LFQg82zi/jShGzJ7YGsk52WY4yholwA9fMCsf1zoWObIXemG496F7hd2XlRV32vz3rnQwSR5Dd0w1sm+VlWPX+h4pjF2x/6EdDdrHzTs/a8XOpY5sgvd5Qub0v3K1dPapTdX0d1Ef8lK8i66y0gmO7aqDlnoeFZHktOBXelGWP2hN32ptdEaMvtsi9cSbA/ss62ZsTv2J9hnWzrss42+dqnwKBmptm+6+q6qBa3zaS+DlSRJkiRJkrRwZroMVpIkSZIkSdICMVknSZIkSZIkjYhp71knafa23HLLWr58+bDDkCRJkqShOPvss39eVcuGHYe02Jmsk+bI8uXLOeuss4YdhiRJkiQNRZKfDDsGaSnwMlhJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRKw37ACkhZJkc+C9wH2BAv4SuBD4KLAcuAx4RlVd28q/GngBcAvwsqr6/MJHLUnjbfnhnx12CIvKZUftP+wQJEmStJYcWadx8h/AKVV1b+B+wAXA4cBpVbUzcFp7TpJdgQOB3YB9gXckWXcoUUuSJEmSpLFhsk5jIckdgUcA7wOoqt9X1XXAAcAxrdgxwJPb4wOA46vqpqq6FLgY2Gtho5YkSZIkSePGZJ3Gxd2BlcAHknwvyXuTbAJsXVVXAbT/W7Xy2wFX9JZf0aZJkiRJkiTNG5N1GhfrAXsA76yq+wO/pl3yOoUMmFa3K5QcnOSsJGetXLlybiKVJEmSJEljy2SdxsUKYEVVfas9/zhd8u7qJNsAtP/X9Mrv0Ft+e+DKySutqndX1Z5VteeyZcvmLXhJkiRJkjQeTNZpLFTVz4ArkuzSJu0NnA+cDBzUph0EfKo9Phk4MMkGSXYCdga+vYAhS5IkSZKkMbTesAOQFtBLgQ8nuQNwCfB8uoT1CUleAFwOPB2gqs5LcgJdQu9m4NCqumU4YUuSJEmSpHFhsk5jo6rOAfYcMGvvKcofCRw5r0FJkiRJkiT1eBmsJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdJEmSJEmSNCJM1kmSJEmSJEkjwmSdxkaSy5L8MMk5Sc5q07ZIcmqSi9r/O/fKvzrJxUkuTLLP8CKXJEmSJEnjwmSdxs2jq2r3qtqzPT8cOK2qdgZOa89JsitwILAbsC/wjiTrDiNgSZIkSZI0PkzWadwdABzTHh8DPLk3/fiquqmqLgUuBvYaQnySJEmSJGmMmKzTOCngC0nOTnJwm7Z1VV0F0P5v1aZvB1zRW3ZFmyZJkiRJkjRv1ht2ANICemhVXZlkK+DUJD+apmwGTKvbFeqSfgcD7LjjjnMTpSRJkiRJGluOrNPYqKor2/9rgJPoLmu9Osk2AO3/Na34CmCH3uLbA1cOWOe7q2rPqtpz2bJl8xm+JEmSJEkaAybrNBaSbJJks4nHwJ8C5wInAwe1YgcBn2qPTwYOTLJBkp2AnYFvL2zUkiRJkiRp3HgZrMbF1sBJSaA77j9SVack+Q5wQpIXAJcDTweoqvOSnACcD9wMHFpVtwwndEmSJEmSNC5M1mksVNUlwP0GTP8FsPcUyxwJHDnPoUmSJEmSJN3Ky2AlSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTmMlybpJvpfkM+35FklOTXJR+3/nXtlXJ7k4yYVJ9hle1JIkSZIkaVyYrNO4OQy4oPf8cOC0qtoZOK09J8muwIHAbsC+wDuSrLvAsUqSJEmSpDFjsk5jI8n2wP7Ae3uTDwCOaY+PAZ7cm358Vd1UVZcCFwN7LVSskiRJkiRpPJms0zh5K/B3wB9607auqqsA2v+t2vTtgCt65Va0aZIkSZIkSfPGZJ3GQpInANdU1dmzXWTAtBqw3oOTnJXkrJUrV65VjJIkSZIkSSbrtKgluXOSP55F0YcCT0pyGXA88JgkxwJXJ9mmrWsb4JpWfgWwQ2/57YErJ6+0qt5dVXtW1Z7Lli1biy2RJEmSJEkyWadFKMnpSe6YZAvg+8AHkrxlumWq6tVVtX1VLaf74YgvVdVzgJOBg1qxg4BPtccnAwcm2SDJTsDOwLfnYXMkSZIkSZJuZbJOi9Gdqup64CnAB6rqAcBj13BdRwGPS3IR8Lj2nKo6DzgBOB84BTi0qm5Z68glSZIkSZKmsd6wA5DWwHrtktVnAP93dReuqtOB09vjXwB7T1HuSODINY5SkiRJkiRpNTmyTovRG4DPAxdX1XeS3B24aMgxSZIkSZIkrTVH1mnRqaqPAR/rPb8EeOrwIpIkSZIkSZobJuu06CRZBrwQWE7vGK6qvxxWTJIkSZIkSXPBZJ0Wo08BXwO+CPijD5IkSZIkackwWafFaOOqetWwg5AkSZIkSZpr/sCEFqPPJNlv2EFIkiRJkiTNNaWvbF8AABn5SURBVJN1WowOo0vY/S7JDe3v+mEHJUmSJEmStLa8DFaLTlVtNuwYJEmSJEmS5oPJOi1KSZ4EPKI9Pb2qPjPMeCRJkiRJkuaCl8Fq0UlyFN2lsOe3v8PaNEmSJEmSpEXNkXVajPYDdq+qPwAkOQb4HnD4UKOSJEmSJElaS46s02K1ee/xnYYWhSRJkiRJ0hxyZJ0Wo38Cvpfky0Do7l336uGGJEmSJEmStPZM1mnRqarjkpwOPJAuWfeqqvrZcKOSJEmSJElae14Gq0Ujyb3b/z2AbYAVwBXAtm2aJEmSJEnSoubIOi0mfwMcDLx5wLwCHrOw4UiSJEmSJM0tk3VaNKrq4Pbw8VX1u/68JBsOISRJkiRJkqQ55WWwWoy+MctpkiRJkiRJi4oj67RoJLkrsB2wUZL70/24BMAdgY2HFpgkSZIkSdIcMVmnxWQf4HnA9sBbetNvAF4zjIAkSZIkSZLmksk6LRpVdQxwTJKnVtUnhh2PJEmSJEnSXDNZp0Wnqj6RZH9gN2DD3vQ3DC8qSZIkSZKktecPTGjRSfIu4JnAS+nuW/d04G5DDUqSJEmSJGkOmKzTYvSQqnoucG1V/QPwYGCHIcckSZIkSZK01kzWaTH6bfv/myTbAv8L7DTEeCRJkiRJkuaE96zTYvSZJJsD/wp8FyjgvcMNSZIkSZIkae2ZrNOiU1VvbA8/keQzwIZV9athxiRJkiRJkjQXvAxWi06SQ9vIOqrqJmCdJC8ecliSJEmSJElrzWSdFqMXVtV1E0+q6lrghUOMR5IkSZIkaU6YrNNitE6STDxJsi5whyHGI0mSJEmSNCe8Z50Wo88DJyR5F92PSxwCnDLckCRJkiRJktaeyTotRq8C/hp4ERDgC/hrsJIkSZIkaQkwWadFp6r+ALyz/UmSJEmSJC0ZJuu0aCQ5oaqekeSHdJe/rqKq/ngIYUmSJEmSJM0Zk3VaTA5r/5+wugsm2RD4KrAB3XH/8ap6fZItgI8Cy4HLgGe0X5clyauBFwC3AC+rqs+v7QZIkiRJkiRNx2SdFo2quqr9/8kaLH4T8JiqujHJ+sAZSf4HeApwWlUdleRw4HDgVUl2BQ4EdgO2Bb6Y5F5VdcucbIwkSZIkSdIA6ww7AGm2ktyQ5Pre3w39/9MtW50b29P1218BBwDHtOnHAE9ujw8Ajq+qm6rqUuBiYK853yhJkiRJkqQeR9Zp0aiqzdZm+STrAmcD9wTeXlXfSrJ1b8TeVUm2asW3A77ZW3xFmzZ5nQcDBwPsuOOOaxOeJEmSJEmSyTotTkn2AB5GNzrujKr63kzLtEtYd0+yOXBSkvtO9xKDVjFgne8G3g2w55573m6+JEmSJEnS6vAyWC06Sf6e7pLVuwBbAkcnee1sl6+q64DTgX2Bq5Ns09a7DXBNK7YC2KG32PbAlWsdvCRJkiRJ0jRM1mkxehbwwKp6fVW9HngQ8OzpFkiyrI2oI8lGwGOBHwEnAwe1YgcBn2qPTwYOTLJBkp2AnYFvz/mWSJIkSZIk9XgZrBajy4ANgd+15xsAP55hmW2AY9p969YBTqiqzyQ5EzghyQuAy4GnA1TVeUlOAM4HbgYO9ZdgJUmSJEnSfDNZp0UjyX/R3TfuJuC8JKe2548Dzphu2ar6AXD/AdN/Aew9xTJHAkeuZdiSJEmSJEmzZrJOi8lZ7f/ZwEm96acvfCiSJEmSJElzz2SdFo2qOmbYMUiSJEmSJM0nk3VadJJcSnf56yqq6u5DCEeSJEmSJGnOmKzTYrRn7/GGdD8KscWQYpEkSZIkSZoz6ww7AGl1VdUven8/raq3Ao8ZdlySJEmSJElry5F1WnSS7NF7ug7dSLvNhhSOJEmSJEnSnDFZp8Xozb3HNwOXAs8YUiySJEmSJElzxmSdFp2qevSwY5AkSZIkSZoP3rNOi0aSP0ny/SQ3JjkzyX2GHZMkSZIkSdJcMlmnxeTtwCuBuwBvAd463HAkSZIkSZLmlsk6LSbrVNWpVXVTVX0MWDbsgCRJkiRJkuaS96zTYrJ5kqdM9byqThxCTJIkSZIkSXPGZJ0Wk68ATwQKSO85bZrJOkmSJEmStKiZrNOiUVXPB0jy2qp6U3u8QVXdNNzIJEmSJEmS5ob3rNOikeTvkjwYeFpv8pnDikeSJEmSJGmuObJOi8mFwNOBuyf5GnABcJcku1TVhcMNTZIkSZIkae05sk6LybXAa4CLgUcB/9mmH57kG8MKSpIkSZIkaa44sk6Lyb7A64F7AG8Bvg/8euJedpIkSZIkSYudI+u0aFTVa6pqb+Ay4Fi6ZPOyJGck+fRQg5MkSZIkSZoDjqzTYvT5qvoO8J0kL6qqhyXZcthBSZIkSZIkrS1H1mnRqaq/6z19Xpv28+FEI0mSJEmSNHdM1mlRq6rvDzsGSZIkSZKkuWKyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJuskSZIkSZKkEWGyTpIkSZIkSRoRJus0FpLskOTLSS5Icl6Sw9r0LZKcmuSi9v/OvWVeneTiJBcm2Wd40UuSJEmSpHFhsk7j4mbgFVV1H+BBwKFJdgUOB06rqp2B09pz2rwDgd2AfYF3JFl3KJFLkiRJkqSxYbJOY6Gqrqqq77bHNwAXANsBBwDHtGLHAE9ujw8Ajq+qm6rqUuBiYK+FjVqSJEmSJI0bk3UaO0mWA/cHvgVsXVVXQZfQA7ZqxbYDrugttqJNkyRJkiRJmjcm6zRWkmwKfAJ4eVVdP13RAdNqwPoOTnJWkrNWrlw5V2FKkiRJkqQxZbJOYyPJ+nSJug9X1Ylt8tVJtmnztwGuadNXADv0Ft8euHLyOqvq3VW1Z1XtuWzZsvkLXpIkSZIkjQWTdRoLSQK8D7igqt7Sm3UycFB7fBDwqd70A5NskGQnYGfg2wsVryRJkiRJGk/rDTsAaYE8FPgL4IdJzmnTXgMcBZyQ5AXA5cDTAarqvCQnAOfT/ZLsoVV1y8KHLUmSJEmSxonJOo2FqjqDwfehA9h7imWOBI6ct6AkSZIkSZIm8TJYSZIkSZIkaUSYrJMkSZIkSZJGhMk6SZIkSZIkaUR4zzpJkhbQ8sM/O+wQJEmSJI0wR9ZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQiTNZJkiRJkiRJI8JknSRJkiRJkjQi1ht2AJIkSZobyw//7LBDWFQuO2r/YYcgSZJ0O46skyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTqNhSTvT3JNknN707ZIcmqSi9r/O/fmvTrJxUkuTLLPcKKWJEmSJEnjxmSdxsXRwL6Tph0OnFZVOwOnteck2RU4ENitLfOOJOsuXKiSJEmSJGlcmazTWKiqrwK/nDT5AOCY9vgY4Mm96cdX1U1VdSlwMbDXggQqSZIkSZLGmsk6jbOtq+oqgPZ/qzZ9O+CKXrkVbdrtJDk4yVlJzlq5cuW8BitJkiRJkpY+k3XS7WXAtBpUsKreXVV7VtWey5Ytm+ewJEmSJEnSUmeyTuPs6iTbALT/17TpK4AdeuW2B65c4NgkSZIkSdIYMlmncXYycFB7fBDwqd70A5NskGQnYGfg20OIT5IkSZIkjZn1hh2AtBCSHAc8CtgyyQrg9cBRwAlJXgBcDjwdoKrOS3ICcD5wM3BoVd0ylMAlSZIkSdJYMVmnsVBVz5pi1t5TlD8SOHL+IpIkSZIkSbo9L4OVJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlEmKyTJEmSJEmSRoTJOkmSJEmSJGlErDfsACRJi9fywz877BAkSZIkaUlxZJ0kSZIkSZI0IhxZJ0mSpLHk6ODVc9lR+w87BEmSxoIj6yRJkiRJkqQRYbJOkiRJkiRJGhEm6yRJkiRJkqQRYbJOkiRJkiRJGhEm6yRJkiRJkqQRYbJOkiRJkiRJGhEm66RpJNk3yYVJLk5y+LDjkSRJkiRJS9t6ww5AGlVJ1gXeDjwOWAF8J8nJVXX+cCOTJElaeMsP/+ywQ1hULjtq/2GHIElapBxZJ01tL+Diqrqkqn4PHA8cMOSYJEmSJEnSEubIOmlq2wFX9J6vAP5kSLGsMb8FlyRJWnj2wTSfHLkpLW0m66SpZcC0WqVAcjBwcHt6Y5IL5z2q8bIl8PNhBzHG3P/DZx0Ml/t/+KyD4XL/D591MFwju//zz8OOYEp3G3YA0lJgsk6a2gpgh97z7YEr+wWq6t3AuxcyqHGS5Kyq2nPYcYwr9//wWQfD5f4fPutguNz/w2cdDJf7X9KweM86aWrfAXZOslOSOwAHAicPOSZJkiRJkrSEObJOmkJV3ZzkJcDngXWB91fVeUMOS5IkSZIkLWEm66RpVNXngM8NO44x5iXGw+X+Hz7rYLjc/8NnHQyX+3/4rIPhcv9LGopU1cylJEmSJEmSJM0771knSZIkSZIkjQiTdZKGKslhSc5Ncl6Sl09T7oFJbknytIWMbxzMpg6SPCrJOa3MVxY6xqVspv2f5E5JPp3k+63M84cR51KS5P1Jrklybm/aFklOTXJR+3/nKZbdN8mFSS5OcvjCRb20rGkdJNkhyZeTXNDOh8MWNvKlYW3OgVZ23STfS/KZhYl46VnLdmjzJB9P8qN2Ljx44SJfGtZy//+f1v6cm+S4JBsuXOSSxoXJOklDk+S+wAuBvYD7AU9IsvOAcusC/0z3Yx+aQ7OpgySbA+8AnlRVuwFPX/BAl6hZngOHAudX1f2ARwFvbr9QrTV3NLDvpGmHA6dV1c7Aae35Klpb9Hbg8cCuwLOS7Dq/oS5ZR7MGdQDcDLyiqu4DPAg41DpYI0ezZvt/wmHABfMT2tg4mjWvg/8ATqmqe9O9d1gXq+9o1ux9YDvgZcCeVXVfuh+hO3B+Q5U0jkzWSRqm+wDfrKrfVNXNwFeAPxtQ7qXAJ4BrFjK4MTGbOvhz4MSquhygqqyHuTOb/V/AZkkCbAr8ki5hoTVUVV+l2499BwDHtMfHAE8esOhewMVVdUlV/R44vi2n1bSmdVBVV1XVd9vjG+iSFNvNY6hL0lqcAyTZHtgfeO+8BTgG1rQOktwReATwvrae31fVdfMY6pK0NucA3Y80bpRkPWBj4Mp5CVLSWDNZJ2mYzgUekeQuSTYG9gN26Bdo32D+GfCuIcQ3DmasA+BewJ2TnJ7k7CTPXfAol67Z7P+30SX1rgR+CBxWVX9Y2DDHwtZVdRV0CSFgqwFltgOu6D1fgYmiuTSbOrhVkuXA/YFvzXtk42G2+/+twN8BtkNzbzZ1cHdgJfCBdinye5NsspBBLmEz7v+q+inwb8DlwFXAr6rqCwsapaSxYLJO0tBU1QV0l7eeCpwCfJ/bjxh6K/CqqrplgcMbC7Osg/WAB9CNpNgHeF2Sey1knEvVLPf/PsA5wLbA7sDb2sgKLbwMmFYLHoVIsindiOuXV9X1w45nXCR5AnBNVZ097FjG2HrAHsA7q+r+wK+Z/pJlzaF2H7sDgJ3o3pc3SfKc4UYlaSkyWSdpqKrqfVW1R1U9gu5yhIsmFdkTOD7JZcDTgHckmeqyBK2BWdTBCrp74/y6qn4OfJXuHjmaA7PY/8+nuwy5qupi4FLg3gsd5xi4Osk2AO3/oMu9V7DqyMft8fKnuTSbOiDJ+nSJug9X1YkLGN9SN5v9/1DgSe09+XjgMUmOXbgQl7zZtkMrqmpiROnH6ZJ3Wnuz2f+PBS6tqpVV9b/AicBDFjBGSWPCZJ2koUqyVfu/I/AU4Lj+/KraqaqWV9Vyug7pi6vqkwse6BI2Ux0AnwIenmS9dqnmn+DNrOfMLPb/5cDerczWwC7AJQsZ45g4GTioPT6I7rif7DvAzkl2aj/ycWBbTnNjxjpo9258H3BBVb1lAWMbBzPu/6p6dVVt396TDwS+VFWOKpo7s6mDnwFXJNmlTdobOH9hwlvyZvM+cDnwoCQbt/Zob+wTSZoHJuskDdsnkpwPfBo4tKquTXJIkkOGHdgYmbYO2qWapwA/AL4NvLeqzh1euEvOTOfAG4GHJPkh3a/TvaqNcNQaSnIccCawS5IVSV4AHAU8LslFwOPac5Jsm+RzAO1HQF5C98vUFwAnVNV5w9iGxW5N64BuZNdf0I3oOqf97TeETVjU1mL/a46sZR28FPhwkh/Q3R7hHxc2+sVvLd4HvkX35fF36e4juw7w7iFsgqQlLlXeakWSJEmSJEkaBY6skyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkiRJkiRpRJiskyRJkiRJkkaEyTpJkrToJbklyTlJzk3ysSQbz1D+9CR7Dpj+vCRva48PSfLcNYhl8yQv7j3fNsnHV3c9U6z79CQXtm09J8nT5mK9oyDJ8iS/TXJOb9qNk8rcWj9TrOOZSS5O8pn5jFWSJGk+mayTJElLwW+ravequi/we+CQtV1hVb2rqj64BotuDtyarKuqK6tqLpNqz27buntVrZIETGcx9+9+XFW7r+nCVfVR4K/mMB5JkqQFt5g7c5IkSYN8DbhnG6l17sTEJK9MckSv3HOSfKONxttr8kqSHJHkle3xPZN8Mcn3k3w3yT2SbJrktPb8h0kOaIseBdyjjXz7134cSTZM8oFW/ntJHt2mPy/JiUlOSXJRkn+Z7ca29V+Q5B3Ad4EdkvxpkjNbbB9Lsmkru2+SHyU5I8l/ToxA629re35ukuXt8XOSfLttz38nWbdNvzHJkW2ffDPJ1m361klOatO/n+QhSd6Y5LDe+o9M8rLZbuMU231O7++3SR65NuuTJEkaFSbrJEnSkpFkPeDxwA9nUXyTqnoI3Si4989Q9sPA26vqfsBDgKuA3wF/VlV7AI8G3pwkwOG0EWJV9beT1nMoQFX9EfAs4JgkG7Z5uwPPBP4IeGaSHaaKpZekukubtgvwwaq6P/Br4LXAY1tsZwF/017nPcATgYcDd51hm0lynxbTQ9uIt1uAZ7fZmwDfbPvkq8AL2/T/BL7Spu8BnAe8DziorXMd4MC2T2eyUT8pB7xhYsbE6ELgdW0bvzGL9UmSJI289YYdgCRJ0hzYqHevs6/RJYe2nWGZ4wCq6qtJ7phk80GFkmwGbFdVJ7Xyv2vT1wf+MckjgD8A2wFbz/CaDwP+q63nR0l+AtyrzTutqn7V1n0+cDfgigHreHZVnTUpvp9U1TfbpAcBuwJf73KH3AE4E7g3cGlVXdSWOxY4eIZ49wYeAHynrWsj4Jo27/fAxL3hzgYe1x4/Bnhu28ZbgF8Bv0ryiyT3p9tH36uqX8zw2tAub+5t6/OAPXvPdwb+f3v3D2p1HcZx/P3RwTBKMJJcSlEi0iFMpxy0ycHBwRARQYwCl1paXFvdo0EQp0iIFh1KRDARg1pS4iYOCiKohFRE2E2eht/32rknj+d6vObP2/s1nfP78zy/75kOD8/z/R0C3q6q6TnEkyRJ6j2LdZIkaSH4Y3ivsyR/MXuK4JnZt1Bjvt8LNeL4HuBF4M2qmk5y5T455hoL4M7A57s83P+034dynKyq3bMSJ28weo2jfqsAR6vq4H3uma6qmXhzed7DwD66jr5xnYxjJXkWOAa8V1XXHzWeJElSXzgGK0mSFqobwIokLyRZAmwfOr8LIMlm4JeZrrZhVfUrcC3Jjnb9knRvm10G3GyFuq10nXAAvwHPjXimM7Qx0iSvAi8DP026wBHOA28lWdvyLG25poDVSda06waLeVfoRlZJsgFY3Y6fAnYmWdHOLU/yCg92CjjQrl+c5Pl2/EtgG7AJ+Gry5d1zBDhSVd/MQyxJkqTesFgnSZIWpDYW+THwLd245tTQJbeTnAM+Bd4dE24v8EGSH+j2RnuJbs+1jUm+oyvATbW8P9ONoF5McmgozifA4iQXgM+BfVV1h3lUVbfoOtg+a897Hnitje++D5xIcha4OnDbF8DyNkp8ALjUYv1It//d1y3WSWDlmEf4ENja1vg9sK7F+hM4DRxr47ETawXDncD+gT3tNo67T5Ik6WmQf6YXJEmS9H+RZAvwUVUNdxw+rnyL6N5W+87MvnlD51cBx6tq/SPm2cJ/uC5JkqT5ZmedJEmSHqskrwOX6V6i8a9CXXMXWDbwopBJ8uyi6168PWkMSZKkJ83OOkmSJEmSJKkn7KyTJEmSJEmSesJinSRJkiRJktQTFuskSZIkSZKknrBYJ0mSJEmSJPWExTpJkiRJkiSpJyzWSZIkSZIkST3xN8WrrJCiz1GqAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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ELj98f2OSv1qDsv+cJCdOjLt3ehBhx+H7HsO698wSZS9LB0U/nOQJE+Oun15xz12ktyQHTIz/XJIHjrxc/2WS4+Zt3/eT3Gli+6bVzX+dftK87gLbPnW/DOP3zKbA0g7px8tvLzDdXL7tlORq6YHsy02Mf1CSjy6Whwss8z5JvjTx/ZNJHj58vuvE9i27PKYfF5MNzt0z77jYirLxgQx1y7xl3DrJ9+YNe2aS1673Mr1UXg7zfm+x7VhBfr8ym9edO6c3Vp8+fL7bkFcfmDL/89NvBuwzpP0/hu3Yd6llpZ8L/juXDV7+5gJhYj3XSz9P3GHe8N/U1Vu4/ZV+Ifia9EDECRkCxlOmn19/b+T671FJPp3kpvPSvu+Qb1deYLtemuR584Z9M5uCR2ckeejEuL/LcCG/wLJuluTCie8nJfnredNMbvvUc9wi+XnQsH9uMC9Nr57I4zdMmfc39fTw/XVJXjUx/h4Zbq4uM4/nB4+mTfuRTNzsSnKXbN5GuXaGenr+PlpgG+bX91PzZ6m8nbL8O2beBeFQpiaDor/MEOiZGDbZ2WPBc9Aql/25crH/xPgLkjxg4vvbM9zYyPLaV9OCog9L8rl5++0zSR4xsY0LtjnHWq6zvPbHgnVzenv/3GH5O8/b9qn7ZWKayeuZl2e4flxgupOyqWy+L0PQZCI9/5Xkmouta4FlXpihLZjkT5J8ZPhc6YGRO66kPGbTcbH7xLRv2hZlI73N8qUpyzktE52J0s8p20tdvWheDvP+/rz1P3oinQ+fVzYryVnLLSvD8g+bGP+EDDGj+ftgSl4vtw58RubdVExvbx8x8f3/JPlaeh1/lYnhr8vmAb5F2+NDuj80Me5GSX4+fF7qHDL1vLTUvIuUtTtlepxix/T2+Y0mxv1pkpOGz4/IIu21RdY5f5/Nz8s9028Kfy3JyyeGPyDJJ+Yt6+XpN/13TD+uJo+Zv8mWB0U3O1cvMM9CbbZFg6LLeXx+ocdezpz4/N30u7iXMXRdnutCfFF6VHiyK/wP5j601v5r+HiFhcanH4SLvcx62rT7TaZ3WM8FE2n8rSQXt9bmpnl0+gXPN6o/NjL3GPOB6XdH59snvZB9YWI73z8Mn3NBa+3ShdJXVbeuqo8O3X1/nH53cv6jKGdmYfsl+VFr7ScTw76bfkdlKZP75L/TK8HL5GP1x6dPGLpGX5xegOenb7F8WiqPF1zOvGnntvO/Jqadv0+mvndk6Nr92aEr90XDtJPbMC1/lpO3C9mszKXnyXzT8jSttdPTT9L3rqrLJ/nD9IbBNNuq7Ce9h+ucnyc5v216AfrPh/+TebIlZW8ubZP75bvZFEybs5Ljf85GLteb7bNh+87M5vt8Wt389+l3ez84PPZw5JS0zj029sLqjxJdnH5hmvT9s3f6XfaF6sJJ10wPPJ0zcey8PP0u7lRVddWqOrb6o2QXpzeSJvPlTemN26T3Ppw7LlZSHucfFz/L5sfF1pSNaeeJaybZb25fDPvjqGxe3qeZdZleTl5Orc9W6ML0my9z6fhVeqDknkP6npp+QTDthx+PTvKl9Buwn06/YPxVknOXuayzW2t7Tv6lB0F+o/pjf+9Ob6x/Yt7690gPpG6R1ltupyX5ypCuG6cH7S9jSv0967KykG1V//3f9IugY6s/rvh31X9E68BhORcusO5rJnnqvOPuwGy+Txbczqq6fPVXGnx32EcfT7Jnbf4KkMXK/XLOcdMs2cZeop6es9Q5dJu3sXPZfXLPTG+bLVXfL7be5eTtfPsl+f5wnM2Z3z47r216fcdCpp2DFrKt27Tz22fzv0/myZaWvfnzzs0/eS7dkrZZsnHL9XLaHwvWzUN7/ynpQYdzh+Nhahle4npmWvtjvmsm+eeJ4+ZH6cGwRdvv1R/fPa36Y9YXpd8on1v325Lcdkj7HdODGHPnx+WWx/3Sgxg/mzft3Pq3pmwstm+umeSdE/vjtPQg9/ZQVy8nL5e6rpgsm23e9Ctd/tSY0DwrrQOvmeR+8+r726cHsOe8Ij3O9NrW2gWZbjnt8fn7e7fqj/0vdQ5Z7Ly0nPPPNNPiFHtnUw/UyWUuWF8vo722LK21i9J7Yt4kyT9OjLpmklvP2/6HpN8M3Cf9uF8qPrJcm52rl9lmW9Ryg6LvmTfswInP10iPfG+m+jsnXpnkz9Ij9numP9pZ86ddZeekd4mfS9dcF9s5m21fa+1brbUHpV/w/W2St1X/MYMzs/C7D85Pb4zceOJC6kqtteUWuDelP3J3YGvtSumPx8zfR+0yc3VnJ9mrqvaYGHaN9N5jS/lNHlZ/98QBWSAf0+96fCPJwa21K6ZXHLPIw72GAOGcyfRfPb1i/OL8Gav/6MXb07voX20oh+/N8rZhS/P2nFz2GJlvWp7OeXN6w/vw9Jcdn76M9C6UjmWX/RVaquwttX1np1eek/Nems0b+VtiI5frzfZZVdUw/fcXmj8TdXNr7Set/4LgtdN7AP/PqrrzMN38vHpwerm7S3qj96C5VaYfE7/I0u+BOTP97uXeE8fOFVtrN15ivhcM6bnpkC8Pzeb58tYkd6r+npj/kU0XpCupCzc7Pof9P3lcbE3ZmHaeODO9h/lkwG2P1to9lrHMWZfp5eTlosd7VT2kNn8X5/y/uTryq+k3JTctuLWvttZ+t7V2ldba3dN76HxuofW01n7eWvuz1tr+Q1m/IMkX5m7srGRZU7Zjh/Qy99HW2ssXmOSG6QHNVNUdltjmO0wsd9eq+uOqOj79vV+3TPKk9KdETpuSnEXbZhut/mut/aq19tzW2o3SX9lxr/ReLmcOy9kzl3VmkqPnHXeXb629eRnpe2p6j6ZbD/vojnNJm5hmsXK/Nee4JdvYWbyeXkubtTOyedqTxdsZS9X3i9mSvD0nyf7DuXPO/PbZUm2XaeegldjiNu0yLVb2Vto2m5t/OdcVS9mo5Xo57Y+pdXNr7U2ttdun7/eWfu2ZzMurZVzPTGt/zHdmei/YyWPncq21T0+bYThfPSPJ/dN75e+Z/qh+DdtwUZIPDuMfnP6U2lz6l1sXnpPkysM19+S0c7ambCy2b85M8gfz9sdurbUVXUtnNmV6OXn5m3I03Ej83fRH6pPLtocrm2/TcpY/bR/8LL1j0ZyrT3xeaR14ZnpP0cl07N5ae+Ew/Y7pN+tfn+Txtfkvlc+v87amPb7UOWSx89Jyzj8rdX76jf/5x9e2qK+nqqqbpT+98+b0d/fPOTPJx+Zt/xVaa49Pf+3DpVk6PrJc8/N1OW22RS0aFK2qa6W/n+cb80Y9saoOqP4i4qPS3+U03+5Dgs8blvXI9IjyWntbeo+721X/IYHnZvMdtNld7Kp6aFXt0/qdvLkeH79OfyzuLlV1/+o/fHOVqrrZMN0rk/xTVV11WMb+VXX3ZaZvj/S7Jb+oqkPTK89lab2HyKeTvKD6jxDcNL2n6xuXMfstq+q+w52Pp6Rf9H52SvouTvLTqrpB+vso1lRr7btJTk7ynKrapapumx7YmXOP9Md3Fmrs7ZL+vonzklxa/QXDd1vmerc0b49L8oiqutFQ4T97Oeub59ghnY/PljW6kxWW/ZVYRtn7YZKDavov8r45yV9Uf9H2FdJ7Kr2lbX4nbEts5HJ9XJJ7Vn8J/87pJ4BL0vNhzoJ1c/UXf193OBlfnF6nzfUA/mF6cGjOHsNyL0hv0PzNRJr/O/3R3hdVf1H5jtV/qGGzX9xurZ2T3kD+x6q6YvUX2V+nqn53id2yR/orGy6qqv2T/K95yz0v/RGI16Y3ak4bhq+kLnxbkntV/+G8XdJfLTBZTrembLwqydOq6pbVXbf6DcLPJbm4+kvBLzfst5tU1a2WscyZlumtyMvJZbxxaBhN+/veMOmJSW5Rm/+Yyk2HPL18VT0tvaH8uoXWM9TP+w37/jbpr5x49pYsa4qj09s2T15o3env1frssM2fWGKbPzGXpvTG8pPTe6Ae2Fp7eGvto1POaXMWqr83bP1XVb9XVb81XPxcnH4h8OuhfL4vyUuqv2h/56qaawy/Msnjqj+RU1W1e/Uft5wMXkyzR/pN0YuG+nSl5/GtOcf95VBGb5z+bq6F2thT6+k1dlySJw/H3p7pgZMkv7kRe2h6nb2QRev7JWxJ3n4m/aLsSdXb8fcd0rds085BK1zG1rRpl2Oxsnde+usmrj1l3vcmuV5VPXjYRw9If3z0hC1My6QNWa6X2f5YsG6uqutX1e8PbahfpNc5k22zyXb0Utczr07yyKGNuMOQ9hsssG0vS/LMIR/mfqjlfkvsjz3Sj53zkuxUVX+V5IrzpnlT+o2qP8rm1y3LqgsnjovnDsfF7bP5cbE1ZeOEJFevqqdUvwm5R1Xdehj3siRHD221VNU+VXX4Mpc76zK90ry8Q5KvttYuHr6/J8mNJ8rmk7J58HI5y/9fw7n3wPR2zNw++HKSO1bVNao/YfPMuRm2oA58Q/r17N2rt593q/5jO3M3Lo4a/j8q/abB62tTD8H51zhb0x5f6hyy2Hlpq88/87V+w/+49PK7x1CG/2f6/loV1dvnb0jf549MD/Q+YRh9Qvr542FDW2zn6j8IeMMhre9Iz/PLV9WN0t+5uhzz83AhW9tmW7Kn6LSgyZvSL5K+Pfw9f/4ErbVT07vUfiZ9Y34r/V1fa6q1dkr6D0Acm37h8ZP0dzFcMhykN8zmQYXDkpxSVT9N8s/p7zH8xXDRdo/0QMSP0g/2uV8PfEb6o6mfrd5l90Pp0erleEKSv66qn6S/6+64FW7ig9LvOp2d5J1Jnt1aO3HRObp3p7/7Ye6F6vdt/fHC+Z6WHqj9SfrBvlCFvxYekv4+zwvSy9tb0k8yySKPzrf+OMuT0vfrhenbcvwK1rvivG2tvS/93bAfGeb9yArWN7eMc9KPndtlC/f5FpT9lVqs7L11+H9BVS3U2+E16Y9Dfjz9hfO/GNK6tTZsuW6tfTO9J83/Sb87eO8k926t/XJiedPq5oPTy+5P08vVS1prJw3jXpDkWdUfdXha+p3W76bfaTw1lw2qPC39PTKfT68L/zYLn0sent6IPzU9P96WzR91Wchz01/M/eP0xto7FpjmTel33OffLFhWXTgcF08c5j9nSNvkI9RbXDZaa29ND5y9aZj/XUn2GhoD905/x8130vPvVem9BpayHsr0luTlirXWfpheX05ekDwsPZ/OTX/H+V1ba5ckydDYnuxpep30Ou1nSY5Jf+/WB5ezrGV6UPp7nC6sTT0+HzKMe3CSY1a4vAxpObS1dofW2qvb5o9gLmiR+ns9lJWVWMl5/erp5e7i9McbP5ZNDf+HpQdJv5G+P5+SJK21k9N/YOBf0/fJ6env2FqOF6e/vP/89Drw/Svctq05x30sPa0fTvIP88rwnKXq6bXyyvRzzlfTX13x3vQLv1+nH2OfadMfR19Ofb+gLcnb4Vx532G6C9OPlWWvc8K0c9BKbFGbdpmmlr3WH588OsmnhnP+bSZnbP2x03ulX+tckP4O5nu11s7fivTM2cjleqn2x7S6edckL0yvZ+Z+KGYuwLNZO3qp65nW2ufSgxT/lH5MfSyX7fWb1to709ttxw7XNV9PsugvUqe/uuR96T/i8t30MjX/cefj09uaP2ytfWVi+Erqwgenv/PxR+lBjddPjNvisjHsu7umt8N+kP5Exu8No/95SPsHh2vxzw5pWI6ZluktyMv51xXnp/9A6AvTj/eDMxGrWeby353+w0VfTq/HXz3Me2J6vfbVYfz8Gysruf45M71deFR6YP7M9JtoO1TVLdMDgQ8f2tp/m94pb+41Ya9OcqOhvnvX1rTHlzqHLHZe2obnn/n+PL3N++301z29Kf2YWy0vSH/P9kuH9u5Dkzy/qg4ejrO7JXlgel34g2z6MaSkPz1+hWH469JvLi7Hc5IcM+Th/adMs7Vttt/8CuLCI6vem+RfW2uTPSnPSH9R6YdWurL1YLhLdVH6gX+rJH/cWpu2gzekqnpO+gtrHzrrtGypqnpL+gXQ89IPruu01n4821Stbxu97CvXbDQboUyv1HD3+Jj0QOGW9pRaU0Mvn6+k/7DEuWuwvvtnXv29EcrK2Ou/qjoow69SL7NH6boz9BDkk4UAAB/lSURBVF57WWvtmlX1kiRfb629ZNbpWu82ctlXrtlottcyXVWnprcdTp11WubbyHUgs1dVH0//QbPXT5tmqZ6iJyX56LZM1CxU1b2Hrrq7p3er/lr6i44vSr+jxjo3dL++TvVHQg5Lv2P0rvTHFf9SxbkwZX99U65hc621U1trt9peAqJJ0lq7pLV2g7UIiA42RP2t/tv+DY8f3mN4HHD/9N5d7xxGf3niMxOU/fVNuWajqf66qNevl4CoOpC1Uv1VhtdOv5Ex1aJB0dba37XWfr7YNNuJw9O78Z6d3kvuga37YGvtM7NN2uqoqvfVwj/ucNTSc69LV08P0v80/aW+j2+tfam1dm5r7aVrnZiqOmrK/n3fWqdlCRuq7CvX27+qetmUPHzZrNM2CxuwTLPKttf6ewFjrP+m/ejYKbNO2xaq9MfgL0x/zPi09FdBpbX2iuFVQGuXmE2v1FjsB93Wgw1V9pXr7V8t8uOAs07bLGy0Mt1a+2UbfphondhQdeDWmEVMYZHz5B2Wnnubp2XV6p7qvwnzg/RXXXxy0Wm3o84YAAAAAABbbanH5wEAAAAANhRBUQAAAABgVHaadQKA2dl7773bQQcdNOtkAAAAzMQXvvCF81tr+8w6HcDaExSFETvooINy8sknzzoZAAAAM1FV3511GoDZ8Pg8AAAAADAqgqIAAAAAwKgIigIAAAAAoyIoCgAAAACMiqAoAAAAADAqgqIAAAAAwKgIigIAAAAAoyIoCgAAAACMiqAoAAAAADAqgqIAAAAAwKgIigIAAAAAo7LTrBMAMN9BR75n1knY7pzxwnvOOgkAAACw3dBTFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFAAAAAAYFUFRAAAAAGBUBEUBAAAAgFERFAUAAAAARkVQFNaxqvqLqjqlqr5eVW+uqt2qaq+qOrGqvjX8v/LE9M+sqtOr6ptVdfdZph0AAABgvRIUhXWqqvZP8qQkh7TWbpJkxyQPTHJkkg+31g5O8uHhe6rqRsP4Gyc5LMlLqmrHWaQdAAAAYD0TFIX1backl6uqnZJcPsnZSQ5Pcsww/pgk9xk+H57k2NbaJa217yQ5Pcmha5xeAAAAgHVPUBTWqdba95P8Q5LvJTknyY9bax9McrXW2jnDNOckueowy/5JzpxYxFnDMAAAAAAmCIrCOjW8K/TwJNdKsl+S3avqoYvNssCwtsByH1tVJ1fVyeedd962SSwAAADAdkRQFNavuyT5TmvtvNbar5K8I8ntkvywqvZNkuH/ucP0ZyU5cGL+A9Ift99Ma+0VrbVDWmuH7LPPPqu6AQAAAADrkaAorF/fS3Kbqrp8VVWSOyc5LcnxSY4YpjkiybuHz8cneWBV7VpV10pycJLPrXGaAQAAANa9nWadAGBhrbX/qKq3JflikkuTfCnJK5JcIclxVfXo9MDp/YbpT6mq45KcOkz/xNbar2eSeAAAAIB1TFAU1rHW2rOTPHve4EvSe40uNP3RSY5e7XQBAAAAbM88Pg8AAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAprrKquXFU3nXU6AAAAAMZKUBTWQFWdVFVXrKq9knwlyWur6kXLmG/PqnpbVX2jqk6rqttW1V5VdWJVfWv4f+WJ6Z9ZVadX1Ter6u6ruU0AAAAA2ytBUVgbV2qtXZzkvkle21q7ZZK7LGO+f07y/tbaDZL8dpLTkhyZ5MOttYOTfHj4nqq6UZIHJrlxksOSvKSqdtzmWwIAAACwnRMUhbWxU1Xtm+T+SU5YzgxVdcUkd0zy6iRprf2ytXZRksOTHDNMdkyS+wyfD09ybGvtktbad5KcnuTQbbcJAAAAABuDoCisjb9O8oEkp7fWPl9V107yrSXmuXaS89Iftf9SVb2qqnZPcrXW2jlJMvy/6jD9/knOnJj/rGEYAAAAABMERWENtNbe2lq7aWvtCcP3b7fW/miJ2XZKcoskL22t3TzJzzI8Kj9FLbTqy0xU9diqOrmqTj7vvPOWuQUAAAAAG8dOs04AjEFV7ZPkMUkOysRx11p71CKznZXkrNbafwzf35YeFP1hVe3bWjtneCT/3InpD5yY/4AkZ89faGvtFUlekSSHHHLIZYKmAAAAABudnqKwNt6d5EpJPpTkPRN/U7XWfpDkzKq6/jDozklOTXJ8kiOGYUcMy84w/IFVtWtVXSvJwUk+ty03AgAAAGAj0FMU1sblW2vP2IL5/jzJG6tqlyTfTvLI9JsZx1XVo5N8L8n9kqS1dkpVHZceOL00yRNba7/eJqkHAAAA2EAERWFtnFBV92itvXclM7XWvpzkkAVG3XnK9EcnOXoL0gcAAAAwGh6fh7Xx5PTA6C+q6ifD38WzThQAAADAGOkpCmugtbbHrNMAAAAAQCcoCmukqv4wyR2Hrye11k6YZXoAAAAAxsrj87AGquqF6Y/Qnzr8PXkYBgAAAMAa01MU1sY9ktystfbfSVJVxyT5UpIjZ5oqAAAAgBHSUxTWzp4Tn680s1QAAAAAjJyeorA2XpDkS1X10SSV/m7RZ842SQAAAADjJCgKa6C19uaqOinJrdKDos9orf1gtqkCAAAAGCePz8MqqqobDP9vkWTfJGclOTPJfsMwAAAAANaYnqKwuv5nkscm+ccFxrUkv7+2yQEAAABAUBRWUWvtscPHP2it/WJyXFXtNoMkAQAAAIyex+dhbXx6mcMAAAAAWGV6isIqqqqrJ9k/yeWq6ubpP7KUJFdMcvmZJQwAAABgxARFYXXdPckjkhyQ5EUTw3+S5KhZJAgAAABg7ARFYRW11o5JckxV/VFr7e2zTg8AAAAAgqKwJlprb6+qeya5cZLdJob/9exSBQAAADBOfmgJ1kBVvSzJA5L8efp7Re+X5JozTRQAAADASAmKwtq4XWvt4UkubK09N8ltkxw44zQBAAAAjJKgKKyNnw///6uq9kvyqyTXmmF6AAAAAEbLO0VhbZxQVXsm+fskX0zSkrxqtkkCAAAAGCdBUVgDrbXnDR/fXlUnJNmttfbjWaYJAAAAYKw8Pg9roKqeOPQUTWvtkiQ7VNUTZpwsAAAAgFESFIW18ZjW2kVzX1prFyZ5zAzTAwAAADBagqKwNnaoqpr7UlU7JtllhukBAAAAGC3vFIW18YEkx1XVy9J/ZOlxSd4/2yQBAAAAjJOgKKyNZyT50ySPT1JJPhi/Pg8AAAAwE4KisAZaa/+d5KXDHwAAAAAzJCgKq6iqjmut3b+qvpb+2PxmWms3nUGyAAAAAEZNUBRW15OH//eaaSoAAAAA+A1BUVhFrbVzhv/fnXVaAAAAAOgERWEVVdVPsvlj8zV8rySttXbFmSQMAAAAYMQERWEVtdb2mHUaAAAAANicoCiskaq6RZLbp/cU/WRr7UszThIAAADAKO0w6wTAGFTVXyU5JslVkuyd5HVV9azZpgoAAABgnPQUhbXxoCQ3b639Ikmq6oVJvpjk+TNNFQAAAMAI6SkKa+OMJLtNfN81yX/OJikAAAAA46anKKyiqvo/6e8QvSTJKVV14vD9rkk+Ocu0AQAAAIyVoCisrpOH/19I8s6J4SetfVIAAAAASARFYVW11o6ZdRoAAAAA2JygKKyBqvpO+mPzm2mtXXsGyQEAAAAYNUFRWBuHTHzeLcn9kuw1o7QAAAAAjJpfn4c10Fq7YOLv+621Fyf5/VmnCwAAAGCM9BSFNVBVt5j4ukN6z9E9ZpQcAAAAgFETFIW18Y8Tny9N8p0k959RWgAAAABGTVAU1kBr7fdmnQYAAAAAOu8UhVVUVbeuqq9U1U+r6jNVdcNZpwkAAABg7ARFYXX9W5KnJblKkhclefFKF1BVO1bVl6rqhOH7XlV1YlV9a/h/5Ylpn1lVp1fVN6vq7ttqIwAAAAA2EkFRWF07tNZObK1d0lp7a5J9tmAZT05y2sT3I5N8uLV2cJIPD99TVTdK8sAkN05yWJKXVNWOW5V6AAAAgA1IUBRW155Vdd+5vwW+L6qqDkhyzySvmhh8eJJjhs/HJLnPxPBjhwDsd5KcnuTQbbYlAAAAABuEH1qC1fWxJPdO0pLUxPcMw96xxPwvTvL0JHtMDLtaa+2cJGmtnVNVVx2G75/ksxPTnTUMAwAAAGCCoCisotbaI5Okqp7VWnv+8HnX1tolS81bVfdKcm5r7QtVdadlrK4WSsICy31skscmyTWucY1lLBYAAABgY/H4PKyiqnp6Vd02yR9PDP7MMmf/nSR/WFVnJDk2ye9X1RuS/LCq9h2Wv2+Sc4fpz0py4MT8ByQ5e/5CW2uvaK0d0lo7ZJ99tuQVpwAAAADbN0FRWF3fTHK/JNeuqk9U1SuSXKWqrr/UjK21Z7bWDmitHZT+A0ofaa09NMnxSY4YJjsiybuHz8cneWBV7VpV10pycJLPbdvNAQAAANj+CYrC6rowyVHpP3p0pyT/Mgw/sqo+vYXLfGGSu1bVt5Lcdfie1topSY5LcmqS9yd5Ymvt11uedAAAAICNyTtFYXUdluTZSa6T5EVJvpLkZ3PvGl2u1tpJSU4aPl+Q5M5Tpjs6ydFbnlwAAACAjU9PUVhFrbWjWmt3TnJGkjek34jYp6o+WVX/PtPEAQAAAIyUnqKwNj7QWvt8ks9X1eNba7evqr1nnSgAAACAMdJTFNZAa+3pE18fMQw7fzapAQAAABg3QVFYY621r8w6DQAAAABjJigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCgAAAAAMCqCogAAAADAqAiKAgAAAACjIigKAAAAAIyKoCisU1V1YFV9tKpOq6pTqurJw/C9qurEqvrW8P/KE/M8s6pOr6pvVtXdZ5d6AAAAgPVLUBTWr0uTPLW1dsMkt0nyxKq6UZIjk3y4tXZwkg8P3zOMe2CSGyc5LMlLqmrHmaQcAAAAYB0TFIV1qrV2Tmvti8PnnyQ5Lcn+SQ5Pcsww2TFJ7jN8PjzJsa21S1pr30lyepJD1zbVAAAAAOufoChsB6rqoCQ3T/IfSa7WWjsn6YHTJFcdJts/yZkTs501DAMAAABggqAorHNVdYUkb0/ylNbaxYtNusCwtsDyHltVJ1fVyeedd962SiYAAADAdkNQFNaxqto5PSD6xtbaO4bBP6yqfYfx+yY5dxh+VpIDJ2Y/IMnZ85fZWntFa+2Q1toh++yzz+olHgAAAGCdEhSFdaqqKsmrk5zWWnvRxKjjkxwxfD4iybsnhj+wqnatqmslOTjJ59YqvQAAAADbi51mnQBgqt9J8rAkX6uqLw/DjkrywiTHVdWjk3wvyf2SpLV2SlUdl+TU9F+uf2Jr7ddrn2wAAACA9U1QFNap1tons/B7QpPkzlPmOTrJ0auWKAAAAIANwOPzAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAobTFUdVlXfrKrTq+rIWacHAAAAYL3ZadYJALadqtoxyb8luWuSs5J8vqqOb62dOtuUsdoOOvI9s07CduWMF95z1kkA2CLq+5VR3wMA0+gpChvLoUlOb619u7X2yyTHJjl8xmkCAAAAWFf0FIWNZf8kZ058PyvJrWeUFli39LRaGT2tWE2OR1aT8rUy6nsAxkRQFDaWWmBY22yCqscmeezw9adV9c1VT9Vl7Z3k/Bmsl9mS79up+tutml2+j5N8Hx95vgFsQX0v38dpo+X7NWedAGA2BEVhYzkryYET3w9IcvbkBK21VyR5xVomar6qOrm1dsgs08Dak+/jJN/HSb6PjzwfJ/k+TvId2Ci8UxQ2ls8nObiqrlVVuyR5YJLjZ5wmAAAAgHVFT1HYQFprl1bVnyX5QJIdk7ymtXbKjJMFAAAAsK4IisIG01p7b5L3zjodS5jp4/vMjHwfJ/k+TvJ9fOT5OMn3cZLvwIZQrbWlpwIAAAAA2CC8UxQAAAAAGBVBUWDNVNVhVfXNqjq9qo6cdXpYPVV1RlV9raq+XFUnD8P2qqoTq+pbw/8rzzqdbJ2qek1VnVtVX58YNjWfq+qZw/H/zaq6+2xSzdaaku/PqarvD8f8l6vqHhPj5PsGUFUHVtVHq+q0qjqlqp48DHfMb2CL5LtjfoOqqt2q6nNV9ZUhz587DHesAxuOx+eBNVFVOyb5f0numuSsJJ9P8qDW2qkzTRiroqrOSHJIa+38iWF/l+RHrbUXDkHxK7fWnjGrNLL1quqOSX6a5PWttZsMwxbM56q6UZI3Jzk0yX5JPpTkeq21X88o+WyhKfn+nCQ/ba39w7xp5fsGUVX7Jtm3tfbFqtojyReS3CfJI+KY37AWyff7xzG/IVVVJdm9tfbTqto5ySeTPDnJfeNYBzYYPUWBtXJoktNba99urf0yybFJDp9xmlhbhyc5Zvh8TPpFFdux1trHk/xo3uBp+Xx4kmNba5e01r6T5PT0eoHtzJR8n0a+bxCttXNaa18cPv8kyWlJ9o9jfkNbJN+nke/budb9dPi68/DX4lgHNiBBUWCt7J/kzInvZ2XxRjXbt5bkg1X1hap67DDsaq21c5J+kZXkqjNLHatpWj6rAza+P6uqrw6P1889VinfN6CqOijJzZP8RxzzozEv3xPH/IZVVTtW1ZeTnJvkxNaaYx3YkARFgbVSCwzz/o6N63daa7dI8gdJnjg8bsu4qQM2tpcmuU6SmyU5J8k/DsPl+wZTVVdI8vYkT2mtXbzYpAsMk/fbqQXy3TG/gbXWft1au1mSA5IcWlU3WWRyeQ5stwRFgbVyVpIDJ74fkOTsGaWFVdZaO3v4f26Sd6Y/RvXD4d1kc+8oO3d2KWQVTctndcAG1lr74XAR/d9JXplNj07K9w1keL/g25O8sbX2jmGwY36DWyjfHfPj0Fq7KMlJSQ6LYx3YgARFgbXy+SQHV9W1qmqXJA9McvyM08QqqKrdhx9jSFXtnuRuSb6ent9HDJMdkeTds0khq2xaPh+f5IFVtWtVXSvJwUk+N4P0sQrmLpQH/yP9mE/k+4Yx/PjKq5Oc1lp70cQox/wGNi3fHfMbV1XtU1V7Dp8vl+QuSb4RxzqwAe006wQA49Bau7Sq/izJB5LsmOQ1rbVTZpwsVsfVkryzX0dlpyRvaq29v6o+n+S4qnp0ku8lud8M08g2UFVvTnKnJHtX1VlJnp3khVkgn1trp1TVcUlOTXJpkif6Zdrt05R8v1NV3Sz9kckzkvxpIt83mN9J8rAkXxveNZgkR8Uxv9FNy/cHOeY3rH2THFNVO6Z3ojqutXZCVX0mjnVgg6nWvO4DAAAAABgPj88DAAAAAKMiKAoAAAAAjIqgKAAAAAAwKoKiAAAAAMCoCIoCAAAAAKMiKAoAMANV9euq+nJVfb2q3lpVl19i+pOq6pAFhj+iqv51+Py4qv/f3v2H6l2WcRx/f5zl1vwxlJwp5mTLzJSOc0VMK2c/MDBSWJxkZqNSskAhFhQUiGFEo3+MxOjHUApRq/1jYNmwNp2nmnO2Zcc0chRGxpCVMt1aV38891nPedzpOXvOOW123i848Hzv7/297vv+nn8eLq77fnL1AHNZkORTXdenJvnBocaZIPbPkzzR1rotycrpiHskSLIoyZ4k27ranu/pc+D/M0GM4SRPJbl3JucqSZKk8UyKSpIkHR57qmqoqs4F9gKfnGrAqrqtqu4Y4NEFwIGkaFU9U1XTmbxc1dY6VFXjkq3peCV/J/1DVQ0N+nBV3QV8YhrnI0mSpEl4JX8BlSRJ+n+xCVjSKg93jDUmWZPkxq5+VyXZ3KpL39YbJMmNSda0z0uS/CzJY0m2Jlmc5NgkG9r19iQfbI9+BVjcKjnXds8jydwk61r/R5OsaO2rk/woyX1Jnkzy1ckutsX/XZJbga3A6Unel+ThNrd7khzb+l6aZDTJg0luGauo7F5ru96RZFH7fFWSX7X1fDPJnNb+fJKb2zsZSbKwtS9Msr61P5ZkeZIvJbmhK/7NSa6f7BonWPe2rr89Sd41lXiSJEkanElRSZKkwyjJ0cD7ge2T6D6/qpbTqer8bp++3we+UVVvAZYDfwFeBK6oqqXACuBrSQJ8jlbxWFWf7YnzaYCqOg+4Erg9ydx2bwgYBs4DhpOcPtFcupKBJ7W2NwJ3VNX5wAvAF4D3tLltAT7TxvkW8AHgHcApfdZMkje1OV3YKjj3A6va7fnASHsnG4FrWvstwC9a+1Lgt8B3gI+2mEcBH27vtJ953clP4KaxG2PVssAX2xo3TyKeJEmSZsDRh3sCkiRJs9S8rrMoN9FJwp3a55k7AapqY5Ljkyw4WKckxwGnVdX61v/F1v4q4MtJ3gn8CzgNWNhnzIuAr7c4o0l2Ame1exuqaneL/ThwBvCng8RYVVVbeua3s6pGWtPbgXOAhzo5Wl4NPAycDfyxqp5sz30PuLbPfN8NXAD8usWaBzzb7u0Fxs7ufAR4b/t8CXB1W+N+YDewO8muJOfTeUePVtWuPmNDOxaha62rgWVd128A1gKXVNW+ScSTJEnSDDApKkmSdHjs6T2LMsk/Gb+TZ+74R6g+1wdCTdC+CngtcEFV7Uvy9EHGmGwsgJe6Pu/n0L5bvtAzxv1VdeW4gZMhJl7jRO8qwO1V9fmDPLOvqsbiTWa+3wZW06lQ7VeZ21eS+cDdwDVV9cxU40mSJGlwbp+XJEk6cvwVODnJSUmOAS7ruT8MkOQiYPdYlWavqvo78Ockl7f+x6Tz6/YnAM+2hOgKOpWdAP8AjptgThtp28+TnAW8Hnhi0AVOYAS4MMmSNs5r2lijwJlJFrd+3UnTp+lsdSfJUuDM1r4BWJnk5HbvxCRn8N9tAK5r/eckOb61rwcuBd4K/GTw5R2wDlhXVZumIZYkSZKmwKSoJEnSEaJtp74J+CWdbd6jPV2eS7IZuA34eJ9wHwGuT/IbOmdXnkLnTMxlSbbQSXSOtnF30dm6viPJ2p44twJzkmwH7gJWV9VLTKOq+hudisw723xHgLPbtv9rgR8neRDY2fXYD4ET2xEE1wG/b7Eep3M+6U9brPuB1/WZwg3AirbGR4A3t1h7gQeAu9u2+oG1xOxK4GNdZ44u6/ecJEmSZkb+s4NIkiRJOnIluRhYU1W9FbQzNd5RwFbgQ2PnmvbcXwTcW1XnTnGci/kfrkuSJElWikqSJEkvk+Qc4Ck6Pyb1soRosx84oesHswYZZ5hONe5zg8aQJEnSobNSVJIkSZIkSdKsYqWoJEmSJEmSpFnFpKgkSZIkSZKkWcWkqCRJkiRJkqRZxaSoJEmSJEmSpFnFpKgkSZIkSZKkWcWkqCRJkiRJkqRZ5d/BqKnLM76X6gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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eIeVId0fhYmDXqtqULvmYjzLcoiVlEwbjvyddM4nvTx4xyXp0zzW+ja7d/2Z0Fcsoy7CyZXsNd91HJpuqTCecSHdl6wDgwlZpzNastv1mqu3iKrorxpsN/G1SVfvPFMRMdUE7qJ5Mt7x/BZw26UA94Wpgh0kP6E/e3mdar4MGl3VjurtVw/aBUfbRcbsG2C7J4HwHt7GH0F2xXD7QbfNWd02YqKvHXWedCBzUDkAbAF8dMo1f0jXr2mlSfLMuyxm2n6vomu0ObrcbVtWJQyZ19ZB4JraHqer/u4QzJL6f0zVTezrwAroTn1HMdx19Fd3V9i0H1t2mVbXHwDDTllGS56X76Yqp/ibqxh/RJROjuoCuGfzEfDaiK58Lhgz7/4B1kuw60O2BA8POZlpDJdkNOAF4zqQLe9A9Q3Z5Vd3Yhn3vNOvjgknT3T7JEUkuBE6i22/2rKrnTBOO52yesy2oc7aq+mNVvamqdgceRvdc/wvb4CusyySPpGt58By65qCb0TVrzbDhm9/SXXyYcM+JDzPMe/K29sWqenyL/WK6/WXYPEc5vk0+ng/dL4eYfDF6ujr6n9vwf962heczsC1U1ceq6hEtzqLbf2D6Y+H0wVV9r6oOoNsf/4vu2DylGRPRJLvQPUtz8aReh7UKcgu6jXzYG+Y2oluw5W1aL6K7uta3T9JdjX5YkrvRNeEYLPw7rngAJHl+kiXt5GbiCubtdFf1H5fkOUnWSXKPJHu24d4HvDPJxFWI7ZI8YcT4NqG7cnRLkr3pTqRG0g543wL+Ocn66V4R/2KG34GY7MFJnpHubssr6Tbm70wR343Aze3qz8tHjW+uVNUVdC8jOCrdq7T/EnjKwCD70zXrGVYB3Y2uffxy4LZ21XqkV76vQtmeDByS7nfxNgT+cZT5TXJSi/PlTH83dDqz2vabqbaLs4Ebk7w2yQZJ1k7ygCQPGSGOUeqCj9FdbXweUy/vd+kOKK9Jsm663998Ct26Whn7J3lEWzdvAb475CQSVmEfnUPfpquHXtHqnwPonlucMKwsAd7U9plH0h1gP9FDnfV5uoPYm4GPT7qDDUB1P2VwMnB0kk3aSfA/0F2xXRlTbT/vA16W7i5GkmyU5EmTTgQnnAi8PsmSdG9SfeNAPB8AXpTuZz7Wautr2NXwa4Ht2zY16MPAa+ieLRt2t3+Yea2j213bLwFvT7JpW+57J3n0LKbx0ep+umKqvyvboKcDeyVZf2Lctp2vT9fMbe12jJtoSXAK3c+iPLMN80a65ysnn6tM3Mn4NPDmVv4Pp7vA95+zndYwSTalexbs9VU17CccHg3890A8L5tmfewxMN2j6JLh3ejKdNeqenM7Hk4Vi+dsHc/ZFtA5W5LHJPmzdG+6v5EuiZv4uZtr6ZrITtiErtnvcroLTG9kxRYN1wI7Z8UL1ucBB7bzhqV0z9oy3bzTXQDZm645LEm2Tve7wBvRrfubJ8V4R70/4vFtK+DvW0zPprtgNas3CI9QR2/S4rwhyXZ0Lz6bWO7dkjw23c2aW+guzkwsz3THwim1sn5ekrtX1R/p1ue0P1s0yh3RqU5uPka38D9rf2+dPEBVXQi8ne4E6lq6A/A3R5jnnKqqC+hepnAS3VWam+jaM9+a5O50hf+tgVH2Ay5IcjPdSwwOrKpb2gFzf7oHo39Nt2FPXEV9Ld1LVL6T7vb3l5m+6cygv6U7QN5EV9jTXj0Y4iC6ZxCupjug/mNVnT7CeJ+hO3G7nu4q/TPahjPZq+kq2pvoKu+5fK39bDyP7jmOX9Ftbx+nqwxgmma57c7I39Ot1+vpluXUWcx31mVbVf9N99zIV9q4X5nF/CamcQ3dvvMwVnKdr8S2D1NsF61ifQpds8fL6K74vZ+uScxMccxYF1TVRJK5LQMnbZOG+QNdM+UntvkfS/cs4EgnjEN8jO4iwa/pXlDwvCmGW9V9dJW1ZX8G3UnLDXRXNk9j+n3gF3TleDXdic7LBtbV2OqsqrqV7sT/cUx/EeXv6Mr8Z3TPu36MIT/VMYqptp+qOofuecB/p1sXl9I9nzPMW+lOnn4E/Jjuav1b23TOpnv79jvprr5/jRWvGE/4Cl3y8Iskvxzofkob/pRasbn0dFaHOvqFdBfzJt64+km6uwFzqqqupVt3Bwx0fj3dydERdNv771s32p3/Z9I9g3w93TPsE83BJ35Pd7Ae+Vu6u/PX0Z1kvbzVjzNOawR70e0778jA3c2B/gfRNZebrf+ie5HIi6rqa1NcaJ3MczbP2RbiOds96eqWG+keS/oadyY+/wo8K8n1Sf6Nrhntf9O1dLiCLokavID8ifb/V0kmWsm9ge7u+PV0FzYGj0tTzXtfupcp3dKGW4tuW7qabnt6NN22AMPr/ZmOb98FdqU7lzkaeFZV/YrZm66OfhNd/fQbuju7nx4Ybz3gmDb/X9Alxq9r/aY8Fo7gBcDlbb96GV3dPaXMVK8l+Tzd65IHrz5dTvfg8JdHDGq1kq4J3g10G8BD6Ap/umYui0670nqfqpp2A1mdJfk4XdOIt9DtRPeuqt/Mb1SrN7f9OyU5nu4lHa+f71hWVpLv0jUL+zzdSda2I56sah4k+Snd2wxnPHYuhjp6tpLsTte8de/Fsh0neQrdC0h6qWc9Z1ucFkN9sNDO2ZIcC5xfVceOYdqH0O2Tj5jraS80o9wRPZPhz/csKEmekmTDdkv9bXQZ/uV0lds75zM2jSbJQ1qTg7WS7Ed35fy/6J7re8PqXKHNJ7f9xSPJo5PcszUzO5juhSlfoLsr/Q+L5eR9MUryTLpmj7NuHbGmqKoLq+ohi2k7rqrP9pw0nYnnbFoNLIJztvMY/TEKraSp3tp4h6r6P30E0oOJ50FCd7v5wHaw+9K8RjVGrVnSI4f0+qe+Y5kj96RrVnAPurfFvbyqftD6vafvYJK8jjubMQz6RlU9se94prHGbfsT0r34Y1jzyZf2Hcsc2Y2uGdjGdG+DfFZrwn0NXTOlRSvJexnexOcjVfWyvuOZjSRn0v0UzwsGn5ddhHW05pnnbAvXIqwPVqtzttmqquPmY76TmvUPemJVfaPXYHowY9NcSZIkSZLm0qg/37LS0r1Z8wdJTmvft0hyepKftP+bDwx7ZJJLk1wyi7eXSZIkSZIWkLEnonQ/7nzRwPcjgDOqalfgjPZ94iUFBwJ70L0B7dj2KmVJkiRJ0iIy4zOiqyLJ9nSvEj+a7vdzoGv3v0/7fALdg/Wvbd1Paq/9vyzJpXS/3/Ptqaa/5ZZb1s477zyO0CVJkiRptXfuuef+sqqWzHccszXWRJTudxRfQ/eDqhO2bi/XoKquSfsxYWA7Vvxh3mWt2wqSHAocCrDjjjtyzjnnjCNuSZIkSVrtJblivmNYGWNrmpvkycB1VXXuqKMM6XaXNylV1XFVtbSqli5ZsuASf0mSJEla443zjujDgacm2R9YH9g0yUeAa5Ns0+6GbgNc14ZfBuwwMP72wNVjjE+SJEmSNA/Gdke0qo6squ2rame6lxB9paqeD5wKHNwGOxj4TPt8KnBgkvWS7ALsCpw9rvgkSZIkSfNj3M+IDnMMcHKSFwNXAs8GqKoLkpwMXAjcBhxWVbfPQ3ySJEmSpDFK1V0ew1wwli5dWr6sSJIkSdKaKsm5VbV0vuOYrT5+R1SSJEmSpDuYiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSejUfvyMqSb3a+YjPzXcIC8rlxzxpvkOQJEmLnHdEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9GlsimmT9JGcn+WGSC5K8qXU/KsnPk5zX/vYfGOfIJJcmuSTJE8YVmyRJkiRp/qwzxmnfCjy2qm5Osi5wVpL/bv3eWVVvGxw4ye7AgcAewLbAl5Pct6puH2OMkiRJkqSeje2OaHVubl/XbX81zSgHACdV1a1VdRlwKbD3uOKTJEmSJM2PsT4jmmTtJOcB1wGnV9V3W69XJPlRkg8m2bx12w64amD0Za2bJEmSJGkRGWsiWlW3V9WewPbA3kkeALwHuDewJ3AN8PY2eIZNYnKHJIcmOSfJOcuXLx9T5JIkSZKkcenlrblVdQNwJrBfVV3bEtQ/Ae/jzua3y4AdBkbbHrh6yLSOq6qlVbV0yZIlY45ckiRJkjTXxvnW3CVJNmufNwAeB1ycZJuBwZ4OnN8+nwocmGS9JLsAuwJnjys+SZIkSdL8GOdbc7cBTkiyNl3Ce3JVnZbkP5PsSdfs9nLgpQBVdUGSk4ELgduAw3xjriRJkiQtPmNLRKvqR8CDhnR/wTTjHA0cPa6YJEmSJEnzr5dnRCVJkiRJmmAiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSejW2RDTJ+knOTvLDJBckeVPrvkWS05P8pP3ffGCcI5NcmuSSJE8YV2ySJEmSpPkzzjuitwKPraoHAnsC+yV5KHAEcEZV7Qqc0b6TZHfgQGAPYD/g2CRrjzE+SZIkSdI8GFsiWp2b29d1218BBwAntO4nAE9rnw8ATqqqW6vqMuBSYO9xxSdJkiRJmh9jfUY0ydpJzgOuA06vqu8CW1fVNQDt/1Zt8O2AqwZGX9a6SZIkSZIWkbEmolV1e1XtCWwP7J3kAdMMnmGTuMtAyaFJzklyzvLly+cqVEmSJElST3p5a25V3QCcSffs57VJtgFo/69rgy0DdhgYbXvg6iHTOq6qllbV0iVLlow1bkmSJEnS3BvnW3OXJNmsfd4AeBxwMXAqcHAb7GDgM+3zqcCBSdZLsguwK3D2uOKTJEmSJM2PdcY47W2AE9qbb9cCTq6q05J8Gzg5yYuBK4FnA1TVBUlOBi4EbgMOq6rbxxifJEmSJGkejC0RraofAQ8a0v1XwL5TjHM0cPS4YpIkSZIkzb9enhGVJEmSJGmCiagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXo3td0QlSQvTzkd8br5DWFAuP+ZJ8x2CJEkLjndEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr0xEJUmSJEm9GlsimmSHJF9NclGSC5Ic3rofleTnSc5rf/sPjHNkkkuTXJLkCeOKTZIkSZI0f9YZ47RvA15VVd9PsglwbpLTW793VtXbBgdOsjtwILAHsC3w5ST3rarbxxijJEmSJKlnY7sjWlXXVNX32+ebgIuA7aYZ5QDgpKq6taouAy4F9h5XfJIkSZKk+dHLM6JJdgYeBHy3dXpFkh8l+WCSzVu37YCrBkZbxvSJqyRJkiRpAZp1Ippk8yR/PovhNwY+Bbyyqm4E3gPcG9gTuAZ4+8SgQ0avIdM7NMk5Sc5Zvnz5bMOXJEmSJM2zkRLRJGcm2TTJFsAPgQ8leccI461Ll4R+tKo+DVBV11bV7VX1J+B93Nn8dhmww8Do2wNXT55mVR1XVUuraumSJUtGCV+SJEmStBoZ9Y7o3dvdzGcAH6qqBwOPm26EJAE+AFxUVe8Y6L7NwGBPB85vn08FDkyyXpJdgF2Bs0eMT5IkSZK0QIz61tx1WgL5HOD/G3GchwMvAH6c5LzW7XXAQUn2pNOawkkAABjaSURBVGt2eznwUoCquiDJycCFdG/cPcw35kqSJEnS4jNqIvpm4IvAWVX1vST3An4y3QhVdRbDn/v8/DTjHA0cPWJMkiRJkqQFaKREtKo+AXxi4PvPgGeOKyhJkiRJ0uI1UiKaZAnwEmDnwXGq6q/HE5YkSZIkabEatWnuZ4BvAF8GfG5TkiRJkrTSRk1EN6yq1441EkmSJEnSGmHUn285Lcn+Y41EkiRJkrRGGDURPZwuGb0lyU3t78ZxBiZJkiRJWpxGfWvuJuMORJIkSZK0Zhj1GVGSPBV4VPt6ZlWdNp6QJEmSJEmL2UhNc5McQ9c898L2d3jrJkmSJEnSrIx6R3R/YM+q+hNAkhOAHwBHjCswSZIkSdLiNOrLigA2G/h897kORJIkSZK0Zhj1jug/Az9I8lUgdM+KHjm2qCRJkiRJi9aob809McmZwEPoEtHXVtUvxhmYJEmSJGlxmrZpbpL7tf97AdsAy4CrgG1bN0mSJEmSZmWmO6L/ABwKvH1IvwIeO+cRSZIkSZIWtWkT0ao6tH18YlXdMtgvyfpji0qSJEmStGiN+tbcb43YTZIkSZKkaU17RzTJPYHtgA2SPIjuRUUAmwIbjjk2SZIkSdIiNNMzok8ADgG2B94x0P0m4HVjikmSJEmStIjN9IzoCcAJSZ5ZVZ/qKSZJkiRJ0iI26u+IfirJk4A9gPUHur95XIFJkiRJkhankV5WlOS9wHOBv6N7TvTZwE5jjEuSJEmStEiN+tbch1XVC4Hrq+pNwF8CO4wvLEmSJEnSYjVqIvr79v93SbYF/gjsMp6QJEmSJEmL2UjPiAKnJdkM+Bfg+0AB7x9bVJIkSZKkRWukO6JV9ZaquqG9OXcn4H5V9YbpxkmyQ5KvJrkoyQVJDm/dt0hyepKftP+bD4xzZJJLk1yS5AmrsmCSJEmSpNXTqC8rOqzdEaWqbgXWSvK3M4x2G/Cqqro/8FDgsCS7A0cAZ1TVrsAZ7Tut34F0b+bdDzg2ydorsUySJEmSpNXYqM+IvqSqbpj4UlXXAy+ZboSquqaqvt8+3wRcBGwHHACc0AY7AXha+3wAcFJV3VpVlwGXAnuPuiCSJEmSpIVh1ER0rSSZ+NLuVN5t1Jkk2Rl4EPBdYOuquga6ZBXYqg22HXDVwGjLWjdJkiRJ0iIyaiL6ReDkJPsmeSxwIvCFUUZMsjHwKeCVVXXjdIMO6VZDpndoknOSnLN8+fJRQpAkSZIkrUZGTURfC3wFeDlwGN2zna+ZaaQk69IloR+tqk+3ztcm2ab13wa4rnVfxoq/Tbo9cPXkaVbVcVW1tKqWLlmyZMTwJUmSJEmri1HfmvunqnpPVT2rqp5ZVf9RVbdPN05ryvsB4KKqesdAr1OBg9vng4HPDHQ/MMl6SXYBdgXOns3CSJIkSZJWf9P+jmiSk6vqOUl+zJBmslX159OM/nDgBcCPk5zXur0OOIaume+LgSuBZ7dpXZDkZOBCujfuHjZTsitJkiRJWnimTUSBw9v/J892wlV1FsOf+wTYd4pxjgaOnu28JEmSJEkLx7SJ6MDbba/oJxxJkiRJ0mI3U9Pcm1ixSW7a9wBVVZuOMTZJkiRJ0iI00x3RTfoKRJIkSZK0ZpjpGdE7JNkLeATdHdGzquoHY4tKkiRJkrRojfTzLUneCJwA3APYEjg+yevHGZgkSZIkaXEa9Y7oQcCDquoWgCTHAN8H3jquwCRJkiRJi9NId0SBy4H1B76vB/x0zqORJEmSJC16M7019//SPRN6K3BBktPb98cDZ40/PEmSJEnSYjNT09xz2v9zgVMGup85lmgkSZIkSYveTD/fckJfgUiSJEmS1gwjvawoyWV0TXJXUFX3mvOIJEmSJEmL2qhvzV068Hl94NnAFnMfjiRJkiRpsRvprblV9auBv59X1buAx445NkmSJEnSIjRq09y9Br6uRXeHdJOxRCRJkiRJWtRGbZr79oHPtwGXAc+Z+3AkSZIkSYvdSIloVT1m3IFIkiRJktYM0z4jmuQvkvwwyc1Jvp3k/n0FJkmSJElanGZ6WdG7gVcD9wDeAbxr7BFJkiRJkha1mRLRtarq9Kq6tao+ASzpIyhJkiRJ0uI10zOimyV5xlTfq+rT4wlLkiRJkrRYzZSIfg14ClBABr7TupmISpIkSZJmZdpEtKpeBJDk9VX11vZ5vaq6tY/gJEmSJEmLz0xvzX1Nkr8EnjXQ+dvjDUmSJEmStJjN1DT3EuDZwL2SfAO4CLhHkt2q6pKxRydJkiRJWnRmemvu9cDrgEuBfYB/a92PSPKtMcYlSZIkSVqkZkpE9wM+B9yb7ndE9wZ+W1UvqqqHTTdikg8muS7J+QPdjkry8yTntb/9B/odmeTSJJckecLKL5IkSZIkaXU2bSJaVa+rqn2By4GP0DXlXZLkrCSfnWHax9MlspO9s6r2bH+fB0iyO3AgsEcb59gka89qSSRJkiRJC8JMd0QnfLGqvldVxwHLquoRwIumG6Gqvg78esTpHwCcVFW3VtVldE2B9x5xXEmSJEnSAjJSIlpVrxn4ekjr9suVnOcrkvyoNd3dvHXbDrhqYJhlrdtdJDk0yTlJzlm+fPlKhiBJkiRJmi+j3hG9Q1X9cBXm9x665033BK4B3t66Z9isppj/cVW1tKqWLlmyZBVCkSRJkiTNh1knoquiqq6tqtur6k/A+7iz+e0yYIeBQbcHru4zNkmSJElSP3pNRJNsM/D16cDEG3VPBQ5Msl6SXYBdgbP7jE2SJEmS1I91xjXhJCfS/fbolkmWAf8I7JNkT7pmt5cDLwWoqguSnAxcCNwGHFZVt48rNkmSJEnS/BlbIlpVBw3p/IFphj8aOHpc8UiSJEmSVg+9Ns2VJEmSJMlEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0aWyKa5INJrkty/kC3LZKcnuQn7f/mA/2OTHJpkkuSPGFccUmSJEmS5tc474geD+w3qdsRwBlVtStwRvtOkt2BA4E92jjHJll7jLFJkiRJkubJ2BLRqvo68OtJnQ8ATmifTwCeNtD9pKq6taouAy4F9h5XbJIkSZKk+dP3M6JbV9U1AO3/Vq37dsBVA8Mta90kSZIkSYvM6vKyogzpVkMHTA5Nck6Sc5YvXz7msCRJkiRJc63vRPTaJNsAtP/Xte7LgB0GhtseuHrYBKrquKpaWlVLlyxZMtZgJUmSJElzr+9E9FTg4Pb5YOAzA90PTLJekl2AXYGze45NkiRJktSDdcY14SQnAvsAWyZZBvwjcAxwcpIXA1cCzwaoqguSnAxcCNwGHFZVt48rNkmSJEnS/BlbIlpVB03Ra98phj8aOHpc8UiSJEmSVg+ry8uKJEmSJElrCBNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUKxNRSZIkSVKvTEQlSZIkSb0yEZUkSZIk9cpEVJIkSZLUq3XmOwBJs7fzEZ+b7xAkSZKkleYdUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUmSJElSr3xrriRJq8C3WM/O5cc8ab5DkCStBrwjKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnqlYmoJEmSJKlXJqKSJEmSpF6ZiEqSJEmSemUiKkmSJEnq1TrzMdMklwM3AbcDt1XV0iRbAB8HdgYuB55TVdfPR3ySJEmSpPGZzzuij6mqPatqaft+BHBGVe0KnNG+S5IkSZIWmdWpae4BwAnt8wnA0+YxFkmSJEnSmMxXIlrAl5Kcm+TQ1m3rqroGoP3fap5ikyRJkiSN0bw8Iwo8vKquTrIVcHqSi0cdsSWuhwLsuOOO44pPkiRJkjQm83JHtKqubv+vA04B9gauTbINQPt/3RTjHldVS6tq6ZIlS/oKWZIkSZI0R3pPRJNslGSTic/A/wDOB04FDm6DHQx8pu/YJEmSJEnjNx9Nc7cGTkkyMf+PVdUXknwPODnJi4ErgWfPQ2ySJEmSpDHrPRGtqp8BDxzS/VfAvn3HI0mSJEnq1+r08y2SJEmSpDWAiagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSerVOvMdgLTzEZ+b7xAkSZIk9cg7opIkSZKkXpmISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXvnWXEmS1BvflD47lx/zpPkOQZLGwkRUkiRpNWXiPjsm7tLCsdolokn2A/4VWBt4f1UdM88hzZoHDUmSJEma2mr1jGiStYF3A08EdgcOSrL7/EYlSZIkSZpLq9sd0b2BS6vqZwBJTgIOAC6c16gkSZK02rNV2uzYlFnzaXVLRLcDrhr4vgz4i3mKRZIkSVq0TNxnx8R9bq1uiWiGdKsVBkgOBQ5tX29OcsnYo1pzbQn8cr6DUC8s6zWL5b3msKzXLJb3msOyngf53/M265nKe6e+AplLq1siugzYYeD79sDVgwNU1XHAcX0GtaZKck5VLZ3vODR+lvWaxfJec1jWaxbLe81hWa9ZFmt5r1YvKwK+B+yaZJckdwMOBE6d55gkSZIkSXNotbojWlW3JXkF8EW6n2/5YFVdMM9hSZIkSZLm0GqViAJU1eeBz893HAJsAr0msazXLJb3msOyXrNY3msOy3rNsijLO1U181CSJEmSJM2R1e0ZUUmSJEnSImciKpIcnuT8JBckeeUUw+yT5Lw2zNf6jlFzY6ayTnL3JJ9N8sM2zIvmI06tnCQfTHJdkvMHum2R5PQkP2n/N59i3P2SXJLk0iRH9Be1VsbKlnWSHZJ8NclFbR8/vN/ItTJWZd9uw66d5AdJTusnYq2sVazHN0vyySQXt338L/uLXCtjFcv7f7Z6/PwkJyZZv7/I54aJ6BouyQOAlwB7Aw8Enpxk10nDbAYcCzy1qvYAnt17oFplo5Q1cBhwYVU9ENgHeHt7g7UWhuOB/SZ1OwI4o6p2Bc5o31eQZG3g3cATgd2Bg5LsPt5QtYqOZyXKGrgNeFVV3R94KHCYZb0gHM/KlfeEw4GLxhOa5tjxrHxZ/yvwhaq6H91x3jJf/R3Pyh23twP+HlhaVQ+ge8nrgeMNde6ZiOr+wHeq6ndVdRvwNeDpk4b5K+DTVXUlQFVd13OMmhujlHUBmyQJsDHwa7oTVy0AVfV1ujIbdABwQvt8AvC0IaPuDVxaVT+rqj8AJ7XxtJpa2bKuqmuq6vvt8010J6rbjTFUzYFV2LdJsj3wJOD9YwtQc2ZlyzrJpsCjgA+06fyhqm4YY6iaA6uyb9O9dHaDJOsAGwJXjyXIMTIR1fnAo5LcI8mGwP7ADpOGuS+weZIzk5yb5IW9R6m5MEpZ/ztdwno18GPg8Kr6U79hao5tXVXXQJeEAFsNGWY74KqB78swOVmIRinrOyTZGXgQ8N2xR6ZxGLW83wW8BrAuX7hGKet7AcuBD7Vm2O9PslGfQWrOzFjeVfVz4G3AlcA1wG+q6ku9RjkHTETXcFV1EfC/gdOBLwA/5K53wNYBHkx3RfUJwBuS3LfPOLXqRizrJwDnAdsCewL/3q6yanHLkG6+Un0RS7Ix8CnglVV143zHo/FI8mTguqo6d75j0ditA+wFvKeqHgT8lumba2sBa8+NHgDsQnfOtlGS589vVLNnIiqq6gNVtVdVPYquecBPJg2yjO6Zg99W1S+Br9M9e6AFZoSyfhFdM+yqqkuBy4D79R2n5tS1SbYBaP+HNa1fxop3x7dnATbx0UhlTZJ16ZLQj1bVp3uMT3NrlPJ+OPDUJJfTNbl/bJKP9Bei5sio9fiyqppo4fBJusRUC88o5f044LKqWl5VfwQ+DTysxxjnhImoSLJV+78j8AzgxEmDfAZ4ZJJ1WpPOv8AH4BekEcr6SmDfNszWwG7Az/qMUXPuVODg9vlguv15su8BuybZpb2c6sA2nhaWGcu6Pf/9AeCiqnpHj7Fp7s1Y3lV1ZFVtX1U70+3XX6mqBXfXRCOV9S+Aq5Ls1jrtC1zYT3iaY6Mct68EHppkw1av78sCPDc3ERXAp5JcCHwWOKyqrk/ysiQvgzuadH4B+BFwNvD+qjp/6slpNTZtWQNvAR6W5Md0b2p7bbsLrgUgyYnAt4HdkixL8mLgGODxSX4CPL59J8m2ST4P0F5e9Qrgi3QHspOr6oL5WAaNZmXLmu4O2Qvo7oyd1/72n4dF0CysQnlrgVnFsv474KNJfkT3eM0/9Ru9ZmsVjtvfpbvr/X26d3qsBRw3D4uwSlLlY0CSJEmSpP54R1SSJEmS1CsTUUmSJElSr0xEJUmSJEm9MhGVJEmSJPXKRFSSJEmS1CsTUUnSSklye/v5j/OTfKL9zvB0w5+ZZOmQ7ock+ff2+WVJXrgSsWyW5G8Hvm+b5JOznc4U0z4zySUDP3fyrLmY7uogyc5Jfp/kvIFuN08a5o7ymWIaz01yaZLTxhmrJGlxMRGVJK2s31fVnlX1AOAPwMtmGmEmVfXeqvrwSoy6GXBHIlpVV1fVXCaMz2vLumdVrZDgprOQj6c/rao9V3bkqvo48DdzGI8kaQ2wkA+ckqTVxzeA+7Q7bOdPdEzy6iRHDQz3/CTfandR9548kSRHJXl1+3yfJF9O8sMk309y7yQbJzmjff9xkgPaqMcA9253LP9lMI4k6yf5UBv+B0ke07ofkuTTSb6Q5CdJ/s+oC9umf1GSY+l+UHyHJP8jybdbbJ9IsnEbdr8kFyc5K8m/Tdw5HFzW9v38JDu3z89PcnZbnv9IsnbrfnOSo9s6+U6SrVv3rZOc0rr/MMnDkrwlyeED0z86yd+PuoxTLPd5A3+/T/LoVZmeJGnNZSIqSVolSdYBngj8eITBN6qqh9HdvfzgDMN+FHh3VT0QeBhwDXAL8PSq2gt4DPD2JAGOoN3Zq6r/NWk6hwFU1Z8BBwEnJFm/9dsTeC7wZ8Bzk+wwVSwDCdg9WrfdgA9X1YOA3wKvBx7XYjsH+Ic2n/cBTwEeCdxzhmUmyf1bTA9vdypvB57Xem8EfKetk68DL2nd/w34Wuu+F3AB8AHg4DbNtYAD2zqdyQaDCSfw5okeE3eFgTe0ZfzWCNOTJOku1pnvACRJC9YGA88WfoMu8dl2hnFOBKiqryfZNMlmwwZKsgmwXVWd0oa/pXVfF/inJI8C/gRsB2w9wzwfAfzfNp2Lk1wB3Lf1O6OqftOmfSGwE3DVkGk8r6rOmRTfFVX1ndbpocDuwDe7vJi7Ad8G7gdcVlU/aeN9BDh0hnj3BR4MfK9NawPgutbvD8DEs5jnAo9vnx8LvLAt4+3Ab4DfJPlVkgfRraMfVNWvZpg3tCbXA8t6CLB04PuuwL8Aj62qP44wPUmS7sJEVJK0sn4/+dnCJLexYmub9VcchZrh+x2TmqL784AlwIOr6o9JLh8yj1GnBXDrwOfbmd1x8beT5nF6VR20woyTPZl6GadaVwFOqKojh4zzx6qamN4o8b4fOITuTuxMd6BnlGQj4GTgJVV19apOT5K05rJpriRpLl0LbJXkHknWA548qf9zAZI8AvjNxN3IyarqRmBZkqe14ddL91beuwPXtST0MXR3MAFuAjaZIqav05q2JrkvsCNwycou4BS+Azw8yX3afDZs87oY2CXJvdtwg4nq5XTNaEmyF7BL634G8KwkW7V+WyTZiemdAby8Db92kk1b91OA/YCHAF9c+cW7w4eAD1XVN+ZgWpKkNZiJqCRpzrSmmm8GvkvXhPTiSYNcn+RbwHuBF88wuRcAf5/kR3TPIt6T7hnHpUnOoUsuL27z/RVds9jzk/zLpOkcC6yd5MfAx4FDqupW5lBVLae783hii/c7wP1ak+JDgc8lOQu4YmC0TwFbtObNLwf+X5vWhXTPm36pTet0YJsZQjgceExbxnOBPdq0/gB8FTi5NdldaS0Zfhbw1wPPkN7l53gkSRpF7mzhI0mSxinJPsCrq2ryneJxzW8turf6PnviOdVJ/XcGTms/wbMq89mHHpdLkrTweUdUkqRFKMnuwKV0L2S6SxLa3A7cfeClUyszn+fS3XW+fmWnIUla83hHVJIkSZLUK++ISpIkSZJ6ZSIqSZIkSeqViagkSZIkqVcmopIkSZKkXpmISpIkSZJ6ZSIqSZIkSerV/w+IVwuJSSCo/wAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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0oxPp/iM9lCSPovvqhLENWxywOd1sekMles3LgVNN9EbqLeMO4K6kqg4ddwxrqqp+ACxKotecxQyzbc5XkmfQ3Q94D7p7nP/TRE/SQrBnT9KiSXI48HS6IZqfGHM4ayzJCrp7j54+ebKIcUhyCG246CSfqqqDFjuedUEbgjh5Qgvovpfv04sdjwSQ5Kt0yevtdEMmX9HuR5WkeTHZkyRJkqQecoIWSZIkSeohkz1JkiRJ6qF1eoKWLbbYopYtWzbuMCRJkiRpLE4//fSfVtXSqdat08nesmXLOO2008YdhiRJkiSNRZLLplvnME5JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6qGRJXtJDktydZJzB8qOTHJWe6xIclYrX5bkFwPrDhlVXJIkSZJ0V7BkhHV/AvgA8MmJgqp6zsTzJO8BbhzY/uKq2mWE8SyaZQd/ZdwhrFNWvOsp4w5BkiRJ6p2RJXtVdVKSZVOtSxLg2cATR3V8SZIkSborG9c9e48HrqqqHw2U7ZDkzCTfSvL4McUlSZIkSb0wymGcM9kfOGJgeRWwfVVdm+SRwBeTPKyqbpq8Y5IDgQMBtt9++0UJVpIkSZLWNYves5dkCfCnwJETZVV1a1Vd256fDlwMPGiq/avq0KpaXlXLly5duhghS5IkSdI6ZxzDOP8IuKCqVk4UJFmaZP32/AHATsAlY4hNkiRJknphlF+9cATwPeDBSVYmeUlbtR+rD+EEeAJwTpKzgc8DB1XVdaOKTZIkSZL6bpSzce4/TfkBU5QdDRw9qlgkSZIk6a5mXLNxSpIkSZJGyGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6aGTJXpLDklyd5NyBsrcmuSLJWe2xz8C6NyS5KMmFSZ48qrgkSZIk6a5glD17nwD2mqL8fVW1S3scB5BkZ2A/4GFtnw8lWX+EsUmSJElSr40s2auqk4Drhtx8X+CzVXVrVV0KXATsNqrYJEmSJKnvxnHP3iuTnNOGed67lW0DXD6wzcpW9luSHJjktCSnXXPNNaOOVZIkSZLWSYud7H0Y2BHYBVgFvKeVZ4pta6oKqurQqlpeVcuXLl06miglSZIkaR23qMleVV1VVbdX1W+Aj3DnUM2VwHYDm24LXLmYsUmSJElSnyxqspdkq4HFZwATM3V+GdgvyYZJdgB2Ak5ZzNgkSZIkqU+WjKriJEcAuwNbJFkJvAXYPckudEM0VwAvA6iq85IcBfwQuA34y6q6fVSxSZIkSVLfjSzZq6r9pyj+2AzbvxN456jikSRJkqS7knHMxilJkiRJGjGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeqhkSV7SQ5LcnWScwfK3p3kgiTnJDkmyWatfFmSXyQ5qz0OGVVckiRJknRXMMqevU8Ae00qOx74nap6OPC/wBsG1l1cVbu0x0EjjEuSJEmSem9kyV5VnQRcN6ns61V1W1s8Gdh2VMeXJEmSpLuycd6z92LgvwaWd0hyZpJvJXn8uIKSJEmSpD5YMo6DJnkTcBvw6Va0Cti+qq5N8kjgi0keVlU3TbHvgcCBANtvv/1ihSxJkiRJ65RF79lL8kLgqcBzq6oAqurWqrq2PT8duBh40FT7V9WhVbW8qpYvXbp0scKWJEmSpHXKoiZ7SfYCXg88rap+PlC+NMn67fkDgJ2ASxYzNkmSJEnqk5EN40xyBLA7sEWSlcBb6Gbf3BA4PgnAyW3mzScAb09yG3A7cFBVXTdlxZIkSZKkWY0s2auq/aco/tg02x4NHD2qWCRJkiTprmacs3FKkiRJkkbEZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6yGRPkiRJknrIZE+SJEmSeshkT5IkSZJ6aI2TvST3TvLwUQQjSZIkSVoYQyV7SU5MsmmSzYGzgY8nee9oQ5MkSZIkzdWwPXv3qqqbgD8FPl5VjwT+aHRhSZIkSZLmY9hkb0mSrYBnA8eOMB5JkiRJ0gIYNtl7O/A14KKqOjXJA4AfjS4sSZIkSdJ8LBlmo6r6HPC5geVLgD8bVVCSJEmSpPkZKtlLshR4KbBscJ+qevFowpIkSZIkzcdQyR7wJeDbwH8Dt48uHEmSJEnSQhg22du4ql4/0kgkSZIkSQtm2Alajk2yz0gjkSRJkiQtmGGTvVfRJXy/THJze9w0ysAkSZIkSXM37Gycm4w6EEmSJEnSwhn2nj2SPA14Qls8sar8cnVJkiRJWksNNYwzybvohnL+sD1e1cokSZIkSWuhYXv29gF2qarfACQ5HDgTOHhUgUmSJEmS5m7YCVoANht4fq+FDkSSJEmStHCG7dn7v8CZSb4JhO7evTeMLCpJkiRJ0rwMOxvnEUlOBB5Fl+y9vqp+MsrAJEmSJElzN+MwziQPaT93BbYCVgKXA1u3MkmSJEnSWmi2nr2/AQ4E3jPFugKeON2OSQ4DngpcXVW/08o2B44ElgErgGdX1fVt3RuAlwC3A39dVV9bkxORJEmSJN1pxp69qjqwPd27qvYYfNDN0DmTTwB7TSo7GDihqnYCTmjLJNkZ2A94WNvnQ0nWX6MzkSRJkiTdYdjZOL87ZNkdquok4LpJxfsCh7fnhwNPHyj/bFXdWlWXAhcBuw0ZmyRJkiRpkhmHcSa5H7ANcPckj6CbnAVgU2DjORxvy6paBVBVq5Lct5VvA5w8sN3KViZJkiRJmoPZ7tl7MnAAsC3w3oHym4E3LmAcmaKsptwwOZDuPkK23377BQxBkiRJkvpjxmSvqg4HDk/yZ1V19AIc76okW7Veva2Aq1v5SmC7ge22Ba6cJqZDgUMBli9fPmVCKEmSJEl3dcN+z97RSZ5CN4HKRgPlb1/D430ZeCHwrvbzSwPln0nyXmBrYCfglDWsW5IkSZLUDJXsJTmE7h69PYCPAs9klmQsyRHA7sAWSVYCb6FL8o5K8hLgx8CzAKrqvCRHAT8EbgP+sqpun8sJSZIkSZKGTPaAx1TVw5OcU1VvS/Ie4Asz7VBV+0+zas9ptn8n8M4h45EkSZIkzWDYr174Rfv58yRbA78GdhhNSJIkSZKk+Rq2Z+/YJJsB7wbOoJsp86Mji0qSJEmSNC/DTtDyD+3p0UmOBTaqqhtHF5YkSZIkaT6GGsaZ5C9bzx5VdSuwXpJXjDQySZIkSdKcDXvP3kur6oaJhaq6HnjpaEKSJEmSJM3XsMneekkysZBkfWCD0YQkSZIkSZqvYSdo+Rrd9+MdQjc5y0HAV0cWlSRJkiRpXoZN9l4PvAx4ORDg6zgbpyRJkiSttYadjfM3wIfbQ5IkSZK0lpsx2UtyVFU9O8kP6IZvrqaqHj6yyCRJkiRJczZbz96r2s+njjoQSZIkSdLCmTHZq6pV7edlixOOJEmSJGkhzDaM82ZWH76ZthygqmrTEcYmSZIkSZqj2Xr2NlmsQCRJkiRJC2fYr14gya7A4+h69r5TVWeOLCpJkiRJ0rysN8xGSf4eOBy4D7AF8Ikkbx5lYJIkSZKkuRu2Z29/4BFV9UuAJO8CzgDeMarAJEmSJElzN1TPHrAC2GhgeUPg4gWPRpIkSZK0IGabjfPf6O7RuxU4L8nxbfmPge+MPjxJkiRJ0lzMNozztPbzdOCYgfITRxKNJEmSJGlBzPbVC4cvViCSJEmSpIUz1AQtSS5l9S9XB6CqHrDgEUmSJEmS5m3Y2TiXDzzfCHgWsPnChyNJkiRJWghDzcZZVdcOPK6oqvcDTxxxbJIkSZKkORp2GOeuA4vr0fX0bTKSiCRJkiRJ8zbsMM73DDy/DbgUePbChyNJkiRJWghDJXtVtceoA5EkSZIkLZwZ79lL8vtJzk5yS5LvJXnofA+Y5MFJzhp43JTk1UnemuSKgfJ95nssSZIkSbqrmm2Clg8CrwXuA7wXeP98D1hVF1bVLlW1C/BI4Ofc+YXt75tYV1XHzfdYkiRJknRXNVuyt15VHV9Vt1bV54ClC3z8PYGLq+qyBa5XkiRJku7SZrtnb7MkfzrdclV9YZ7H3w84YmD5lUleAJwGvKaqrp9n/ZIkSZJ0lzRbz963gD8Bntp+TixPlM1Zkg2ApwGfa0UfBnYEdgFWsfoMoIP7HZjktCSnXXPNNfMJQZIkSZJ6a8aevap6EUCSN1fVO9rzDavq1gU49t7AGVV1VTvWVRMrknwEOHaamA4FDgVYvnx5LUAckiRJktQ7s83G+bokfwA8c6D4ewt07P0ZGMKZZKuBdc8Azl2g40iSJEnSXc5s9+xdCDwLeECSbwPnA/dJ8uCqunCuB02yMfDHwMsGiv85yS5AASsmrZMkSZIkrYHZkr3rgTcCu7fHQ4EnAwe3hO8xczloVf2c7uscBsueP5e6JEmSJEm/bbZkby/gLXQTp7wXOBv42cS9fJIkSZKktdOM9+xV1Rurak+6YZWfoksOlyb5TpL/XIT4JEmSJElzMFvP3oSvVdWpwKlJXl5Vj0uyxSgDkyRJkiTN3WzfswdAVb1uYPGAVvbTUQQkSZIkSZq/oZK9QVV19igCkSRJkiQtnDVO9iRJkiRJaz+TPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqIZM9SZIkSeohkz1JkiRJ6iGTPUmSJEnqoSXjOGiSFcDNwO3AbVW1PMnmwJHAMmAF8Oyqun4c8UmSJEnSum6cPXt7VNUuVbW8LR8MnFBVOwEntGVJkiRJ0hysTcM49wUOb88PB54+xlgkSZIkaZ02rmSvgK8nOT3Jga1sy6paBdB+3ndMsUmSJEnSOm8s9+wBj62qK5PcFzg+yQXD7tiSwwMBtt9++1HFJ0mSJEnrtLH07FXVle3n1cAxwG7AVUm2Amg/r55m30OranlVLV+6dOlihSxJkiRJ65RFT/aS3CPJJhPPgScB5wJfBl7YNnsh8KXFjk2SJEmS+mIcwzi3BI5JMnH8z1TVV5OcChyV5CXAj4FnjSE2SZIkSeqFRU/2quoS4PemKL8W2HOx45EkSZKkPlqbvnpBkiRJkrRATPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSph0z2JEmSJKmHTPYkSZIkqYdM9iRJkiSphxY92UuyXZJvJjk/yXlJXtXK35rkiiRntcc+ix2bJEmSJPXFkjEc8zbgNVV1RpJNgNOTHN/Wva+q/mUMMUmSJElSr5ooDOwAAA3QSURBVCx6sldVq4BV7fnNSc4HtlnsOCRJkiSpz8Z6z16SZcAjgO+3olcmOSfJYUnuPbbAJEmSJGkdN7ZkL8k9gaOBV1fVTcCHgR2BXeh6/t4zzX4HJjktyWnXXHPNosUrSZIkSeuSsSR7Se5Gl+h9uqq+AFBVV1XV7VX1G+AjwG5T7VtVh1bV8qpavnTp0sULWpIkSZLWIeOYjTPAx4Dzq+q9A+VbDWz2DODcxY5NkiRJkvpiHLNxPhZ4PvCDJGe1sjcC+yfZBShgBfCyMcQmSZIkSb0wjtk4vwNkilXHLXYskiRJktRXY52NU5IkSZI0GiZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQ2tdspdkryQXJrkoycHjjkeSJEmS1kVrVbKXZH3gg8DewM7A/kl2Hm9UkiRJkrTuWTLuACbZDbioqi4BSPJZYF/gh2ONSpIkSeqZZQd/ZdwhrFNWvOsp4w5hja1VPXvANsDlA8srW5kkSZIkaQ2sbT17maKsVtsgORA4sC3ekuTCkUe15rYAfjruINYV+aeRVW07jJ9tMH62wfjZBmsH22H8bIPxsw3mYYE+s46iDe4/3Yq1LdlbCWw3sLwtcOXgBlV1KHDoYga1ppKcVlXLxx3HXZ3tMH62wfjZBuNnG6wdbIfxsw3GzzYYv8Vug7VtGOepwE5JdkiyAbAf8OUxxyRJkiRJ65y1qmevqm5L8krga8D6wGFVdd6Yw5IkSZKkdc5alewBVNVxwHHjjmOe1uphpnchtsP42QbjZxuMn22wdrAdxs82GD/bYPwWtQ1SVbNvJUmSJElap6xt9+xJkiRJkhaAyd4CS7JXkguTXJTk4HHH0ydJtkvyzSTnJzkvyata+eZJjk/yo/bz3gP7vKG1xYVJnjxQ/sgkP2jr/jXJVF/7oSkkWT/JmUmObcte/0WWZLMkn09yQXs//IHtsLiS/J/2e+jcJEck2cg2GL0khyW5Osm5A2ULdt2TbJjkyFb+/STLFvP81gXTtMG72++jc5Ick2SzgXW2wQKbqg0G1r02SSXZYqDMNlhg07VBkr9q1/m8JP88UD6+NqgqHwv0oJtU5mLgAcAGwNnAzuOOqy8PYCtg1/Z8E+B/gZ2BfwYObuUHA//Unu/c2mBDYIfWNuu3dacAf0D33Y7/Bew97vNbVx7A3wCfAY5ty17/xW+Dw4G/aM83ADazHRb1+m8DXArcvS0fBRxgGyzKtX8CsCtw7kDZgl134BXAIe35fsCR4z7nte0xTRs8CVjSnv+TbbD4bdDKt6Ob5PAyYAvbYHHbANgD+G9gw7Z837WhDezZW1i7ARdV1SVV9Svgs8C+Y46pN6pqVVWd0Z7fDJxP96FrX7oPv7SfT2/P9wU+W1W3VtWlwEXAbkm2Ajatqu9V9y765MA+mkGSbYGnAB8dKPb6L6Ikm9L9kfkYQFX9qqpuwHZYbEuAuydZAmxM952wtsGIVdVJwHWTihfyug/W9XlgT3tbVzdVG1TV16vqtrZ4Mt33JINtMBLTvA8A3ge8DhickMM2GIFp2uDlwLuq6ta2zdWtfKxtYLK3sLYBLh9YXtnKtMBad/YjgO8DW1bVKugSQuC+bbPp2mOb9nxyuWb3fro/JL8ZKPP6L64HANcAH083nPajSe6B7bBoquoK4F+AHwOrgBur6uvYBuOykNf9jn1a8nIjcJ+RRd5PL6broQDbYNEkeRpwRVWdPWmVbbB4HgQ8vg27/FaSR7XysbaByd7CmirjdrrTBZbknsDRwKur6qaZNp2irGYo1wySPBW4uqpOH3aXKcq8/vO3hG7oyIer6hHAz+iGrk3Hdlhg7Z6wfemG42wN3CPJ82baZYoy22D05nLdbZN5SPIm4Dbg0xNFU2xmGyywJBsDbwL+fqrVU5TZBqOxBLg38Gjgb4GjWm/cWNvAZG9hraQbLz1hW7qhPVogSe5Gl+h9uqq+0Iqval3htJ8T3ebTtcdK7hxiMliumT0WeFqSFXRDlJ+Y5FN4/RfbSmBlVX2/LX+eLvmzHRbPHwGXVtU1VfVr4AvAY7ANxmUhr/sd+7Qhuvdi6uFymiTJC4GnAs9tQ9LANlgsO9L98+ns9jd6W+CMJPfDNlhMK4EvVOcUulFQWzDmNjDZW1inAjsl2SHJBnQ3VH55zDH1RvvvyMeA86vqvQOrvgy8sD1/IfClgfL92oxGOwA7Aae0YT43J3l0q/MFA/toGlX1hqratqqW0b22v1FVz8Prv6iq6ifA5Uke3Ir2BH6I7bCYfgw8OsnG7drtSXcPsW0wHgt53Qfreibd7zl7NGaRZC/g9cDTqurnA6tsg0VQVT+oqvtW1bL2N3ol3YR2P8E2WExfBJ4IkORBdBOo/ZRxt8FcZnXxMePsPPvQzRJ5MfCmccfTpwfwOLou7HOAs9pjH7oxzCcAP2o/Nx/Y502tLS5kYJY7YDlwblv3ASDjPr916QHszp2zcXr9F//67wKc1t4LX6QbNmI7LG4bvA24oF2//6CbZc02GP11P4LuPslf032gfclCXndgI+BzdBMonAI8YNznvLY9pmmDi+juL5r423yIbbC4bTBp/QrabJy2weK1AV1y96l2Tc8Anrg2tMFEhZIkSZKkHnEYpyRJkiT1kMmeJEmSJPWQyZ4kSZIk9ZDJniRJkiT1kMmeJEmSJPWQyZ4kaU6S3J7krCTnJvlcko1n2f7EJMunKD8gyQfa84OSvGAOsWyW5BUDy1sn+fya1jNN3ScmubCd61lJnrkQ9a4NkixL8oskZw2U3TJpmzvaZ5o6npPkoiTHjjJWSdKaM9mTJM3VL6pql6r6HeBXwEHzrbCqDqmqT85h182AO5K9qrqyqhYyKXtuO9ddqmq1JDKddfnv6cVVtctcd66qI4G/WMB4JEkLZF3+4yRJWnt8G3hg6yk6d6IwyWuTvHVgu+cl+W7rDdxtciVJ3prkte35A5P8d5Kzk5yRZMck90xyQlv+QZJ9267vAnZsPW/vHowjyUZJPt62PzPJHq38gCRfSPLVJD9K8s/Dnmyr//wkH6L78tztkjwpyfdabJ9Lcs+27V5JLkjynST/OtEDNniubfncJMva8+clOaWdz78nWb+V35Lkne2anJxky1a+ZZJjWvnZSR6T5B+SvGqg/ncm+ethz3Ga8z5r4PGLJH84n/okSaNlsidJmpckS4C9gR8Msfk9quoxdL1wh82y7aeBD1bV7wGPAVYBvwSeUVW7AnsA70kS4GBaD1VV/e2kev4SoKp+F9gfODzJRm3dLsBzgN8FnpNku+liGUhy7tPKHgx8sqoeAfwMeDPwRy2204C/acf5CPAnwOOB+81yziR5aIvpsa3H7XbguW31PYCT2zU5CXhpK/9X4FutfFfgPOBjwAtbnesB+7VrOpu7DyZ1wNsnVkz0bgJ/187xu0PUJ0kakyXjDkCStM66+8C9Xt+mSy62nmWfIwCq6qQkmybZbKqNkmwCbFNVx7Ttf9nK7wb8Y5InAL8BtgG2nOWYjwP+rdVzQZLLgAe1dSdU1Y2t7h8C9wcun6KO51bVaZPiu6yqTm5FjwZ2Bv6nyz3ZAPge8BDg0qr6UdvvU8CBs8S7J/BI4NRW192Bq9u6XwET98adDvxxe/5E4AXtHG8HbgRuTHJtkkfQXaMzq+raWY4NbXjuwLkeACwfWN4JeDfwxKr69RD1SZLGxGRPkjRXv5h8r1eS21h91MhGq+9CzbJ8R1XTlD8XWAo8sqp+nWTFFMcYti6AWwee386a/V382aRjHF9V+6924GQXpj/H6a5VgMOr6g1T7PPrqpqob5h4PwocQNejOFtP6qyS3AM4CnhpVV053/okSaPlME5J0kK6Crhvkvsk2RB46qT1zwFI8jjgxoletcmq6iZgZZKnt+03TDfb572Aq1uitwddTxzAzcAm08R0Em0YZJIHAdsDF871BKdxMvDYJA9sx9m4HesCYIckO7btBpPBFXRDLkmyK7BDKz8BeGaS+7Z1mye5PzM7AXh52379JJu28mOAvYBHAV+b++nd4ePAx6vq2wtQlyRpxEz2JEkLpg3rezvwfbrhhhdM2uT6JN8FDgFeMkt1zwf+Osk5dPeG3Y/unrPlSU6jS+AuaMe9lm4I5blJ3j2png8B6yf5AXAkcEBV3coCqqpr6HrQjmjxngw8pA0/PRD4SpLvAJcN7HY0sHkbCvty4H9bXT+ku//v662u44GtZgnhVcAe7RxPBx7W6voV8E3gqDa8c85awvlM4MUD9/T91ldpSJLWHrlzNIgkSRqlJLsDr62qyT2eozreenSzhT5r4r7BSeuXAce2r8+Yz3F2ZxHPS5I0HHv2JEnqoSQ7AxfRTULzW4lecztwr4GJduZynOfQ9Z5eP9c6JEmjYc+eJEmSJPWQPXuSJEmS1EMme5IkSZLUQyZ7kiRJktRDJnuSJEmS1EMme5IkSZLUQyZ7kiRJktRD/x8oluTyqILL2wAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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13ZKuedBM+8Ao++i4XQ7cKUl/uf1t7IHAhVW1qtfvDu3YNWXqWD3uY9bRwLPTPW+zGfA/M8zjJ3RX0nebFt9i63J62dwZuGyE/X8hyxjFpL8bL6G7U9ffT7eoqsN648y5zul+aub6Wf4+1Rv1O3QXQKdP/3C6BOXDsy2jqq6mu2A0Wyxn0zWTm5rnFnTfv2fPFfu0OO5Fl1g+Y9qFK+iaCl5YVde2cQ+fY53PnjbfXdI9v/U94EN02/IeVfWMOcJZyHnUn9IliA9u37mPmlp0b/xbyu02fsfN5BJgv2nb0KbVPe84U31dQteEvz/+ZlX11ZninWe5X5g2ny2r6mUAVfU9uuR3P7rviaOmTTtbzPO5VWxV9ZmqehzdecW5dPur5mBSNwBJ7kL3LMS50wb9YTuwbUt3kj/TW6m2oNtZVrV5vYDuauRy+zDdHY+HpXvBx1+y5sHu8fSuoCV5bpIV7URz6irezXRXm/dJ8ox0L67YLskebbz/AP4hyQ5tHndK8vsjxrcV3V2oXyZ5EN3BaiTti+qrwNuTbJruFc0vYuYr49M9IMlT2tXnV9E1hTptlviuBa5vV6teNmp8S6VdjTud7iH1jdvJ4hN7o+xP1/xopi+Ojena2K8CbmpXbkd6ff9tqNtjgYOS7N4S0b8YZXnTfKjF+TLmvks3lwVt+81s28XXgWuTvDbJZkk2THK/JA8cIY5RjgVH0V0dfQ6zr+/X6JrcvCbJ7dK9AOKJdGW1GPune/nRxnTNd782w8kf3IZ9dAmdSncc+qN2/DkAeFBv+Ex1CfCXbZ95JPAE4LhlOGZ9ki5ZezNwzLQ7qwC0uwbHAm9LslVLdP6Erln1YuwAvKJtF0+nO2n/JPPv/1cA2yW5/SKXO92kvxuPpNvnf7/to5ume1HGLvNO2VT3UzNbzvK3X2/UT9I9vzXdgcBHZrkw0/c+4I/TvRDpDnTHmxPbsOPpfnbgqeleIPImumfbpp+LzCjJ1nTPa76hqr48wyi/S9dscGqdXzrHOt+3N99D6RLLe9Edm+9RVW/u3TGaKZaFnkdtRXfR5Zo2bL7vj0V/x83icLr9crcW/4p2vKEt4zes+YKdw4HXJblvG//2bR9cqBOBeyZ5XtuPb5fkgUnu0xvnKOAVdInucSPGPJ8rgJVZ/ZKmHdP9luEWdN9/19MdezUHk7phmO1E4Sjgs3QvSriArq3zGtpVlb+nOxm5gu7B+q+MLdJZVNXZdA/bf4juavd1dO3fb2xf5PehS4ym7AucneR6uoe1n1VVv6yqi+mShz+la17wLVZfSXwt3YPCp6VrLvE55m6K0fdy4M1JrqP74jp2gav4bLo245fRfRH+RVWdNMJ0H6c7ib4aeB7wlKr69QzjvZrupO06uhPBpXyt9EI8h+65n6votrdj6A64MEfTy3Zi8Qq6cr2abl1OWMByF1y3VfUpuueMPt+m/fwCljc1j8vp9p2HscgyX8S2D7NsF+0k/Il0TSN/SHd1+j3AvCfDoxwLqmoqYduZ3snWtHF+RdcUdb+2/H+je/ZupBO9GRxFd8L0U7oXAs32hrPbuo/eZm3dn0J30eYa4Ll0J0Fz7QM/pqvHy+gu9Ly0V1ZjO2ZV9ybVj9I9KznXBYk/pqvzC+ieDzyK7nnUxfgacA+67eJtwNOq6qr59v9WHkcDF6RrujVjc8kFmOh3Y7socQBdkrCK7g7GnzGec64P0F0YueWtqS0BewYzNL1M9ybW/r79FuAbdC/IOQf4Jl3d0e44P7V1X033TO+zGN2edNvzO/p33XrDn037fb0F+hiwc1W9oKq+MMuFxOkWeh71Tro73D+hu6A2588gLMF33HT/2Kb/bNvHT6Mr/6mmwG8DvtL2l4dU1fF0rZo+1I4lZ9Edoxekrcfv0dXzZXTHr7+mS1inHE33jODnq2uyO2/MI5hKDq9KcibdvvKnLYaf0l0AePlC12d9k9H2BU1Skk8C/1JV/TtZF9K93OJzEwvsNkjXzOoauhOAB9J9+c/VbGKd06423r2qnjvpWBYryTF0zSLeQnfwv1tV/WyyUa3d3PZXS/J+uhdXvGHSsSxWkq/RXaH+JN1Fpp1HPMlcp6T7aZkXV9UjJhzHhQz4u3Ex0v3Q/ZVV9c5JxzKqJE+ke4nOshz71sXzKGk679QNwynM/DzEoCR5YrqHj7ega3f+Xbq3T10D/MMkY9NoWjOMu6X7PZp96a5Gf4zuOag3mtDNzG1/3ZHkd5PcsTW/PJDuxRCfprtb+ifrY0Knyaqq1w8poQOoqv9e5otZp7AOnEdJc/FX5Qegqv5m0jEskQPoXvcdumezntVOgD470ajGqDVzeeQMg/5quWNZIneka9K1Hd0D9i+rqm+2Ye9a7mDS/Vjr62cY9KVpz51M2nq37U9J94KD3WYY9Acz9BuCe9E1sdqS7k28T2vNdC+na8K2zkpyOF2T0+mOZOZngccRw52B780yePfliEHDsw6dR91m7dne2ZrXj/qiJq2FbH4pSZIkSQNm80tJkiRJGjCTOkmSJEkasEE8U7f99tvXypUrJx2GJEmSJE3EGWec8ZOqWjHTsEEkdStXruT000+fdBiSJEmSNBFJLpptmM0vJUmSJGnATOokSZIkacDG2vwyyYXAdcDNwE1VtVeSbYFjgJV0P777jKq6epxxSJIkSdK6ajnu1D2mqvaoqr1a9yHAyVV1D+Dk1i1JkiRJWoRJNL88ADiifT4CePIEYpAkSZKkdcK4k7oCPpvkjCQHt347VtXlAO3/DmOOQZIkSZLWWeP+SYOHV9VlSXYATkpy7qgTtiTwYIA73/nO44pPkiRJkgZtrHfqquqy9v9K4HjgQcAVSXYCaP+vnGXad1fVXlW114oVM/7GniRJkiSt98aW1CXZIslWU5+B3wPOAk4ADmyjHQh8fFwxSJIkSdK6bpzNL3cEjk8ytZyjqurTSb4BHJvkRcDFwNPHGIMkSZIkrdPGltRV1QXA78zQ/ypg73EtV5IkSZLWJ+N+UYokSZK0pFYe8olJhzAoFx72+EmHoDGbxO/USZIkSZKWiEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQN2NiTuiQbJvlmkhNb97ZJTkpyXvt/h3HHIEmSJEnrquW4U/dK4Jxe9yHAyVV1D+Dk1i1JkiRJWoSxJnVJdgEeD7yn1/sA4Ij2+QjgyeOMQZIkSZLWZeO+U/dO4DXAb3r9dqyqywHa/x1mmjDJwUlOT3L6qlWrxhymJEmSJA3T2JK6JE8ArqyqMxYzfVW9u6r2qqq9VqxYscTRSZIkSdK6YaMxzvvhwJOS7A9sCmyd5EjgiiQ7VdXlSXYCrhxjDJIkSZK0Thvbnbqqel1V7VJVK4FnAZ+vqucCJwAHttEOBD4+rhgkSZIkaV03id+pOwx4XJLzgMe1bkmSJEnSIoyz+eUtquoU4JT2+Spg7+VYriRJkiSt6yZxp06SJEmStERM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacA2mnQAkiRJ67uVh3xi0iFIGjDv1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZIkSdKALTipS3KHJL89jmAkSZIkSQszUlKX5JQkWyfZFvg28L4k7xhvaJIkSZKk+Yx6p+72VXUt8BTgfVX1AGCf8YUlSZIkSRrFqEndRkl2Ap4BnDjGeCRJkiRJCzBqUvdm4DPA+VX1jSR3Bc4bX1iSJEmSpFFsNMpIVXUccFyv+wLgqeMKSpIkSZI0mpGSuiQrgJcAK/vTVNULxxOWJEmSJGkUIyV1wMeBLwGfA24eZYIkmwJfBDZpy/lwVf1Fe4PmMXQJ4oXAM6rq6oWFLUmSJEmC0ZO6zavqtQuc943AY6vq+iS3A76c5FN0b9A8uaoOS3IIcAiw0HlLkiRJkhj9RSknJtl/ITOuzvWt83btr4ADgCNa/yOAJy9kvpIkSZKk1UZN6l5Jl9j9Msl17e/a+SZKsmGSbwFXAidV1deAHavqcoD2f4dZpj04yelJTl+1atWIYUqSJEnS+mWkpK6qtqqqDapq0/Z5q6raeoTpbq6qPYBdgAclud+ogVXVu6tqr6raa8WKFaNOJkmSJEnrlVGfqSPJk4BHtc5TqmrkHyGvqmuSnALsC1yRZKequrz9oPmVCwlYkiRJkrTaSHfqkhxG1wTze+3vla3fXNOsSLJN+7wZsA9wLnACcGAb7UC6N2tKkiRJkhZh1Dt1+wN7VNVvAJIcAXyT7s2Vs9kJOCLJhnTJ47FVdWKSU4Fjk7wIuBh4+qKjlyRJkqT13MjNL4FtgJ+2z7efb+Sq+g5w/xn6XwXsvYDlSpIkSZJmMWpS93bgm0n+Bwjds3WvG1tUkiRJkqSRjJTUVdXR7UUnD6RL6l5bVT8eZ2CSJEmSpPnN+aKUJPdu//eke0buUuASYOfWT5IkSZI0QfPdqfsT4GDg72cYVsBjlzwiSZIkSdLI5kzqqurg9nG/qvplf1iSTccWlSRJkiRpJCP9Th3w1RH7SZIkSZKW0Zx36pLcEbgTsFmS+9O9JAVga2DzMccmSZIkSZrHfM/U/T5wELAL8I5e/+uA148pJkmSJEnSiOZ7pu4I4IgkT62qjyxTTJIkSZKkEY36O3UfSfJ44L7Apr3+bx5XYJIkSZKk+Y30opQkhwPPBP6Y7rm6pwO7jTEuSZIkSdIIRn375cOq6vnA1VX1l8BDgV3HF5YkSZIkaRSjJnU3tP+/SLIz8GvgLuMJSZIkSZI0qpGeqQNOTLIN8LfAmUAB7xlbVJIkSZKkkYz6opS3tI8fSXIisGlV/Wx8YUmSJEmSRjHqi1L+sN2po6puBDZI8vKxRiZJkiRJmteoz9S9pKqumeqoqquBl4wnJEmSJEnSqEZN6jZIkqmOJBsCG48nJEmSJEnSqEZ9UcpngGPb79UV8FLg02OLSpIkSZI0klGTutcCfwC8jO7Hxz+Lb7+UJEmSpIkb9e2XvwHe1f4kSZIkSWuJOZO6JMdW1TOSfJeu2eUaquq3xxaZJEmSJGle892pe2X7/4RxByJJkiRJWrg5k7qqurz9v2h5wpEkSZIkLcR8zS+vY81ml2ndAaqqth5jbJIkSZKkecx3p26r5QpEkiRJkrRwo/6kAUn2BB5Bd6fuy1X1zbFFJUmSJEkayQajjJTkTcARwHbA9sD7k7xhnIFJkiRJkuY36p26ZwP3r6pfAiQ5DDgTeOu4ApMkSZIkzW+kO3XAhcCmve5NgB8seTSSJEmSpAWZ7+2X/0z3DN2NwNlJTmrdjwO+PP7wJEmSJElzma/55ent/xnA8b3+p4wlGkmSJEnSgsz3kwZHLFcgkiRJkqSFG+lFKUl+yJo/Qg5AVd11ySOSJEmSJI1s1Ldf7tX7vCnwdGDbpQ9HkiRJkrQQI739sqqu6nNVQdIAABJrSURBVP39qKreCTx2zLFJkiRJkuYxavPLPXudG9DdudtqLBFJkiRJkkY2avPLv+99vgn4IfCMpQ9HkiRJkrQQIyV1VfWYcQciSZIkSVq4OZ+pS/LgJN9Ocn2SU5PcZ7kCkyRJkiTNb74Xpfwr8GpgO+AdwDvHHpEkSZIkaWTzJXUbVNVJVXVjVR0HrFiOoCRJkiRJo5nvmbptkjxltu6q+uh4wpIkSZIkjWK+pO4LwBOBAtLrpvWbNalLsivwAeCOwG+Ad1fVPybZFjgGWAlcCDyjqq5e/CpIkiRJ0vprzqSuql4AkOQNVfXW9nmTqrpxhHnfBPxpVZ2ZZCvgjCQnAQcBJ1fVYUkOAQ4BXntbVkKSJEmS1lfzvf3yNUkeCjyt1/vUUWZcVZdX1Znt83XAOcCdgAOAI9poRwBPXmjQkiRJkqTOfM0vvw88Hbhrki/RJWbbJblXVX1/1IUkWQncH/gasGNVXQ5d4pdkh8UELkmSJEma/+2XVwOvB84HHg38U+t/SJKvjrKAJFsCHwFeVVXXjhpYkoOTnJ7k9FWrVo06mSRJkiStV+ZL6vYFPgHcje536h4E/LyqXlBVD5tv5kluR5fQfbD3pswrkuzUhu8EXDnTtFX17qraq6r2WrHCX1KQJEmSpJnMmdRV1euram+6t1QeSddcc0WSLyf577mmTRLgP4FzquodvUEnAAe2zwcCH19k7JIkSZK03pvvmbopn6mqbwDfSPKyqnpEku3nmebhwPOA7yb5Vuv3euAw4NgkLwIupntmT5IkSZK0CCMldVX1ml7nQa3fT+aZ5st0v203k71HWa4kSZIkaW7zPVN3K1X17XEEIkmSJElauAUndZIkSZKktYdJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA3YRpMOQJK0/FYe8olJhzAoFx72+EmHIEmL5jF/YYZ4zPdOnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA3YRpMOQJIkrXtWHvKJSYcgSeuNsd2pS/LeJFcmOavXb9skJyU5r/2/w7iWL0mSJEnrg3E2v3w/sO+0focAJ1fVPYCTW7ckSZIkaZHGltRV1ReBn07rfQBwRPt8BPDkcS1fkiRJktYHy/2ilB2r6nKA9n+HZV6+JEmSJK1T1tq3XyY5OMnpSU5ftWrVpMORJEmSpLXScid1VyTZCaD9v3K2Eavq3VW1V1XttWLFimULUJIkSZKGZLmTuhOAA9vnA4GPL/PyJUmSJGmdMs6fNDgaOBW4V5JLk7wIOAx4XJLzgMe1bkmSJEnSIo3tx8er6tmzDNp7XMuUJEmSpPXNWvuiFEmSJEnS/EzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnATOokSZIkacBM6iRJkiRpwEzqJEmSJGnANpp0AJK0FFYe8olJhyBJkjQR3qmTJEmSpAEzqZMkSZKkATOpkyRJkqQBM6mTJEmSpAHzRSm3gS9m0DhdeNjjJx2CJEmSBsA7dZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YBtNOgBJM1t5yCcmHYIkSZIGwDt1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgvihFkqR5+OIiSdLazDt1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGAmdZIkSZI0YCZ1kiRJkjRgJnWSJEmSNGATSeqS7Jvk+0nOT3LIJGKQJEmSpHXBsid1STYE/hXYD9gdeHaS3Zc7DkmSJElaF0ziTt2DgPOr6oKq+hXwIeCACcQhSZIkSYM3iaTuTsAlve5LWz9JkiRJ0gJtNIFlZoZ+dauRkoOBg1vn9Um+P9aoFmd74CeTDmI9Zx1MluU/edbBZFn+k2cdTJblP3nWwRLLXy9o9OUs/91mGzCJpO5SYNde9y7AZdNHqqp3A+9erqAWI8npVbXXpONYn1kHk2X5T551MFmW/+RZB5Nl+U+edTBZa0v5T6L55TeAeyS5S5KNgWcBJ0wgDkmSJEkavGW/U1dVNyX5I+AzwIbAe6vq7OWOQ5IkSZLWBZNofklVfRL45CSWvcTW6uah6wnrYLIs/8mzDibL8p8862CyLP/Jsw4ma60o/1Td6h0lkiRJkqSBmMQzdZIkSZKkJWJStwhJ9k3y/STnJzlk0vGsS5LsmuR/kpyT5Owkr2z9t01yUpLz2v879KZ5XauL7yf5/V7/ByT5bhv2T0lm+jkNzSDJhkm+meTE1m35L6Mk2yT5cJJz277wUOtg+ST5f+34c1aSo5NsavmPV5L3JrkyyVm9fktW5kk2SXJM6/+1JCuXc/3WdrOU/9+2Y9B3khyfZJveMMt/ic1UB71hr05SSbbv9bMOltBs5Z/kj1sZn53kb3r9177yryr/FvBH93KXHwB3BTYGvg3sPum41pU/YCdgz/Z5K+B/gd2BvwEOaf0PAf66fd691cEmwF1a3WzYhn0deCjdbyN+Cthv0us3lD/gT4CjgBNbt+W/vOV/BPDi9nljYBvrYNnK/k7AD4HNWvexwEGW/9jL/VHAnsBZvX5LVubAy4HD2+dnAcdMep3Xpr9Zyv/3gI3a57+2/Je/Dlr/XeleLngRsL11sHzlDzwG+BywSeveYW0uf+/ULdyDgPOr6oKq+hXwIeCACce0zqiqy6vqzPb5OuAcupOsA+hOdGn/n9w+HwB8qKpurKofAucDD0qyE7B1VZ1a3R70gd40mkOSXYDHA+/p9bb8l0mSrem+XP4ToKp+VVXXYB0sp42AzZJsBGxO91uqlv8YVdUXgZ9O672UZd6f14eBvb1zutpM5V9Vn62qm1rnaXS/KwyW/1jMsg8A/APwGqD/EgzrYInNUv4vAw6rqhvbOFe2/mtl+ZvULdydgEt63Ze2flpi7db0/YGvATtW1eXQJX7ADm202erjTu3z9P6a3zvpvkB+0+tn+S+fuwKrgPelawL7niRbYB0si6r6EfB3wMXA5cDPquqzWP6TsJRlfss0LVH5GbDd2CJf97yQ7q4DWP7LJsmTgB9V1benDbIOlsc9gUe25pJfSPLA1n+tLH+TuoWbKav2FaJLLMmWwEeAV1XVtXONOkO/mqO/5pDkCcCVVXXGqJPM0M/yv202omsC8q6quj/wc7qmZ7OxDpZQe27rALomNTsDWyR57lyTzNDP8h+vxZS59bFISf4cuAn44FSvGUaz/JdYks2BPwfeNNPgGfpZB0tvI+AOwEOAPwOObXfX1sryN6lbuEvp2jdP2YWuaY6WSJLb0SV0H6yqj7beV7Tb2rT/U7fAZ6uPS1ndVKTfX3N7OPCkJBfSNS1+bJIjsfyX06XApVX1tdb9YbokzzpYHvsAP6yqVVX1a+CjwMOw/CdhKcv8lmlas9rbM3NTN/UkORB4AvCc1pwMLP/lcje6i0vfbt/JuwBnJrkj1sFyuRT4aHW+TteCaXvW0vI3qVu4bwD3SHKXJBvTPex4woRjWme0KyD/CZxTVe/oDToBOLB9PhD4eK//s9pbhe4C3AP4emuqc12Sh7R5Pr83jWZRVa+rql2qaiXdtv35qnoulv+yqaofA5ckuVfrtTfwPayD5XIx8JAkm7dy25vu2V7Lf/ktZZn35/U0umObdynmkGRf4LXAk6rqF71Blv8yqKrvVtUOVbWyfSdfSvciuR9jHSyXjwGPBUhyT7oXl/2EtbX8F/N2lfX9D9if7q2MPwD+fNLxrEt/wCPobkd/B/hW+9ufrt3xycB57f+2vWn+vNXF9+m9XQ7YCzirDfsXIJNevyH9AY9m9dsvLf/lLfs9gNPbfvAxuuYf1sHylf9fAue2svsvujecWf7jLfOj6Z5h/DXdyeuLlrLMgU2B4+heaPB14K6TXue16W+W8j+f7hmgqe/iwy3/5a2DacMvpL390jpYnvKnS+KObOV5JvDYtbn8pxYkSZIkSRogm19KkiRJ0oCZ1EmSJEnSgJnUSZIkSdKAmdRJkiRJ0oCZ1EmSJEnSgJnUSZJmleTmJN9KclaS45JsPs/4pyTZa4b+ByX5l/b5pUmev4hYtkny8l73zkk+vND5zDLvU5J8v63rt5I8bSnmuzZIsjLJDUm+1et3/bRxbqmfWebxzCTnJzlxnLFKkhbHpE6SNJcbqmqPqrof8Cvgpbd1hlV1eFV9YBGTbgPcktRV1WVVtZTJ13Pauu5RVWski+kM+TvzB1W1x2InrqpjgBcvYTySpCU05C8oSdLy+hJw93bn56ypnkleneTQ3njPTfLVdnfvQdNnkuTQJK9un++e5HNJvp3kzCR3S7JlkpNb93eTHNAmPQy4W7uT9rf9OJJsmuR9bfxvJnlM639Qko8m+XSS85L8zagr2+Z/TpJ/o/vh2V2T/F6SU1tsxyXZso27b5Jzk3w5yT9N3dHqr2vrPivJyvb5uUm+3tbn35Ns2Ppfn+RtrUxOS7Jj679jkuNb/28neViStyR5ZW/+b0vyilHXcZb1/lbv74Ykv3tb5idJGj+TOknSvJJsBOwHfHeE0beoqofR3VV77zzjfhD416r6HeBhwOXAL4H/U1V7Ao8B/j5JgENod5yq6s+mzecPAarqt4BnA0ck2bQN2wN4JvBbwDOT7DpbLL1kZrvW717AB6rq/sDPgTcA+7TYTgf+pC3nP4AnAo8E7jjPOpPkPi2mh7c7aDcDz2mDtwBOa2XyReAlrf8/AV9o/fcEzgb+EziwzXMD4FmtTOezWT95A948NWDqbiXwxraOXx1hfpKkCdpo0gFIktZqm/WexfoSXRKx8zzTHA1QVV9MsnWSbWYaKclWwJ2q6vg2/i9b/9sBf5XkUcBvgDsBO86zzEcA/9zmc26Si4B7tmEnV9XP2ry/B+wGXDLDPJ5TVadPi++iqjqt9XoIsDvwlS7HZGPgVODewA+r6rw23ZHAwfPEuzfwAOAbbV6bAVe2Yb8Cpp5dOwN4XPv8WOD5bR1vBn4G/CzJVUnuT1dG36yqq+ZZNrRmtb11PQjYq9d9D+BvgcdW1a9HmJ8kaYJM6iRJc7lh+rNYSW5izZYem645CTVP9y2zmqX/c4AVwAOq6tdJLpxhGaPOC+DG3uebWdh338+nLeOkqnr2GgtO9mD2dZytrAIcUVWvm2GaX1fV1PxGifc9wEF0dwjnuzM6ryRbAMcCL6mqy27r/CRJ42fzS0nSQl0B7JBkuySbAE+YNvyZAEkeAfxs6i7ZdFV1LXBpkie38TdJ93bN2wNXtoTuMXR31gCuA7aaJaYv0povJrkncGfg+4tdwVmcBjw8yd3bcjZvyzoXuEuSu7Xx+knfhXRNJUmyJ3CX1v9k4GlJdmjDtk2yG3M7GXhZG3/DJFu3/scD+wIPBD6z+NW7xfuA91XVl5ZgXpKkZWBSJ0lakNYc783A1+iaCZ47bZSrk3wVOBx40Tyzex7wiiTfoXt26450z4TtleR0ukTt3Lbcq+iaPp6V5G+nzeffgA2TfBc4Bjioqm5kCVXVKro7Yke3eE8D7t2ajR4MfCLJl4GLepN9BNi2NWF9GfC/bV7fo3s+77NtXicBO80TwiuBx7R1PAO4b5vXr4D/AY5tzTIXrSWWTwNe2Hvm7lY/USFJWrtkdQsPSZJ0WyV5NPDqqpp+B3Ncy9uA7u2cT596rm/a8JXAie1nKW7Lch7NMq6XJGl03qmTJGmgkuwOnE/3MphbJXTNzcDtey+8Wcxynkl3N/Tqxc5DkjQ+3qmTJEmSpAHzTp0kSZIkDZhJnSRJkiQNmEmdJEmSJA2YSZ0kSZIkDZhJnSRJkiQNmEmdJEmSJA3Y/wcf9GRgoSAYOwAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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WxlTVaXSv4/vo7vPdHPjzqY2TvG2qZ7DnYOA904b0UlU/p/sH0ovperIOo+uh+xmj2Zd27fd66E5rcWxM93tiem/iKN5G97Cq51fVifNu3bne76R2DvvT/V69lO79NlsS+zm6pPSHdEMuf8v1h2q+iu5+v7Pp3rMfpkvu51VVx9Ld4/kRuh7CW9NdK9AllP9D9/v4nBbn1FdfvINu+P5laU8vnmbG63GeOiWNWab9npV0I5Xk08Cbq2rk74NK8gXg/VX19vFFNlIcG9B9oL/1DMO2ZttnE7oPpntV1ZnjjO/GKMk96N5P9+iVHUL3MIr7TiwwLYkk76e713WmD/0rUpLnAztV1UuW6Xjfp/tnxveX4VjPBQ6sqvvPu7GkG5XFfrGqpOE4jhsOqZpVkj+ie3T3xIYt9mxF9xTOtXnwwnOBb5vojdUrJh2AxqOqnjTpGNZWVb1puY7Vhj+/Z1yJXpLt6IZUfoOuh/BFdCMkJOl67NmTtNaSrKb7zqkXVtW7JxzOWkv3JcsBHltr8YXN49KGuD15hlXvnXav1DptXezZS7IzMNsH9j2q6tzljEcCaPfMforuSaCXAR8AXjamYbuS1mEme5IkSZI0QD6gRZIkSZIGyGRPkiRJkgZonX5Ay9Zbb1277LLLpMOQJEmSpIk48cQTf1ZVq2Zat04ne7vssgsnnHDCpMOQJEmSpIlIcs5s6xzGKUmSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDNLZkL8k7k1yc5NRe2euT/CDJKUk+lmSL3rqXJTkryRlJHjquuCRJkiTpxmCcPXvvBh42rewY4E5VdRfgh8DLAJLsARwI3LHt85Yk648xNkmSJEkatLEle1X1ZeDn08o+X1XXtMVvAju2+f2AD1TVVVV1NnAWcI9xxSZJkiRJQzfJe/aeDnymze8AnNdbd34rkyRJkiQtwAaTOGiSvwWuAd43VTTDZjXLvocChwLsvPPOY4lvsXY57FOTDmGdsuZ1j5x0CJIkSdLgLHvPXpKDgUcBB1XVVEJ3PrBTb7MdgQtm2r+qDq+qvatq71WrVo03WEmSJElaRy1rspfkYcBLgcdU1a97q44CDkyyUZJdgd2B45czNkmSJEkakrEN40xyBLAPsHWS84FX0D19cyPgmCQA36yq51TVaUmOBL5PN7zzeVV17bhikyRJkqShG1uyV1VPnKH4HXNs/xrgNeOKR5IkSZJuTCb5NE5JkiRJ0piY7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCNLdlL8s4kFyc5tVe2VZJjkpzZfm7ZW/eyJGclOSPJQ8cVlyRJkiTdGIyzZ+/dwMOmlR0GHFtVuwPHtmWS7AEcCNyx7fOWJOuPMTZJkiRJGrSxJXtV9WXg59OK9wNWt/nVwGN75R+oqquq6mzgLOAe44pNkiRJkoZuue/Z27aqLgRoP7dp5TsA5/W2O7+VSZIkSZIWYKU8oCUzlNWMGyaHJjkhyQmXXHLJmMOSJEmSpHXTcid7FyXZDqD9vLiVnw/s1NtuR+CCmSqoqsOrau+q2nvVqlVjDVaSJEmS1lXLnewdBRzc5g8GPtErPzDJRkl2BXYHjl/m2CRJkiRpMDYYV8VJjgD2AbZOcj7wCuB1wJFJngGcC+wPUFWnJTkS+D5wDfC8qrp2XLFJkiRJ0tCNLdmrqifOsmrfWbZ/DfCaccUjSZIkSTcmK+UBLZIkSZKkJWSyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJA2SyJ0mSJEkDZLInSZIkSQNksidJkiRJAzSRZC/JXyU5LcmpSY5IsnGSrZIck+TM9nPLScQmSZIkSUOw7Mlekh2AFwB7V9WdgPWBA4HDgGOranfg2LYsSZIkSVqASQ3j3ADYJMkGwE2BC4D9gNVt/WrgsROKTZIkSZLWecue7FXVT4B/Bc4FLgQur6rPA9tW1YVtmwuBbZY7NkmSJEkaikkM49ySrhdvV2B7YNMkT16L/Q9NckKSEy655JJxhSlJkiRJ67RJDON8EHB2VV1SVVcDHwXuDVyUZDuA9vPimXauqsOrau+q2nvVqlXLFrQkSZIkrUsmkeydC9wryU2TBNgXOB04Cji4bXMw8IkJxCZJkiRJg7DBch+wqr6V5MPAd4BrgO8ChwObAUcmeQZdQrj/cscmSZIkSUOx1sleu+dup6o6ZaEHrapXAK+YVnwVXS+fJEmSJGmRRhrGmeS4JDdLshVwMvCuJG8Yb2iSJEmSpIUa9Z69m1fVL4E/A95VVXene9CKJEmSJGkFGjXZ26A9IfMJwNFjjEeSJEmStARGTfZeBXwOOKuqvp1kN+DM8YUlSZIkSVqMkR7QUlUfAj7UW/4x8LhxBSVJkiRJWpyRkr0kq4BnAbv096mqp48nLEmSJEnSYoz61QufAL4C/B9w7fjCkSRJkiQthVGTvZtW1UvHGokkSZIkacmM+oCWo5M8YqyRSJIkSZKWzKjJ3gvpEr7fJrmiTb8cZ2CSJEmSpIUb9Wmcm487EEmSJEnS0hn1nj2SPAb4k7Z4XFX55eqSJEmStEKNNIwzyevohnJ+v00vbGWSJEmSpBVo1J69RwB7VtXvAZKsBr4LHDauwCRJkiRJCzfqA1oAtujN33ypA5EkSZIkLZ1Re/ZeC3w3yReB0N2797KxRSVJkiRJWpRRn8Z5RJLjgD+iS/ZeWlU/HWdgkiRJkqSFm3MYZ5Lbt597AdsB5wPnAdu3MkmSJEnSCjRfz95fA4cC/zbDugIeuOQRSZIkSZIWbc5kr6oObbMPr6rf9tcl2XhsUUmSJEmSFmXUp3F+fcQySZIkSdIKMGfPXpJbAjsAmyS5G93DWQBuBtx0zLFJkiRJkhZovnv2HgocAuwIvKFXfgXw8jHFJEmSJElapPnu2VsNrE7yuKr6yDLFJEmSJElapFG/Z+8jSR4J3BHYuFf+qnEFJkmSJElauJEe0JLkbcABwPPp7tvbH7jVGOOSJEmSJC3CqE/jvHdVPRX4RVX9I/DHwE7jC0uSJEmStBijJnu/aT9/nWR74Gpg1/GEJEmSJElarJHu2QOOTrIF8HrgO0ABbx9bVJIkSZKkRRn1AS2vbrMfSXI0sHFVXT6+sCRJkiRJizHqA1qe13r2qKqrgPWS/PlYI5MkSZIkLdio9+w9q6oum1qoql8AzxpPSJIkSZKkxRo12VsvSaYWkqwP3GQ8IUmSJEmSFmvUB7R8Djiyfd9eAc8BPju2qCRJkiRJizJqsvdS4NnAc+m+VP3z+DROSZIkSVqxRn0a5++Bt7Zp0drDXt4O3Imup/DpwBnAB4FdgDXAE9q9gZIkSZKktTTnPXtJjmw/v5fklOnTIo77n8Bnq+r2wF2B04HDgGOranfg2LYsSZIkSVqA+Xr2Xth+PmqpDpjkZsCfAIcAVNXvgN8l2Q/Yp222GjiObvioJEmSJGktzZnsVdWF7ec5S3jM3YBLgHcluStwIl1SuW3veBcm2WamnZMcChwKsPPOOy9hWJIkSZI0HPMN47wiyS970xX9nws85gbAXsBbq+puwK9YiyGbVXV4Ve1dVXuvWrVqgSFIkiRJ0rDN17O3+RiOeT5wflV9qy1/mC7ZuyjJdq1Xbzvg4jEcW5IkSZJuFEb9UnWS7JXkBUmen+RuCz1gVf0UOC/J7VrRvsD3gaOAg1vZwcAnFnoMSZIkSbqxG+mrF5L8A7A/8NFW9O4kH6qqf1rgcZ8PvC/JTYAfA0+jSzyPTPIM4Nx2PEmSJEnSAoz6pepPBO5WVb8FSPI64DvAgpK9qjoJ2HuGVfsupD5JkiRJ0vWNOoxzDbBxb3kj4EdLHo0kSZIkaUnM2bOX5E1AAVcBpyU5pi0/GPjq+MOTJEmSJC3EfMM4T2g/TwQ+1is/bizRSJIkSZKWxHxfvbB6uQKRJEmSJC2dUZ/GeTbd8M3rqardljwiSZIkSdKijfo0zv6TMzem+1qErZY+HEmSJEnSUhjpaZxVdWlv+klV/QfwwDHHJkmSJElaoFGHce7VW1yPrqdv87FEJEmSJElatFGHcf5bb/4a4GzgCUsfjiRJkiRpKYyU7FXVA8YdiCRJkiRp6cx5z16SeyY5OcmVSb6R5A7LFZgkSZIkaeHme0DLfwEvBm4BvAH4j7FHJEmSJElatPmSvfWq6piquqqqPgSsWo6gJEmSJEmLM989e1sk+bPZlqvqo+MJS5IkSZK0GPMle18CHg0UkN4yrcxkT5IkSZJWoDmTvap6GkCSv6uqf2rzG1XVVcsRnCRJkiRpYeZ7GudLkvwx8Phe8TfGG5IkSZIkabHmG8Z5BrA/sFuSrwCnA7dIcruqOmPs0UmSJEmSFmS+p3H+Ang5cBawD/DGVn5Ykq+PMS5JkiRJ0iLM17P3MOAVwK3pvmfvZOBXU/fySZIkSZJWpjl79qrq5VW1L7AGeC9dcrgqyVeTfHIZ4pMkSZIkLcB8PXtTPldV3wa+neS5VXXfJFuPMzBJkiRJ0sLNd88eAFX1kt7iIa3sZ+MISJIkSZK0eCMle31VdfI4ApEkSZIkLZ21TvYkSZIkSSufyZ4kSZIkDZDJniRJkiQNkMmeJEmSJA2QyZ4kSZIkDZDJniRJkiQNkMmeJEmSJA2QyZ4kSZIkDZDJniRJkiQNkMmeJEmSJA3QxJK9JOsn+W6So9vyVkmOSXJm+7nlpGKTJEmSpHXdJHv2Xgic3ls+DDi2qnYHjm3LkiRJkqQFmEiyl2RH4JHA23vF+wGr2/xq4LHLHZckSZIkDcWkevb+A3gJ8Pte2bZVdSFA+7nNJAKTJEmSpCFY9mQvyaOAi6vqxAXuf2iSE5KccMkllyxxdJIkSZI0DJPo2bsP8Jgka4APAA9M8l7goiTbAbSfF8+0c1UdXlV7V9Xeq1atWq6YJUmSJGmdsuzJXlW9rKp2rKpdgAOBL1TVk4GjgIPbZgcDn1ju2CRJkiRpKFbS9+y9DnhwkjOBB7dlSZIkSdICbDDJg1fVccBxbf5SYN9JxiNJkiRJQ7GSevYkSZIkSUvEZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgbIZE+SJEmSBshkT5IkSZIGyGRPkiRJkgZo2ZO9JDsl+WKS05OcluSFrXyrJMckObP93HK5Y5MkSZKkoZhEz941wIuq6g7AvYDnJdkDOAw4tqp2B45ty5IkSZKkBVj2ZK+qLqyq74fJ9FMAAAz6SURBVLT5K4DTgR2A/YDVbbPVwGOXOzZJkiRJGoqJ3rOXZBfgbsC3gG2r6kLoEkJgm8lFJkmSJEnrtokle0k2Az4C/GVV/XIt9js0yQlJTrjkkkvGF6AkSZIkrcMmkuwl2ZAu0XtfVX20FV+UZLu2fjvg4pn2rarDq2rvqtp71apVyxOwJEmSJK1jJvE0zgDvAE6vqjf0Vh0FHNzmDwY+sdyxSZIkSdJQbDCBY94HeArwvSQntbKXA68DjkzyDOBcYP8JxCZJkiRJg7DsyV5VfRXILKv3Xc5YJEmSJGmoJvo0TkmSJEnSeJjsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAJnsSZIkSdIAmexJkiRJ0gCZ7EmSJEnSAG0w6QAkSZI0s10O+9SkQ1inrHndIycdwjrF99faWRffX/bsSZIkSdIAmexJkiRJ0gCtuGQvycOSnJHkrCSHTToeSZIkSVoXrahkL8n6wH8BDwf2AJ6YZI/JRiVJkiRJ656V9oCWewBnVdWPAZJ8ANgP+P5Eo5K0TvMGdI3TunjD/iR5PWqcfH9J17eievaAHYDzesvntzJJkiRJ0lpYaT17maGsrrdBcihwaFu8MskZY49q7W0N/GzSQawr8s8TO7TttPLZRivfjb6NJvg7bFQ3+jZaB9hG6wbbaeUbaxut4N/3t5ptxUpL9s4Hduot7whc0N+gqg4HDl/OoNZWkhOqau9Jx6G52U4rn2208tlGK59ttPLZRusG22nls41uaKUN4/w2sHuSXZPcBDgQOGrCMUmSJEnSOmdF9exV1TVJ/gL4HLA+8M6qOm3CYUmSJEnSOmdFJXsAVfVp4NOTjmORVvQwU13Hdlr5bKOVzzZa+Wyjlc82WjfYTiufbTRNqmr+rSRJkiRJ65SVds+eJEmSJGkJmOwtsSQPS3JGkrOSHDbpeG5skqxJ8r0kJyU5oZVtleSYJGe2n1v2tn9Za6szkjy0V373Vs9ZSd6YZKavBdEIkrwzycVJTu2VLVmbJNkoyQdb+beS7LKc5zcEs7TRK5P8pF1LJyV5RG+dbbTMkuyU5ItJTk9yWpIXtnKvpRVijjbyWlohkmyc5PgkJ7c2+sdW7nW0gszRTl5LC1FVTks00T1U5kfAbsBNgJOBPSYd141pAtYAW08r+xfgsDZ/GPDPbX6P1kYbAbu2tlu/rTse+GO67378DPDwSZ/bujoBfwLsBZw6jjYB/hx4W5s/EPjgpM95XZtmaaNXAi+eYVvbaDJttB2wV5vfHPhhawuvpRUyzdFGXksrZGqv52ZtfkPgW8C9vI5W1jRHO3ktLWCyZ29p3QM4q6p+XFW/Az4A7DfhmNS1weo2vxp4bK/8A1V1VVWdDZwF3CPJdsDNquob1f0WeE9vH62lqvoy8PNpxUvZJv26PgzsO/WfO41mljaajW00AVV1YVV9p81fAZwO7IDX0ooxRxvNxjZaZtW5si1u2KbC62hFmaOdZmM7zcFkb2ntAJzXWz6fuX/Ra+kV8PkkJyY5tJVtW1UXQvfHGNimlc/WXju0+enlWjpL2SbX7VNV1wCXA7cYW+Q3Ln+R5JR0wzynhjXZRhPWhhvdje6/3V5LK9C0NgKvpRUjyfpJTgIuBo6pKq+jFWiWdgKvpbVmsre0ZvqPgI87XV73qaq9gIcDz0vyJ3NsO1t72Y6Ts5A2sb3G463ArYE9gQuBf2vlttEEJdkM+Ajwl1X1y7k2naHMdloGM7SR19IKUlXXVtWewI50vT93mmNz22hCZmknr6UFMNlbWucDO/WWdwQumFAsN0pVdUH7eTHwMbqhtRe1rnzaz4vb5rO11/ltfnq5ls5Stsl1+yTZALg5ow9J1Cyq6qL2x/b3wP/QXUtgG01Mkg3pkoj3VdVHW7HX0goyUxt5La1MVXUZcBzwMLyOVqx+O3ktLYzJ3tL6NrB7kl2T3ITuhs+jJhzTjUaSTZNsPjUPPAQ4la4NDm6bHQx8os0fBRzYnsi0K7A7cHwbwnFFknu18dtP7e2jpbGUbdKv6/HAF9rYfC3C1Aef5k/priWwjSaivabvAE6vqjf0VnktrRCztZHX0sqRZFWSLdr8JsCDgB/gdbSizNZOXksLtNAnuzjNPAGPoHsC14+Av510PDemie4pqCe36bSp159uDPaxwJnt51a9ff62tdUZ9J64CexN90vkR8CbgUz6/NbVCTiCbrjF1XT/SXvGUrYJsDHwIbobso8Hdpv0Oa9r0yxt9L/A94BT6P4obmcbTbSN7ks3xOgU4KQ2PcJraeVMc7SR19IKmYC7AN9tbXEq8A+t3OtoBU1ztJPX0gKmqROWJEmSJA2IwzglSZIkaYBM9iRJkiRpgEz2JEmSJGmATPYkSZIkaYBM9iRJkiRpgEz2JEkLkuTaJCclOTXJh5LcdJ7tj0uy9wzlhyR5c5t/TpKnLiCWLZL8eW95+yQfXtt6Zqn7uCRntHM9Kcnjl6LelSDJLkl+k+SkXtmV07a5rn1mqeOAJGclOXqcsUqS1p7JniRpoX5TVXtW1Z2A3wHPWWyFVfW2qnrPAnbdArgu2auqC6pqKZOyg9q57llV10si01mX/57+qKr2XOjOVfVB4JlLGI8kaYmsy3+cJEkrx1eA27SeolOnCpO8OMkre9s9OcnXW2/gPaZXkuSVSV7c5m+T5P+SnJzkO0lunWSzJMe25e8l2a/t+jrg1q3n7fX9OJJsnORdbfvvJnlAKz8kyUeTfDbJmUn+ZdSTbfWfnuQtwHeAnZI8JMk3WmwfSrJZ2/ZhSX6Q5KtJ3jjVA9Y/17Z8apJd2vyTkxzfzue/k6zfyq9M8pr2mnwzybatfNskH2vlJye5d5JXJ3lhr/7XJHnBqOc4y3mf1Jt+k+T+i6lPkjReJnuSpEVJsgHwcOB7I2y+aVXdm64X7p3zbPs+4L+q6q7AvYELgd8Cf1pVewEPAP4tSYDDaD1UVfU30+p5HkBV3Rl4IrA6ycZt3Z7AAcCdgQOS7DRbLL0k5xat7HbAe6rqbsCvgL8DHtRiOwH463ac/wEeDdwPuOU850ySO7SY7tN63K4FDmqrNwW+2V6TLwPPauVvBL7UyvcCTgPeARzc6lwPOLC9pvPZpJ/UAa+aWjHVuwn8fTvHr49QnyRpQjaYdACSpHXWJr17vb5Cl1xsP88+RwBU1ZeT3CzJFjNtlGRzYIeq+ljb/retfEPg/yX5E+D3wA7AtvMc877Am1o9P0hyDnDbtu7Yqrq81f194FbAeTPUcVBVnTAtvnOq6put6F7AHsDXutyTmwDfAG4PnF1VZ7b93gscOk+8+wJ3B77d6toEuLit+x0wdW/cicCD2/wDgae2c7wWuBy4PMmlSe5G9xp9t6ounefY0Ibn9s71EGDv3vLuwOuBB1bV1SPUJ0maEJM9SdJC/Wb6vV5JruH6o0Y2vv4u1DzL11U1S/lBwCrg7lV1dZI1Mxxj1LoArurNX8va/V381bRjHFNVT7zegZM9mf0cZ3utAqyuqpfNsM/VVTVV3yjxvh04hK5Hcb6e1Hkl2RQ4EnhWVV2w2PokSePlME5J0lK6CNgmyS2SbAQ8atr6AwCS3Be4fKpXbbqq+iVwfpLHtu03Sve0z5sDF7dE7wF0PXEAVwCbzxLTl2nDIJPcFtgZOGOhJziLbwL3SXKbdpybtmP9ANg1ya3bdv1kcA3dkEuS7AXs2sqPBR6fZJu2bqskt2JuxwLPbduvn+RmrfxjwMOAPwI+t/DTu867gHdV1VeWoC5J0piZ7EmSlkwb1vcq4Ft0ww1/MG2TXyT5OvA24BnzVPcU4AVJTqG7N+yWdPec7Z3kBLoE7gftuJfSDaE8Ncnrp9XzFmD9JN8DPggcUlVXsYSq6hK6HrQjWrzfBG7fhp8eCnwqyVeBc3q7fQTYqg2FfS7ww1bX9+nu//t8q+sYYLt5Qngh8IB2jicCd2x1/Q74InBkG965YC3hfDzw9N49fTf4Kg1J0sqRP4wGkSRJ45RkH+DFVTW9x3Ncx1uP7mmh+0/dNzht/S7A0e3rMxZznH1YxvOSJI3Gnj1JkgYoyR7AWXQPoblBotdcC9y896CdhRznALre018stA5J0njYsydJkiRJA2TPniRJkiQNkMmeJEmSJA2QyZ4kSZIkDZDJniRJkiQNkMmeJEmSJA2QyZ4kSZIkDdD/BxW4Xd2xCktrAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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1ko4orGPDPudYrdfqrP/RsG1W6u/Pz8tfrm7dm26XwjTF85nvKp8/Npjuai2pmz+TdFRdPM9K2rjVZzVY5iLlvqCk90n6VX5tpUTiLt3URy3ZL1YpTHt2GXVDqc9yS5PlzFHhYhWlY0qvtNUtyzLP++a6zz+qEOd76uqmJT3YaV3Jy9+rMP4Dyjmj+m3QpKyHpQ1ssM0bHVveWzfNXKX8z4OSdisMb9l/z+v5m072mU5uL210WfgDhdf3KX0LtRSnW9tql34/oXTlT/FS0UdqLyLi2fxy1UbjlQq51cMqm027XjHe/DkLCzH+k6TFEVGb5iilDvVdTpdV127z21Dp2516E5UOpjcV1vPneXjNwoh4sVF8trezfVW+ZPFJpW9X6i/VfkCNrSfp8Yh4qjDsPqWMbzvFbfIPpUq2VDk63V54eb4sdrGk/2wQX6tyalfGDZdTN21tPZ8tTFu/TZre9217b9s35EuKn8jTFtehWfl0UraNDKhzSmVSr1mZKiLuVToI7G97ZUlvVTrwNFNW3ZfSFXo1z0l6LJY84PS5/L9YJoOpe7XYitvlPi1J1tR0s//X9HO9HrDN8vo9oIHbvFnb/CWlb6uuzJeBT2sSa+22ilPypfaLlQ5EUto+ayt9y9SoLSzaWOlbs3mFfee7St9INWV7HdvnOt1qsVjpIFwsl7OVOk9Sunqqtl90Ux/r94tnNHC/GErdaHac2FjSerVtkbfHiRpY35upuk53UpZN27MuLVJK7tc8rXR1WtHqSl9KNPIFSbcofcF3ndIJyd8kzbe9tdKJzVdbfP7DETG++Kd0kv0Sp9tiLlXqDF5TN/9qSom6QYnUg5sj6Valct5SKSm8lCbtd9V1pZGy2r//VUpqn+t0O89/O/1IxoZ5OYsafPbGkj5at99tqIHbpOF62l7Z6Zbf+/I2+o2k8R54i3yret/JMa6Ztn3sNu10TbtjaOl9bC29TfZV875Zu/a+1ed2Urb11pP0UN7Paur7Zwsi397eRLNjUCNl92nr+2f174tlMti6Vz9vbf7isXQwfTOpf+t1J/2Phm1z7u8fr3TiPj/vD03rcJvzmWb9j3obS/p6Yb95XCnZ0rL/7vQYnjlOtyE+ofRFbO2zL5S0Q459F6UESe342Gl9XE/pi41n6qatff5Q6karbbOxpIsL22OOUhK1F9rqTsqy3XlFsW5G3fTdLr9pTqjOsLaBHR5bGh2/j1W6ku+qwrBO+u8d9YE7Tbr9tG7YhoXXGyl9czSA0z2/35P0IaXLkscr3frk+mmH2TylS0Zrca2kdHlszYD1i4h7IuJQpROK/5J0odNzZR5QuqS33mNKBb1loaO+RkR0ehA6W+mWlA0jYg2lSyfrt1EsNVfysKQJtosnKRspXf3Szktl6HTf9AZqUI5K3ybeJWnziFhdqaJVUYYTcgKqphj/y5S+mbi5fkanh1r/ROkS1nVzPbxCna3DYMt2npbeR+o1K9Oac5Q6dgdIujMfmLvVVd3vUru61279HlZqyIrzvqiBDehg9HO9HrDNbDtP/1Cj+VVomyPiqYj4aERsonQF4/+zvXuerr6s3qVU7/ZQ6lRNrn2k0j7xvBq3hUUPKF0dtXZh31k9Ipo9AL/mizmerXK5HK6B5XKBpF2dnq30L1pywtNNWzhg/8zbv7hfDKVuNDtOPKB0hWwxobNaROzTwTKrrtOdlGXL/d32YR74LLT6v1obeZvSl141f5Q0zvbmhWGvlXRHo8+JiOci4kMRsX6u6wsl3ZS/ONhVqS7f7/S8phMkvd32UseNFuuxjFKduyoivttgklcpJcxke+c267xzYbkr2H6H7cuUnrvyekkfVrrKfU6TcFr2zfqt/YuIv0XEZyLi1Uq3tO+n9C39A3k547W0ByR9oW6/Wzkizukgvo8qXZGxXd5Gu9RCK0zTqt4P5RjXto+t1u30SBrQz9DA2KXW/Yx27X0rgynbeZLWz8fOmvr+Wbu+S7NjUDcG3aftUKu6123frDZ/J+cV7fRrve6k/9G0bY6IsyNiJ6XtHkrnnlJdWXVwPtOs/1HvAaWr+Ir7zkoR0fTXLPPx6uOSDla6qni80q2szuvwhKQr8/h3Kd1lU4u/07ZwnqQ18zl3cdqaodSNVtvmAUl7122PFSOiq3NpVVOnOynLl+pR/qLqTUq3nEpL94etgevUyfKbbYNnlC5cqXlZ4fVwt4GdHFsatYXHStrIdvHL2U767+3aVUltkm62X670fIS76kZ90PYGTg8aPFHpWRr1VslBLMjLOlLpSreRdqHSFUM7Oj0o+DMauOEHfAtn+3DbE/M3EbVvrP+udNvIHrYPdnqw/Vq2t87TfU/SV22vk5exvu1/7jC+1ZSyvc/b3lZp5+xI/ob7OklfdHrI8FZKV+qd1cHsr7f9NqeHBx6vdFJ1Q5P4Fkt62vYrlZ5LMaIi4j5JsySd7PQT3TsoJQ5q9lG6vL1RpV9e6Z7uBZJedHqQbUc/GT6Esj1f0hG2X50blJM6+bw65+Y436/BdeqkLut+Nzqoe49Kmuzmv+h2jqSPOD1Ic1WlKy3Oi4FXHA5GP9fr8yXt6/SQ3eWUTgpfUCqHmoZts9MDpzfLB9TFSm1a7QrGR5VulahZLS93odIB8z8LMf9D6da3U50eLLqs04OYB/xiY0TMU+qAfcX26k4Pqt3U9pvabJbVlK5uesL2+pL+vW65C5Ruk/iR0kFwTh7eTVt4oaT9nH4YZ3mlW2+L9XQodeP7kk6w/Xonmzl9AfV7SYudHty6Ut5ur7H9hg6WWWmdHkJZFpdxVkSs2uLv/jzpDEnbOD8sPdI33hdJ+qztVWy/Uanz+r+NPie3z+vlbb+90i3Ztfb3dKVO99b57zSlk6ZOj9VSupJuFUnHNfpspeea3JBjv6bNOl+T59tKqQN6nNIVdBtGxHsi4qomx7SaRu1337Z/tnez/U9OV5otVrqC8e+5fv5M0redfvxgOdu1BNn3JB3rdEeBcx3at+7kuJnVlL50eyK3p90ex4dyjPuU05V2W0o6Uo372E3b6RF2vqTj8r43XunEXNJLX/Rtq9RmN9KyvW9jMGV7vdLJ/odzP/5tOb6ONTsGdbmMofRpO9Gq7i1Quh17kybzXiHpFbbflbfRO5Weg3r5IGMp6st63WH/o2HbbHsL22/OfajnldqcYt+s2I9udz7zA0lH5j7iMjn2VzZYt9MkfSKXg5x+KOmgNttjNaV9Z4HSF2Gf1tJXoZ+t9EXI2zXwvKWjtrCwX3wm7xc7aeB+MZS6cbmkl9k+3ulLrtVsb5fHnSbpC7mvJtsTbR/Q4XKrrtPdluXOkm6LiMX5/U8lbVmomx/WwORYJ8v/93zs3VCpH1PbBrMl7WJ7I6c7BD5Rm2EE2sDBHlueUnpe7y62T8nDhtJ/H6DdlW7NTsrPVuqE/zn/fb5+goi4U9JXlA5yjyo9ZPC33QY4VBFxh9IDns9V6tg+pXT//Au5ErxKA09a95J0h+2nlZ7/ckhEPJ9PCvZROtF9XKky1X595uNKt27d4HQZ4y+VviHtxAeUTiieUnrW0PldruKhSlnzhyVdLOmkiJjRco7kUqUft6g9MPVtEfG3BtOdoJQIfEqpk9OoQRkJhyk9T22hUn07T6kRk1rcWhrpcu8PK23XRUrrclkXn9t12UbEz5SezferPO+vuvi82jLmKe07O2qQ23wQdb9brereBfn/Qje+kuSHSifOv1F6oOzzOdah6tt6HRF3K31b8z9KV5ztL2n/iPhrYXnN2ubNleru00r16tsRcXUe90VJn3S6bPoEpR/QuE/pW9o7tfRJ+wmS/iDpRqW28L/U+FjyHqVO4p1K5XGh0jdXrXxG6SGmTyp1Bi5qMM3ZSt8Y1iejO2oL837xwTz/vBzbg3XrN6i6EREXKCVmzs7zXyJpQqQrrfZXSvb8Ran8vq/0rWc7o6FOD6YsuxYRjyq1l8UO7weUHtg9X6nz/v5chsqdueKVcpsqtWnPSJqu9NyTK/Oyn42IR2p/SvvC8/kkulOHKj3vc5GXXLF2WB73LknTI+KF5rM3NF/SthGxc0T8IAbeotRQi/Z7NNSVbnRzXH+ZUr1brHT7z6+VbhmR0rr+TenqvflKJ7WKiFlKzwD8ptI2uVetfllsoK8p1bvHlNrApX4ZvY2hHON+rRTrTElfrtXhOu3a6ZHyPaVjzm1Kt3ZfoXRy/nelZ0JfH81v1+ykvW9oMGWbj5Vvy9MtUtpXOv7MgmbHoG4Mqk/boaZ1L9LtXF+Q9Nt8zB/wi8kRsVDpKtKP5tg+pvRA8ceGEE9NP9frdv2PZm3zCpJOUWpnHlG6y+rEPM+AfnS785mI+L1S4uerSvvUr7X0VYuKiIuV+m3n5vOa2yXtXT9dnV8ofbnxR6XyeV5L31J3mVJf89GIuLUwvJu28F1Kz9B6XOmLjh8Xxg26buRtt6dSP+wRpSvKd8ujv55jvzKfi9+QY+hEpXV6EGVZf17xmNIPgJ2itL9vrkKupsPlX6r0QwOzldrxH+R5Zyi1a7fl8fWJ++FsA4dybHlCqa7sbftzQ+y/D1D7FZ3GI+0rJH0zIopXgs1VesDeL7v9sNEgZ9mfUKpYb5D0jog4uNqoRpbtk5UeqH541bEMltNPvd+l9KDFR5R+7ODJaqMa3fq97lOv0W/6oU53y/arlRJm2w7hW84Rla9SuFXpwdHzR+DzDlZd+90PdWWst3+2J2vJL84O9arvSuSrb06LiI1tf1vS7RHx7arjGu36ue5Tr9FverVO275Tqe9wZ9Wx1OvnNrCm3ZVuVyv9FGxPs71/vvxzFaV74f+g9CDDJ9T6ocoYJWy/wemWpmVs76V0JcQlSrfzfKrfdsyyUPdHN+o1MFBE3BkRb+iVhJskRcQLEfHKkUi4ZX3RftP+9b58u80+Trcirq90dcrFefTswmsUUPdHN+o1+o3T41R+PFoSbmOxDRzXamRE/PdIBTLMas+AsdI9xIfkDn2jy0D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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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0TgL+Z7qBYrZpdX+gqm5N8pgkD0r3O2U30CVXUz+N8QNmGCSgfQB5N/DmdqP+pkkenm6AgGnrbB9C96brxtT3jCT3bwnwa4EP1bo/z3Enuvt3fgjcmm4AnOX4yY1PAg9K8uTWdg+nuyIzl2OBl6cNnJNugIWnznPfpwL3TfJn6QYteRpdl9ZT5lnPfC3mfkfb1HrXXSMjVI489usVPZXu3k3g9gGGHpjOSuA44B+r6rq2fvd0A89s2trbYXRdo0lyv3ZFecskmyd5Bt09ZjOOEtza/1Ppuiz24/8WXdf6V7eY/oiu2+iHxz0HdM/FS6vqjdOs2xu4vL2OUVXvm+V8bVNV/9ni3ZcuAX8a3dWlnavqhVV17hyx7Me6r/f7914HXwd8ufXo2Jbuy6YfApsleRXrXs0ctZjvCf8CPL9dKUuSrZM8sZdsj7bXE+ne657Q2sUW6QZ4GudLnttV1dXAZ4A3Jdku3UBYu6cb2XXK/6M79we36XFjns0PgLulDbIFkOQZSVa01/Spq7yL9vNIUp8JnjYm0yU/0L2gfwb4bnu8frRAVX2T7n6Cs+leuB9E11d/SVXVxcD/oLsv42q6rkXXALe0N5LfoLsnq+/jdG9eUwMs/HFV/WKa6l9C9w3mjXRvbNMlukvhYODhdAnY61sct8y2QTsvh9P9L6+mO9aZuvOdQNdN7L/oBgEYTXb/ku7K3vfpukCeNNf+e97dtvkC3WA2P6P7f8GvuovdQHcz/ufpPsRANxjCU9KN+vjWaep9Cd1of+fSdbn6e7rX75nqfBzd/Ws/G6nnX+k+9H6frtvnX43uqH17/Vd032pfR9cmPjHm8S+aqvoR3Yf0N9K1hfvTJf9ztYWP0p2f96frVvYNug/C89n3tXRXQ1/c9v1S4IAW08Qs8n7XalNLfEwn0CUaW7b5LeiemzfRXZk7G/ibXvmH0rXvG4G/Aw5uz2novsA6iu517od0g+08rarOA0jy6CSjPwPyZLqrU5+bJraDgL3o2vbRwFOq6ofzOLaDgD8auRI3NRrlwXRfMMzXZXT3LO5XVR+oqjlfb9KN/HjTVJLY8//ousP+mO68HtyWf5ru/tRv0b3+/Yy5uzgu2ntCVX2VbmCtY+jO/Wq6ex6n/B3wynRdIV/SktID6b50/WGL9X+zsM+th9B9cfXNtu8P0evqWVVfphs0bSe6czRuzDNqXySfBHy3HdNOwL7Axa29/iNw0DSv0dKimBq1Thq8JKcCx1TVqb1ll9MNRPDvyxbYemhXiX4C7AH8Nt2HlT/trT+KbkCLZyxPhOsvyQfovjF/9TLt/+/pBot51nLsfyGSvB34RlW9vbfsDLqBZt65bIGth3Tdi9fQffif7oO77kCS/C1wTVW9ZbljWQrphtX/PPCQpfjQnu6nBHaoqpf2lr2XbmCPV056/5Lu2DaYH7KUFsEZTP+N7gYlyZPoRmsM3X1SF9ENWrAH3Q8Gb9CS/Dbdt8/fo+saeCDdN+1Ltf/70X3bexFd0vwcYM7fXruDOZ/u5xM2aEmeQPfbYjfTfXsfpu9erDuYqnrFcsewlKrqGroeFEvlcgbwHJc0GSZ42mjMcM/EhuhAuq52oeuydlB1l+I/s6xRLZ570t0Hdze6KzYvqKqvJzmY7v6UUVdM3TC/SLal61qzE123sDfRdXPdYFTVccsdwyJ5OF2Xs6nuVU+uqpuTHEv3m16jTqyq5y9lgADTdBGcsl9VfXFJg9FGoapOXu4Y7kh8Dkprs4umJEmSJA2Eg6xIkiRJ0kCY4EmSJEnSQGxw9+DtsMMOtWrVquUOQ5IkSZKWxde+9rUfVdWK6dZtcAneqlWr+OpXv7rcYUiSJEnSskhyxUzr7KIpSZIkSQNhgidJkiRJA2GCJ0mSJEkDYYInSZIkSQNhgidJkiRJA2GCJ0mSJEkDYYInSZIkSQMxsQQvyRZJvpLkgiQXJ3nNNGWS5K1JVie5MMmek4pHkiRJkoZukj90fgvw2Kq6KcnmwJlJTquqc3pl9gP2aI/fAd7R/kqSJEmS5mliV/Cqc1Ob3bw9aqTYgcAJrew5wPZJdpxUTJIkSZI0ZBO9By/JpknOB64BTq+qL48U2Rm4sje/pi2TJEmSJM3TJLtoUlW3AQ9Osj3w0SQPrKpv9Ipkus1GFyQ5DDgMYOXKlROJdX2tOvKTyx3CBuXyo5+43CFIknSH5GeK+fEzhbS2JRlFs6p+ApwB7Duyag2wa29+F+CqabY/rqr2qqq9VqxYMbE4JUmSJGlDNslRNFe0K3ck2RJ4PHDpSLFPAIe00TQfBlxfVVdPKiZJkiRJGrJJdtHcETg+yaZ0ieTJVXVKkucDVNWxwKnA/sBq4KfAsycYjyRJkiQN2sQSvKq6EHjINMuP7U0XcPikYpAkSZKkjcmS3IMnSZIkSZo8EzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRqIiSV4SXZN8rkklyS5OMkR05TZJ8n1Sc5vj1dNKh5JkiRJGrrNJlj3rcCLq+q8JNsCX0tyelV9c6TcF6vqgAnGIUmSJEkbhYldwauqq6vqvDZ9I3AJsPOk9idJkiRJG7sluQcvySrgIcCXp1n98CQXJDktyQOWIh5JkiRJGqJJdtEEIMk2wIeBF1XVDSOrzwN2q6qbkuwPfAzYY5o6DgMOA1i5cuWEI5YkSZKkDdNEr+Al2ZwuuXtfVX1kdH1V3VBVN7XpU4HNk+wwTbnjqmqvqtprxYoVkwxZkiRJkjZYkxxFM8C7gEuq6s0zlLlnK0eSvVs8104qJkmSJEkaskl20Xwk8EzgoiTnt2WvAFYCVNWxwFOAFyS5FbgZOKiqaoIxSZIkSdJgTSzBq6ozgcxR5hjgmEnFIEmSJEkbkyUZRVOSJEmSNHkmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBAmeJIkSZI0ECZ4kiRJkjQQJniSJEmSNBATS/CS7Jrkc0kuSXJxkiOmKZMkb02yOsmFSfacVDySJEmSNHSbTbDuW4EXV9V5SbYFvpbk9Kr6Zq/MfsAe7fE7wDvaX0mSJEnSPE3sCl5VXV1V57XpG4FLgJ1Hih0InFCdc4Dtk+w4qZgkSZIkaciW5B68JKuAhwBfHlm1M3Blb34N6yaBkiRJkqQxTLKLJgBJtgE+DLyoqm4YXT3NJjVNHYcBhwGsXLly0WOUJEmSNgarjvzkcoewQbn86CcudwjzNtEreEk2p0vu3ldVH5mmyBpg1978LsBVo4Wq6riq2quq9lqxYsVkgpUkSZKkDdwkR9EM8C7gkqp68wzFPgEc0kbTfBhwfVVdPamYJEmSJGnIJtlF85HAM4GLkpzflr0CWAlQVccCpwL7A6uBnwLPnmA8kiRJkjRo807wkvwasGtVXThbuao6k+nvseuXKeDw+cYgSZIkSVrXWF00k5yRZLskdwUuAN6TZKZul5IkSZKkZTDuPXh3aSNg/jHwnqp6KPD4yYUlSZIkSZqvcRO8zdoPkP8pcMoE45EkSZIkLdC4Cd5rgU8Dq6vq3CT3Br49ubAkSZIkSfM11iArVfVB4IO9+e8CfzKpoCRJkiRJ8zdWgpdkBfA8YFV/m6r688mEJUmSJEmar3F/JuHjwBeBfwdum1w4kiRJkqSFGjfB26qqXjbRSCRJkiRJ62XcQVZOSbL/RCORJEmSJK2XcRO8I+iSvJ8lubE9bphkYJIkSZKk+Rl3FM1tJx2IJEmSJGn9jHsPHkn+EPjdNntGVfmD55IkSZJ0BzJWF80kR9N10/xmexzRlkmSJEmS7iDGvYK3P/DgqvolQJLjga8DR04qMEmSJEnS/Iw7yArA9r3puyx2IJIkSZKk9TPuFby/A76e5HNA6O7Fe/nEopIkSZIkzdu4o2ielOQM4LfpEryXVdX3JxmYJEmSJGl+Zu2imeR+7e+ewI7AGuBKYKe2TJIkSZJ0BzHXFbz/BRwGvGmadQU8dtEjkiRJkiQtyKwJXlUd1ib3q6qf9dcl2WJiUUmSJEmS5m3cUTTPGnOZJEmSJGmZzHoFL8k9gZ2BLZM8hG6AFYDtgK0mHJskSZIkaR7mugfvCcChwC7Am3vLbwReMaGYJEmSJEkLMNc9eMcDxyf5k6r68BLFJEmSJElagHF/B+/DSZ4IPADYorf8tZMKTJIkSZI0P2MNspLkWOBpwP+guw/vqcBuE4xLkiRJkjRP446i+YiqOgS4rqpeAzwc2HVyYUmSJEmS5mvcBO/m9venSXYCfgHcazIhSZIkSZIWYqx78IBTkmwP/ANwHlDAOycWlSRJkiRp3sYdZOV1bfLDSU4Btqiq6ycXliRJkiRpvsYdZOXwdgWPqroF2CTJCycamSRJkiRpXsa9B+95VfWTqZmqug543mRCkiRJkiQtxLgJ3iZJMjWTZFPgTpMJSZIkSZK0EOMOsvJp4OT2e3gFPB/41MSikiRJkiTN27gJ3suAvwBeQPdD55/BUTQlSZIk6Q5l3FE0fwm8oz3GkuTdwAHANVX1wGnW7wN8HPheW/SRqnrtuPVLkiRJktY2a4KX5OSq+tMkF9F1zVxLVf3mLJu/FzgGOGGWMl+sqgPGCVSSJEmSNLu5ruAd0f7OOwmrqi8kWTXf7SRJkiRJCzNrgldVV7e/V0xo/w9PcgFwFfCSqrp4ukJJDgMOA1i5cuWEQpEkSZKkDdtcXTRvZO2umWnzAaqqtluPfZ8H7FZVNyXZH/gYsMd0BavqOOA4gL322mudrqKSJEmSpLmv4G07qR1X1Q296VOTvD3JDlX1o0ntU5IkSZKGbNyfSSDJnsCj6K7gnVlVX1+fHSe5J/CDqqoke9P96Pq161OnJEmSJG3MxkrwkrwKeCrwkbbovUk+WFWvn2Wbk4B9gB2SrAFeDWwOUFXHAk8BXpDkVuBm4KCqsvulJEmSJC3QuFfwng48pKp+BpDkaLp76GZM8Krq6bNVWFXH0P2MgiRJkiRpEWwyZrnLgS1683cGvrPo0UiSJEmSFmyuUTT/ie6eu1uAi5Oc3uZ/Hzhz8uFJkiRJksY1VxfNr7a/XwM+2lt+xkSikSRJkiQt2Fw/k3D8UgUiSZIkSVo/446i+T3W/sFzAKrq3osekSRJkiRpQcYdRXOv3vQWdD+ZcNfFD0eSJEmStFBjjaJZVdf2Hv9VVW8BHjvh2CRJkiRJ8zBuF809e7Ob0F3R23YiEUmSJEmSFmTcLppv6k3fCnwP+NPFD0eSJEmStFBjJXhV9ZhJByJJkiRJWj+z3oOX5HeSXJDkpiRnJ/mNpQpMkiRJkjQ/cw2y8jbgJcDdgDcDb5l4RJIkSZKkBZkrwdukqk6vqluq6oPAiqUISpIkSZI0f3Pdg7d9kj+eab6qPjKZsCRJkiRJ8zVXgvd54ElAAenN05aZ4EmSJEnSHcSsCV5VPRsgySur6vVt+s5VdctSBCdJkiRJGt9co2i+NMnDgaf0Fp892ZAkSZIkSQsxVxfNy4CnAvdO8kXgEuBuSX69qi6beHSSJEmSpLHNNYrmdcArgNXAPgWl+AAAAA+ISURBVMBb2/Ijk5w1wbgkSZIkSfM01xW8fYFXA7vT/Q7eBcB/T92bJ0mSJEm645j1Cl5VvaKqHgdcDpxIlxCuSHJmkn9bgvgkSZIkSWOa6wrelE9X1bnAuUleUFWPSrLDJAOTJEmSJM3PXPfgAVBVL+3NHtqW/WgSAUmSJEmSFmasBK+vqi6YRCCSJEmSpPUz7wRPkiRJknTHZIInSZIkSQNhgidJkiRJA2GCJ0mSJEkDYYInSZIkSQNhgidJkiRJA2GCJ0mSJEkDYYInSZIkSQNhgidJkiRJA2GCJ0mSJEkDMbEEL8m7k1yT5BszrE+StyZZneTCJHtOKhZJkiRJ2hhM8gree4F9Z1m/H7BHexwGvGOCsUiSJEnS4E0swauqLwA/nqXIgcAJ1TkH2D7JjpOKR5IkSZKGbjnvwdsZuLI3v6YtkyRJkiQtwGbLuO9Ms6ymLZgcRteNk5UrV04yJukOadWRn1zuEDY4lx/9xOUOQZIkackt5xW8NcCuvfldgKumK1hVx1XVXlW114oVK5YkOEmSJEna0CxngvcJ4JA2mubDgOur6upljEeSJEmSNmgT66KZ5CRgH2CHJGuAVwObA1TVscCpwP7AauCnwLMnFYskSZIkbQwmluBV1dPnWF/A4ZPavyRJkiRtbJazi6YkSZIkaRGZ4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kBMNMFLsm+Sy5KsTnLkNOv3SXJ9kvPb41WTjEeSJEmShmyzSVWcZFPgbcDvA2uAc5N8oqq+OVL0i1V1wKTikCRJkqSNxSSv4O0NrK6q71bVz4H3AwdOcH+SJEmStFGbZIK3M3Blb35NWzbq4UkuSHJakgdMMB5JkiRJGrSJddEEMs2yGpk/D9itqm5Ksj/wMWCPdSpKDgMOA1i5cuVixylJkiRJgzDJK3hrgF1787sAV/ULVNUNVXVTmz4V2DzJDqMVVdVxVbVXVe21YsWKCYYsSZIkSRuuSSZ45wJ7JLlXkjsBBwGf6BdIcs8kadN7t3iunWBMkiRJkjRYE+uiWVW3JvlL4NPApsC7q+riJM9v648FngK8IMmtwM3AQVU12o1TkiRJkjSGSd6DN9Xt8tSRZcf2po8BjplkDJIkSZK0sZjoD51LkiRJkpaOCZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA3ERBO8JPsmuSzJ6iRHTrM+Sd7a1l+YZM9JxiNJkiRJQzaxBC/JpsDbgP2A+wNPT3L/kWL7AXu0x2HAOyYVjyRJkiQN3SSv4O0NrK6q71bVz4H3AweOlDkQOKE65wDbJ9lxgjFJkiRJ0mBNMsHbGbiyN7+mLZtvGUmSJEnSGDabYN2ZZlktoAxJDqPrwglwU5LL1jO2xbID8KPlDmJDlL9f7gg0hg26fdvGNIcNun1Lc9io2rev9xudJW3fd+D2tdtMKyaZ4K0Bdu3N7wJctYAyVNVxwHGLHeD6SvLVqtprueOQJsH2rSGzfWvIbN8aMtv33CbZRfNcYI8k90pyJ+Ag4BMjZT4BHNJG03wYcH1VXT3BmCRJkiRpsCZ2Ba+qbk3yl8CngU2Bd1fVxUme39YfC5wK7A+sBn4KPHtS8UiSJEnS0E2yiyZVdSpdEtdfdmxvuoDDJxnDhN3huo1Ki8j2rSGzfWvIbN8aMtv3HNLlWJIkSZKkDd0k78GTJEmSJC0hE7wFSrJvksuSrE5y5HLHI00nybuTXJPkG71ld01yepJvt7+/1lv38tamL0vyhN7yhya5qK17a5K05XdO8oG2/MtJVi3l8WnjlmTXJJ9LckmSi5Mc0ZbbxrXBS7JFkq8kuaC179e05bZvDUaSTZN8Pckpbd72vQhM8BYgyabA24D9gPsDT09y/+WNSprWe4F9R5YdCXy2qvYAPtvmaW34IOABbZu3t7YO8A6636Lcoz2m6nwOcF1V3Qf4v8Ad99diNES3Ai+uqt8AHgYc3tqxbVxDcAvw2Kr6LeDBwL5txHHbt4bkCOCS3rztexGY4C3M3sDqqvpuVf0ceD9w4DLHJK2jqr4A/Hhk8YHA8W36eODJveXvr6pbqup7dKPb7p1kR2C7qjq7DYx0wsg2U3V9CHjc1Ddn0qRV1dVVdV6bvpHuQ8LO2MY1ANW5qc1u3h6F7VsDkWQX4InAO3uLbd+LwARvYXYGruzNr2nLpA3BPaZ+b7L9vXtbPlO73rlNjy5fa5uquhW4HrjbxCKXZtC63jwE+DK2cQ1E6752PnANcHpV2b41JG8BXgr8srfM9r0ITPAWZrrs3+FItaGbqV3P1t59LmjZJdkG+DDwoqq6Ybai0yyzjesOq6puq6oHA7vQXa144CzFbd/aYCQ5ALimqr427ibTLLN9z8AEb2HWALv25ncBrlqmWKT5+kHr0kD7e01bPlO7XtOmR5evtU2SzYC7sG6XUGlikmxOl9y9r6o+0hbbxjUoVfUT4Ay6e4ts3xqCRwJ/mORyuludHpvkRGzfi8IEb2HOBfZIcq8kd6K76fMTyxyTNK5PAM9q088CPt5bflAbdepedDcqf6V1kbgxycNa3/VDRraZquspwH+UP66pJdLa47uAS6rqzb1VtnFt8JKsSLJ9m94SeDxwKbZvDUBVvbyqdqmqVXSfo/+jqp6B7XtRbLbcAWyIqurWJH8JfBrYFHh3VV28zGFJ60hyErAPsEOSNcCrgaOBk5M8B/hP4KkAVXVxkpOBb9KNTnh4Vd3WqnoB3YicWwKntQd0H67/Nclqum/FDlqCw5KmPBJ4JnBRu08J4BXYxjUMOwLHt5ECNwFOrqpTkpyN7VvD5ev3IshGkshKkiRJ0uDZRVOSJEmSBsIET5IkSZIGwgRPkiRJkgbCBE+SJEmSBsIET5IkSZIGwgRPkjSWJLclOT/JN5J8MMlWc5Q/I8le0yw/NMkxbfr5SQ5ZQCzbJ3lhb36nJB+abz0z1H1GksvasZ6f5CmLUe8dQZJVSW7u/awESW4aKXP7/2eGOp6WZHWSUyYZqyRpYUzwJEnjurmqHlxVDwR+Djx/fSusqmOr6oQFbLo9cHuCV1VXVdViJmIHt2N9cFWtlTimsyG/f36nqh680I2r6gPAcxcxHknSItqQ36AkScvni8B92hWhb0wtTPKSJEf1yj0jyVntqt/eo5UkOSrJS9r0fZL8e5ILkpyXZPck2yT5bJu/KMmBbdOjgd3bFbZ/6MeRZIsk72nlv57kMW35oUk+kuRTSb6d5I3jHmyr/5IkbwfOA3ZN8gdJzm6xfTDJNq3svkkuTXJmkrdOXenqH2ub/0aSVW36GUm+0o7nn9uPW5PkpiRvaOfknCT3aMvvkeSjbfkFSR6R5HVJjujV/4YkfzXuMc5w3Of3Hjcn+b31qU+SNHkmeJKkeUmyGbAfcNEYxbeuqkfQXW179xxl3we8rap+C3gEcDXwM+CPqmpP4DHAm5IEOJJ2Jaqq/vdIPYcDVNWDgKcDxyfZoq17MPA04EHA05LsOlMsvcTmbm3ZrwMnVNVDgP8GXgk8vsX2VeB/tf38C/Ak4NHAPec4ZpL8Rovpke3K2m3AwW311sA57Zx8AXheW/5W4PNt+Z7AxcC7gGe1OjcBDmrndC5b9hM54LVTK6auYgJ/047xrDHqkyQto82WOwBJ0gZjy969W1+kSyh2mmObkwCq6gtJtkuy/XSFkmwL7FxVH23lf9aWbw78bZLfBX4J7AzcY459Pgr4p1bPpUmuAO7b1n22qq5vdX8T2A24cpo6Dq6qr47Ed0VVndMWPQy4P/ClLt/kTsDZwP2A71XVt9t2JwKHzRHv44CHAue2urYErmnrfg5M3ev2NeD32/RjgUPaMd4GXA9cn+TaJA+hO0dfr6pr59g3tK63vWM9FNirN78H8A/AY6vqF2PUJ0laRiZ4kqRx3Tx671aSW1m7N8gWa29CzTF/e1UzLD8YWAE8tKp+keTyafYxbl0At/Smb2N+74P/PbKP06vq6WvtOHkwMx/jTOcqwPFV9fJptvlFVU3VN0687wQOpbtyONcV0zkl2Ro4GXheVV21vvVJkibPLpqSpPXxA+DuSe6W5M7AASPrnwaQ5FHA9VNXz0ZV1Q3AmiRPbuXvnG6UzrsA17Tk7jF0V9wAbgS2nSGmL9C6OCa5L7ASuGyhBziDc4BHJrlP289WbV+XAvdKsnsr108AL6frTkmSPYF7teWfBZ6S5O5t3V2T7MbsPgu8oJXfNMl2bflHgX2B3wY+vfDDu917gPdU1RcXoS5J0hIwwZMkLVjrsvda4Mt0XQkvHSlyXZKzgGOB58xR3TOBv0pyId29Xveku4dsryRfpUvaLm37vZaue+Q3kvzDSD1vBzZNchHwAeDQqrqFRVRVP6S7UnZSi/cc4H6ta+lhwCeTnAlc0dvsw8BdWzfXFwDfanV9k+5+vs+0uk4HdpwjhCOAx7Rj/BrwgFbXz4HPASe3rpsL1pLMpwB/3rtHb52fvZAk3bHkVz0/JEnSYkqyD/CSqhq9sjmp/W1CN8rnU6fuAxxZvwo4pf3UxfrsZx+W8LgkSePzCp4kSQOQ5P7AarqBZNZJ7prbgLv0BstZyH6eRneV9LqF1iFJmhyv4EmSJEnSQHgFT5IkSZIGwgRPkiRJkgbCBE+SJEmSBsIET5IkSZIGwgRPkiRJkgbCBE+SJEmSBuL/A8rE3DclLuOQAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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ax9N/GvC/RlripkajfAbdFzHzdSFw7+p+5/AjvS7cM0o38uO1vaR7yoeAV9N1zXxAiwm6LuSfpUuYL6b7Im2uLo4vpWvVuobuuC34y44xrr//DLyqXe9e2pLS/eheu5+3WP+ehX3mO4Cu+/J5bd8fo9fVs6q+Sfe+2ZbuGI0b84xmuIbvDZzbzte3A08b6V4rqWdqdDFJi0SSE4DDqmrsFpd0XZc+VFXvnlxkY8WxhC4JvftUC8QY22xCNyDDbu2+IK1BrdXnsKraYzXrKbruaCvXTGTD1VrHjqYb8Gi9/yfcWg2/Auy6Nj60p/spgS2r6mW9ZUfRDezxqhk3lKRFYtH8GKekm5xENxz9WJI8kG7I6nXWJbHnTnSjZ46V3DUHA6eZ3E3Uq9d1AOuTqjqPrgVdQFVdDtxnLe7yIrqfZpGkQTLBkxaZGe5fmVaSo+l+m+mQ3s3v60z7IHf4uOWTXEQ3MMGfTyqm+UhyBK0r6IgPVNVBazueNaH+MKrqRAzxmGlxq6rj5i61/hjpptu3T1WdvFaDkbRG2EVTkiRJkgbCQVYkSZIkaSBM8CRJkiRpIBbdPXhbbrllLV++fF2HIUmSJEnrxBlnnPGLqlo63bpFl+AtX76c008/fV2HIUmSJEnrRJKLZ1pnF01JkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGggTPEmSJEkaCBM8SZIkSRoIEzxJkiRJGoiJJXhJNk7yrSRnJzk3yWunKZMk70iyMsk5SXabVDySJEmSNHST/KHz64FHVtW1STYCTkny2ao6tVdmH2Cn9ngQcHj7K0mSJEmap4m14FXn2ja7UXvUSLH9gGNa2VOBLZJsM6mYJEmSJGnIJnoPXpINk5wFXA6cWFXfHCmyHXBJb35VWyZJkiRJmqdJdtGkqm4EdkmyBfDJJPerqu/2imS6zUYXJFkBrABYtmzZRGJdXcsP/a91HcKictGbHr+uQ5AkSZIGZ62MollVVwInAXuPrFoF7NCb3x64dJrtj6yq3atq96VLl04sTkmSJElazCY5iubS1nJHkk2ARwMXjBT7DHBAG01zT+CqqrpsUjFJkiRJ0pBNsovmNsDRSTakSySPq6rjkxwEUFVHACcA+wIrgV8Dz5lgPJIkSZI0aBNL8KrqHGDXaZYf0Zsu4IWTikGSJEmS1idr5R48SZIkSdLkmeBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJATCzBS7JDki8nOT/JuUkOmabMXkmuSnJWe/zjpOKRJEmSpKFbMsG6bwBeUlVnJtkMOCPJiVV13ki5k6vqCROMQ5IkSZLWCxNrwauqy6rqzDZ9DXA+sN2k9idJkiRJ67u1cg9ekuXArsA3p1n94CRnJ/lskvuujXgkSZIkaYgm2UUTgCSbAh8HXlxVV4+sPhPYsaquTbIv8Clgp2nqWAGsAFi2bNmEI5YkSZKkxWmiLXhJNqJL7j5YVZ8YXV9VV1fVtW36BGCjJFtOU+7Iqtq9qnZfunTpJEOWJEmSpEVrkqNoBngPcH5VvXWGMlu3ciTZo8VzxaRikiRJkqQhm2QXzYcCzwK+k+SstuyVwDKAqjoCeBJwcJIbgOuAp1VVTTAmSZIkSRqsiSV4VXUKkDnKHAYcNqkYJEmSJGl9slZG0ZQkSZIkTZ4JniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDcTEErwkOyT5cpLzk5yb5JBpyiTJO5KsTHJOkt0mFY8kSZIkDd2SCdZ9A/CSqjozyWbAGUlOrKrzemX2AXZqjwcBh7e/kiRJkqR5mlgLXlVdVlVntulrgPOB7UaK7QccU51TgS2SbDOpmCRJkiRpyNbKPXhJlgO7At8cWbUdcElvfhW3TAIlSZIkSWOYZBdNAJJsCnwceHFVXT26eppNapo6VgArAJYtW7bGY5QkSdLitPzQ/1rXIWjALnrT49d1CPM20Ra8JBvRJXcfrKpPTFNkFbBDb3574NLRQlV1ZFXtXlW7L126dDLBSpIkSdIiN8lRNAO8Bzi/qt46Q7HPAAe00TT3BK6qqssmFZMkSZIkDdkku2g+FHgW8J0kZ7VlrwSWAVTVEcAJwL7ASuDXwHMmGI8kSZIkDdq8E7wkdwR2qKpzZitXVacw/T12/TIFvHC+MUiSJEmSbmmsLppJTkqyeZI7AWcD70syU7dLSZIkSdI6MO49eHdoI2D+BfC+qnoA8OjJhSVJkiRJmq9xE7wl7QfInwIcP8F4JEmSJEkLNG6C9zrg88DKqjotyd2A708uLEmSJEnSfI01yEpVfRT4aG/+h8BfTiooSZIkSdL8jZXgJVkKPA9Y3t+mqv5qMmFJkiRJkuZr3J9J+DRwMvDfwI2TC0eSJEmStFDjJni3q6qXTzQSSZIkSdJqGXeQleOT7DvRSCRJkiRJq2XcBO8QuiTvN0muaY+rJxmYJEmSJGl+xh1Fc7NJByJJkiRJWj3j3oNHkicCf9JmT6oqf/BckiRJkm5FxuqimeRNdN00z2uPQ9oySZIkSdKtxLgtePsCu1TV7wGSHA18Gzh0UoFJkiRJkuZn3EFWALboTd9hTQciSZIkSVo947bg/TPw7SRfBkJ3L94rJhaVJEmSJGnexh1F89gkJwEPpEvwXl5VP51kYJIkSZKk+Zm1i2aSe7e/uwHbAKuAS4Bt2zJJkiRJ0q3EXC14fwesAN4yzboCHrnGI5IkSZIkLcisCV5VrWiT+1TVb/rrkmw8sagkSZIkSfM27iiaXx9zmSRJkiRpHZm1BS/J1sB2wCZJdqUbYAVgc+B2E45NkiRJkjQPc92D9zjgQGB74K295dcAr5xQTJIkSZKkBZjrHryjgaOT/GVVfXwtxSRJkiRJWoBxfwfv40keD9wX2Li3/HWTCkySJEmSND9jDbKS5AjgqcCL6O7DezKw4wTjkiRJkiTN07ijaD6kqg4AfllVrwUeDOwwubAkSZIkSfM1boJ3Xfv76yTbAr8D7jqZkCRJkiRJCzHWPXjA8Um2AN4MnAkU8O6JRSVJkiRJmrdxB1l5fZv8eJLjgY2r6qrJhSVJkiRJmq9xB1l5YWvBo6quBzZI8oKJRiZJkiRJmpdx78F7XlVdOTVTVb8EnjeZkCRJkiRJCzFugrdBkkzNJNkQuM1kQpIkSZIkLcS4g6x8Hjiu/R5eAQcBn5tYVJIkSZKkeRs3wXs58HzgYLofOv8CjqIpSZIkSbcq446i+Xvg8PYYS5L3Ak8ALq+q+02zfi/g08CP2qJPVNXrxq1fkiRJknRzsyZ4SY6rqqck+Q5d18ybqao/nmXzo4DDgGNmKXNyVT1hnEAlSZIkSbObqwXvkPZ33klYVX01yfL5bidJkiRJWphZE7yquqz9vXhC+39wkrOBS4GXVtW50xVKsgJYAbBs2bIJhSJJkiRJi9tcXTSv4eZdM9PmA1RVbb4a+z4T2LGqrk2yL/ApYKfpClbVkcCRALvvvvstuopKkiRJkuZuwdtsUjuuqqt70yckeVeSLavqF5PapyRJkiQN2bg/k0CS3YCH0bXgnVJV316dHSfZGvhZVVWSPeh+dP2K1alTkiRJktZnYyV4Sf4ReDLwibboqCQfrao3zLLNscBewJZJVgGvBjYCqKojgCcBBye5AbgOeFpV2f1SkiRJkhZo3Ba8/YFdq+o3AEneRHcP3YwJXlXtP1uFVXUY3c8oSJIkSZLWgA3GLHcRsHFv/rbAD9Z4NJIkSZKkBZtrFM1/o7vn7nrg3CQntvnHAKdMPjxJkiRJ0rjm6qJ5evt7BvDJ3vKTJhKNJEmSJGnB5vqZhKPXViCSJEmSpNUz7iiaP+LmP3gOQFXdbY1HJEmSJElakHFH0dy9N70x3U8m3GnNhyNJkiRJWqixRtGsqit6j59U1duAR044NkmSJEnSPIzbRXO33uwGdC16m00kIkmSJEnSgozbRfMtvekbgB8BT1nz4UiSJEmSFmqsBK+qHjHpQCRJkiRJq2fWe/CSPCjJ2UmuTfKNJPdZW4FJkiRJkuZnrkFW3gm8FLgz8FbgbROPSJIkSZK0IHMleBtU1YlVdX1VfRRYujaCkiRJkiTN31z34G2R5C9mmq+qT0wmLEmSJEnSfM2V4H0F+DOggPTmactM8CRJkiTpVmLWBK+qngOQ5FVV9YY2fduqun5tBCdJkiRJGt9co2i+LMmDgSf1Fn9jsiFJkiRJkhZiri6aFwJPBu6W5GTgfODOSe5VVRdOPDpJkiRJ0tjmGkXzl8ArgZXAXsA72vJDk3x9gnFJkiRJkuZprha8vYFXA3en+x28s4FfTd2bJ0mSJEm69Zi1Ba+qXllVjwIuAj5AlxAuTXJKkv9cC/FJkiRJksY0VwvelM9X1WnAaUkOrqqHJdlykoFJkiRJkuZnrnvwAKiql/VmD2zLfjGJgCRJkiRJCzNWgtdXVWdPIhBJkiRJ0uqZd4InSZIkSbp1MsGTJEmSpIEwwZMkSZKkgTDBkyRJkqSBMMGTJEmSpIEwwZMkSZKkgTDBkyRJkqSBMMGTJEmSpIEwwZMkSZKkgTDBkyRJkqSBmFiCl+S9SS5P8t0Z1ifJO5KsTHJOkt0mFYskSZIkrQ8m2YJ3FLD3LOv3AXZqjxXA4ROMRZIkSZIGb2IJXlV9FfifWYrsBxxTnVOBLZJsM6l4JEmSJGno1uU9eNsBl/TmV7VlkiRJkqQFWJcJXqZZVtMWTFYkOT3J6T//+c8nHJYkSZIkLU7rMsFbBezQm98euHS6glV1ZFXtXlW7L126dK0EJ0mSJEmLzbpM8D4DHNBG09wTuKqqLluH8UiSJEnSorZkUhUnORbYC9gyySrg1cBGAFV1BHACsC+wEvg18JxJxSJJkiRJ64OJJXhVtf8c6wt44aT2L0mSJEnrm3XZRVOSJEmStAaZ4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kBMNMFLsneSC5OsTHLoNOv3SnJVkrPa4x8nGY8kSZIkDdmSSVWcZEPgncBjgFXAaUk+U1XnjRQ9uaqeMKk4JEmSJGl9MckWvD2AlVX1w6r6LfBhYL8J7k+SJEmS1muTTPC2Ay7pza9qy0Y9OMnZST6b5L4TjEeSJEmSBm1iXTSBTLOsRubPBHasqmuT7At8CtjpFhUlK4AVAMuWLVvTcUqSJEnSIEyyBW8VsENvfr8+XrYAAAwKSURBVHvg0n6Bqrq6qq5t0ycAGyXZcrSiqjqyqnavqt2XLl06wZAlSZIkafGaZIJ3GrBTkrsmuQ3wNOAz/QJJtk6SNr1Hi+eKCcYkSZIkSYM1sS6aVXVDkr8BPg9sCLy3qs5NclBbfwTwJODgJDcA1wFPq6rRbpySJEmSpDFM8h68qW6XJ4wsO6I3fRhw2CRjkCRJkqT1xUR/6FySJEmStPaY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kCY4EmSJEnSQJjgSZIkSdJAmOBJkiRJ0kBMNMFLsneSC5OsTHLoNOuT5B1t/TlJdptkPJIkSZI0ZBNL8JJsCLwT2AfYGdg/yc4jxfYBdmqPFcDhk4pHkiRJkoZuki14ewArq+qHVfVb4MPAfiNl9gOOqc6pwBZJtplgTJIkSZI0WJNM8LYDLunNr2rL5ltGkiRJkjSGJROsO9MsqwWUIckKui6cANcmuXA1Y9MtbQn8Ym3tLP+ytvakNWStnh9adDw/NBPPDc3G80OzuVWcH7fiz6w7zrRikgneKmCH3vz2wKULKENVHQkcuaYD1B8kOb2qdl/XcejWyfNDs/H80Ew8NzQbzw/NxvNj4SbZRfM0YKckd01yG+BpwGdGynwGOKCNprkncFVVXTbBmCRJkiRpsCbWgldVNyT5G+DzwIbAe6vq3CQHtfVHACcA+wIrgV8Dz5lUPJIkSZI0dJPsoklVnUCXxPWXHdGbLuCFk4xBY7MLrGbj+aHZeH5oJp4bmo3nh2bj+bFA6XIsSZIkSdJiN8l78CRJkiRJa5EJ3kAleW+Sy5N8t7fsTklOTPL99veOvXWvSLIyyYVJHtdb/oAk32nr3pFkup+20CKTZIckX05yfpJzkxzSlnuOiCQbJ/lWkrPb+fHattzzQwAk2TDJt5Mc3+Y9NwRAkova63pWktPbMs8PAZBkiyQfS3JB+wzyYM+PNc8Eb7iOAvYeWXYo8MWq2gn4Ypsnyc50o5zet23zriQbtm0Op/sNwp3aY7ROLU43AC+pqvsAewIvbOeB54gArgceWVX3B3YB9m4jHXt+aMohwPm9ec8N9T2iqnbpDXHv+aEpbwc+V1X3Bu5Pdx3x/FjDTPAGqqq+CvzPyOL9gKPb9NHAn/eWf7iqrq+qH9GNarpHkm2AzavqG21AnGN622gRq6rLqurMNn0N3QV2OzxHRDcAVlVd22Y3ao/C80NAku2BxwPv7i323NBsPD9Eks2BPwHeA1BVv62qK/H8WONM8NYvW039zmD7e5e2fDvgkl65VW3Zdm16dLkGJMlyYFfgm3iOqGld8M4CLgdOrCrPD015G/Ay4Pe9ZZ4bmlLAF5KckWRFW+b5IYC7AT8H3te6eL87ye3x/FjjTPAEMF2/5ZpluQYiyabAx4EXV9XVsxWdZpnnyIBV1Y1VtQuwPd03pvebpbjnx3oiyROAy6vqjHE3mWaZ58awPbSqdgP2oev+/yezlPX8WL8sAXYDDq+qXYFf0bpjzsDzY4FM8NYvP2vN2rS/l7flq4AdeuW2By5ty7efZrkGIMlGdMndB6vqE22x54hupnWfOYnu/gbPDz0UeGKSi4APA49M8gE8N9RU1aXt7+XAJ4E98PxQZxWwqvUIAfgYXcLn+bGGmeCtXz4DPLtNPxv4dG/505LcNsld6W5W/VZrJr8myZ5tdKIDettoEWuv53uA86vqrb1VniMiydIkW7TpTYBHAxfg+bHeq6pXVNX2VbWcbvCDL1XVM/HcEJDk9kk2m5oGHgt8F88PAVX1U+CSJPdqix4FnIfnxxq3ZF0HoMlIciywF7BlklXAq4E3Accl+Wvgx8CTAarq3CTH0b3JbgBeWFU3tqoOphuRcxPgs+2hxe+hwLOA77T7rABeieeIOtsAR7fRyjYAjquq45N8A88PTc9rhwC2Aj7ZRqxfAnyoqj6X5DQ8P9R5EfDBJLcBfgg8h/Z/xvNjzUk3+IwkSZIkabGzi6YkSZIkDYQJniRJkiQNhAmeJEmSJA2ECZ4kSZIkDYQJniRJkiQNhAmeJGksSW5MclaS7yb5aJLbzVH+pCS7T7P8wCSHtemDkhywgFi2SPKC3vy2ST4233pmqPukJBe253pWkietiXpvDZIsT3Jd7+dRSHLtSJmbXp8Z6nhqkpVJjp9krJKkhTHBkySN67qq2qWq7gf8FjhodSusqiOq6pgFbLoFcFOCV1WXVtWaTMSe0Z7rLlV1s8QxncX8//MHVbXLQjeuqo8Az12D8UiS1qDF/A9KkrTunAzco7UIfXdqYZKXJnlNr9wzk3y9tfrtMVpJktckeWmbvkeS/05ydpIzk9w9yaZJvtjmv5Nkv7bpm4C7txa2N/fjSLJxkve18t9O8oi2/MAkn0jyuSTfT/Kv4z7ZVv/5Sd4FnAnskOSxSb7RYvtokk1b2b2TXJDklCTvmGrp6j/XNv/dJMvb9DOTfKs9n39vPzJPkmuTvLEdk1OTbNWWb5Xkk2352UkekuT1SQ7p1f/GJH877nOc4Xmf1Xtcl+RPV6c+SdLkmeBJkuYlyRJgH+A7YxS/fVU9hK617b1zlP0g8M6quj/wEOAy4DfA/6qq3YBHAG9JEuBQWktUVf39SD0vBKiqPwL2B45OsnFbtwvwVOCPgKcm2WGmWHqJzZ3bsnsBx1TVrsCvgFcBj26xnQ78XdvPfwB/Bjwc2HqO50yS+7SYHtpa1m4EntFW3x44tR2TrwLPa8vfAXylLd8NOBd4D/DsVucGwNPaMZ3LJv1EDnjd1IqpVkzgH9pz/PoY9UmS1qEl6zoASdKisUnv3q2T6RKKbefY5liAqvpqks2TbDFdoSSbAdtV1Sdb+d+05RsB/5TkT4DfA9sBW82xz4cB/9bquSDJxcA927ovVtVVre7zgB2BS6ap4xlVdfpIfBdX1alt0Z7AzsDXunyT2wDfAO4N/Kiqvt+2+wCwYo54HwU8ADit1bUJcHlb91tg6l63M4DHtOlHAge053gjcBVwVZIrkuxKd4y+XVVXzLFvaF1ve8/1QGD33vxOwJuBR1bV78aoT5K0DpngSZLGdd3ovVtJbuDmvUE2vvkm1BzzN1U1w/JnAEuBB1TV75JcNM0+xq0L4Pre9I3M7//gr0b2cWJV7X+zHSe7MPNznOlYBTi6ql4xzTa/q6qp+saJ993AgXQth3O1mM4pye2B44DnVdWlq1ufJGny7KIpSVodPwPukuTOSW4LPGFk/VMBkjwMuGqq9WxUVV0NrEry5638bdON0nkH4PKW3D2CrsUN4Bpgsxli+iqti2OSewLLgAsX+gRncCrw0CT3aPu5XdvXBcBdk9y9lesngBfRdackyW7AXdvyLwJPSnKXtu5OSXZkdl8EDm7lN0yyeVv+SWBv4IHA5xf+9G7yPuB9VXXyGqhLkrQWmOBJkhasddl7HfBNuq6EF4wU+WWSrwNHAH89R3XPAv42yTl093ptTXcP2e5JTqdL2i5o+72Crnvkd5O8eaSedwEbJvkO8BHgwKq6njWoqn5O11J2bIv3VODerWvpCuC/kpwCXNzb7OPAnVo314OB77W6zqO7n+8Lra4TgW3mCOEQ4BHtOZ4B3LfV9Vvgy8BxrevmgrUk80nAX/Xu0bvFz15Ikm5d8oeeH5IkaU1Kshfw0qoabdmc1P42oBvl88lT9wGOrF8OHN9+6mJ19rMXa/F5SZLGZwueJEkDkGRnYCXdQDK3SO6aG4E79AbLWch+nkrXSvrLhdYhSZocW/AkSZIkaSBswZMkSZKkgTDBkyRJkqSBMMGTJEmSpIEwwZMkSZKkgTDBkyRJkqSBMMGTJEmSpIH4/7Z03hNTQhGuAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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J+I9Z/QYt69xeAaobgn8q8O4k2yfZrLW3fvv8BN2xP5xfDvMcJeaZ/Bi4d5J7TRSM8h4kDYWJn7RhmC4p+gTdP8cr2uNtkytUd23Wu+kuUP8x8Gt0N6lYr6q7luT/0l2bdxXdMK2rgVvbP9mH0H14nwuPAb6R5Ga6mxi8oqq+T/eB6UN0yeAP6IZv/t0UsX4J+Eu6D5ZXAffnl9eWrItvAHvR3RTj7cCzpukV+Cu6GxTcQNcz8Lk52PfaeDndsLIf0V0XdwLdt/Awtz/jcA/gHXTH5Ud0CfIb2rIDgYvbufxH4NBJQ+QmHEZ3I4tVdEO+3tSuL1pX8/oaax/+D6E7HtfQ9Wa8hvH8f/4oXQJyz7bv29u+D6Zrix8Cnt/7AurRdDd8uYmul/rw9jqfcCjdTVqupzu/z6rumlWS/GY7pxM+SHet1YV0vaX/Qe/3BGfa1ogOBZ4xqedu4u6Yh9PdWGpNXQ48uCXWn6ru+rwZpbsT5c3Vu06w+QTdNYLX0R3Xw1v5KXTX3H2X7j3rF8w+VPLVdL1gN9Gds6m+rBhJVZ1Ld83c++iO/XLa3VabvwH+It2QylfPcXt9Pt2NwC5p+/5XekNGq+obdF/g7Up3jEaNeVqtbZ8AXNGe066M/h4kbfQm7jgmaR4lWUZ3k4llvbIVdHeB/M95C2wdtOFMP6VLhB5D90Hu9+c3qvFJcgTd+dpvvmNZW0neCdynql6Q5BK6c3bJfMc1Lhv7a2xtJPlr4Oqq+of5jmV9SHf7/68Aj1wfH+bT/eTBTlX12l7ZcXR3kvyLce9fkmay0fwQqDRwp9PdVGGjluTpdLcND11P24V0t9bei+6ObdqAtGFiW9Kdp8fQDZ98URuO9tEhJ32bqqp6w+y1hqO6u0U+ZNaKc2cFXc+mJG1wTPykDcA016VsjA6hGzIYult8H1rdsIJT5zWqOZLkaLobsUz2MWBjvAX4dnTDnnalG5b7buDz7Zy9Y6YVNwbtJh3TJa97r89YtGmoqk/PdwwbkknDffsOqqqvrtdgJDnUU5IkSZKGzpu7SJIkSdLAmfhJkiRJ0sAN6hq/nXbaqRYvXjzfYUiSJEnSvDjvvPN+UlULJ5cPKvFbvHgx55577nyHIUmSJEnzIskPpip3qKckSZIkDZyJnyRJkiQNnImfJEmSJA2ciZ8kSZIkDZyJnyRJkiQNnImfJEmSJA2ciZ8kSZIkDdzYEr8keyT5cpJLk1yc5BVT1EmS9yZZnuQ7SR7VW3ZgksvbsiPHFackSZIkDd04e/zuAF5VVQ8BHge8LMnek+ocBOzVHkuBDwAkWQAc1ZbvDRw2xbqSJEmSpBGMLfGrqquq6ltt+ibgUmC3SdUOAT5anbOBHZLcF9gXWF5VV1TVbcAnW11JkiRJ0hpaL9f4JVkMPBL4xqRFuwFX9uZXtrLpyiVJkiRJa2jzce8gybbAZ4FXVtWNkxdPsUrNUD7V9pfSDRNl0aJF6xDp+Cw+8j/mO4SNyop3/M58hyBJ0gbHzxNrxs8Ta8b2teY2tjY21h6/JFvQJX0fr6rPTVFlJbBHb353YNUM5XdTVcdU1ZKqWrJw4cK5CVySJEmSBmScd/UM8M/ApVX1nmmqnQQ8v93d83HADVV1FXAOsFeSPZNsCRza6kqSJEmS1tA4h3o+HngecGGS81vZG4BFAFV1NLAMOBhYDvwceGFbdkeSlwOnAAuAY6vq4jHGKkmSJEmDNbbEr6rOZOpr9fp1CnjZNMuW0SWGkiRJkqR1sF7u6ilJkiRJmj8mfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cJuPa8NJjgWeBlxdVQ+bYvlrgMN7cTwEWFhV1yVZAdwE3AncUVVLxhWnJEmSJA3dOHv8jgMOnG5hVb2rqvapqn2A1wNfqarrelUOaMtN+iRJkiRpHYwt8auqM4DrZq3YOQw4YVyxSJIkSdKmbN6v8UuyNV3P4Gd7xQWcmuS8JEvnJzJJkiRJGoaxXeO3Bp4OfG3SMM/HV9WqJDsDpyW5rPUg3k1LDJcCLFq0aPzRSpIkSdJGZt57/IBDmTTMs6pWtb9XAycC+063clUdU1VLqmrJwoULxxqoJEmSJG2M5jXxS3Iv4AnA53tl2yTZbmIaeApw0fxEKEmSJEkbv3H+nMMJwP7ATklWAm8CtgCoqqNbtWcAp1bVz3qr7gKcmGQivk9U1RfHFackSZIkDd3YEr+qOmyEOsfR/exDv+wK4BHjiUqSJEmSNj0bwjV+kiRJkqQxMvGTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgRtb4pfk2CRXJ7lomuX7J7khyfnt8cbesgOTXJ5keZIjxxWjJEmSJG0Kxtnjdxxw4Cx1vlpV+7THWwCSLACOAg4C9gYOS7L3GOOUJEmSpEEbW+JXVWcA163FqvsCy6vqiqq6DfgkcMicBidJkiRJm5D5vsbv15NckOQLSR7aynYDruzVWdnKJEmSJElrYfN53Pe3gPtV1c1JDgb+DdgLyBR1a7qNJFkKLAVYtGjROOKUJEmSpI3avPX4VdWNVXVzm14GbJFkJ7oevj16VXcHVs2wnWOqaklVLVm4cOFYY5YkSZKkjdG8JX5J7pMkbXrfFsu1wDnAXkn2TLIlcChw0nzFKUmSJEkbu7EN9UxyArA/sFOSlcCbgC0Aqupo4FnAS5PcAdwCHFpVBdyR5OXAKcAC4NiqunhccUqSJEnS0I0t8auqw2ZZ/j7gfdMsWwYsG0dckiRJkrSpme+7ekqSJEmSxszET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGbo0TvyS/kuTh4whGkiRJkjT3Rkr8kpyeZPskOwIXAB9J8p7xhiZJkiRJmguj9vjdq6puBP4P8JGqejTw2+MLS5IkSZI0V0ZN/DZPcl/g94GTR1khybFJrk5y0TTLD0/ynfY4K8kjestWJLkwyflJzh0xRkmSJEnSFEZN/N4CnAIsr6pzkvwq8L1Z1jkOOHCG5d8HnlBVDwfeChwzafkBVbVPVS0ZMUZJkiRJ0hQ2H6VSVX0G+Exv/grgmbOsc0aSxTMsP6s3ezaw+yixSJIkSZLWzEiJX5KFwIuBxf11quoP5yiOPwK+0Jsv4NQkBXywqib3BkqSJEmSRjRS4gd8Hvgq8J/AnXMZQJID6BK//XrFj6+qVUl2Bk5LcllVnTHN+kuBpQCLFi2ay9AkSZIkaRBGTfy2rqrXzfXO2+8Bfhg4qKqunSivqlXt79VJTgT2BaZM/Fpv4DEAS5YsqbmOUZIkSZI2dqPe3OXkJAfP5Y6TLAI+Bzyvqr7bK98myXYT08BTgCnvDCpJkiRJmt2oPX6vAN6Q5Dbg9lZWVbX9dCskOQHYH9gpyUrgTcAWbcWjgTcC9wbenwTgjnYHz12AE1vZ5sAnquqLa/i8JEmSJEnNqHf13G5NN1xVh82y/EXAi6YovwJ4xN3XkCRJkiStjVF7/Ejyu8BvtdnTq2qkH3KXJEmSJM2vka7xS/IOuuGel7THK1qZJEmSJGkDN2qP38HAPlX1vwBJjge+DRw5rsAkSZIkSXNj1Lt6AuzQm77XXAciSZIkSRqPUXv8/gb4dpIvA6G71u/1Y4tKkiRJkjRnRr2r5wlJTgceQ5f4va6qfjTOwCRJkiRJc2PGoZ5JHtz+Pgq4L7ASuBLYtZVJkiRJkjZws/X4/RmwFHj3FMsKeOKcRyRJkiRJmlMzJn5VtbRNHlRVv+gvS7LV2KKSJEmSJM2ZUe/qedaIZZIkSZKkDcyMPX5J7gPsBtwzySPpbuwCsD2w9ZhjkyRJkiTNgdmu8XsqcASwO/CeXvlNwBvGFJMkSZIkaQ7Ndo3f8cDxSZ5ZVZ9dTzFJkiRJkubQqL/j99kkvwM8FNiqV/6WcQUmSZIkSZobI93cJcnRwHOA/0t3nd+zgfuNMS5JkiRJ0hwZ9a6ev1FVzweur6q/An4d2GN8YUmSJEmS5sqoid8t7e/Pk+wK3A7sOZ6QJEmSJElzaaRr/ICTk+wAvAv4FlDAh8cWlSRJkiRpzox6c5e3tsnPJjkZ2KqqbhhfWJIkSZKkuTLqzV1e1nr8qKpbgc2S/MlYI5MkSZIkzYlRr/F7cVX9dGKmqq4HXjyekCRJkiRJc2nUxG+zJJmYSbIA2HI8IUmSJEmS5tKoN3c5Bfh0+z2/Al4CfHFsUUmSJEmS5syoid/rgD8GXkr3A+6n4l09JUmSJGmjMNJQz6r636r6QFU9q6qeWVUfrKo7Z1onybFJrk5y0TTLk+S9SZYn+U6SR/WWHZjk8rbsyDV7SpIkSZKkvhkTvySfbn8vbMnZao9Ztn0ccOAMyw8C9mqPpcAH2r4WAEe15XsDhyXZe5QnI0mSJEm6u9mGer6i/X3amm64qs5IsniGKocAH62qAs5OskOS+wKLgeVVdQVAkk+2upesaQySJEmSpFkSv6q6qv39wRj2vRtwZW9+ZSubqvyx020kyVK6HkMWLVo091FKkiRJ0kZuxsQvyU10d/G8q6jNB6iq2n4d9p0pymqG8ilV1THAMQBLliyZtp4kSZIkbapm6/Hbboz7Xgns0ZvfHVhF9/uAU5VLkiRJktbCqD/nQLvr5n50vW9nVtW313HfJwEvb9fwPRa4oaquSnINsFeSPYEfAocCf7CO+5IkSZKkTdZIiV+SNwLPBj7Xio5L8pmqetsM65wA7A/slGQl8CZgC4CqOhpYBhwMLAd+DrywLbsjycvpfjR+AXBsVV285k9NkiRJkgSj9/gdBjyyqn4BkOQdwLeAaRO/qjpspg22u3m+bJply+gSQ0mSJEnSOhrpB9yBFcBWvfl7AP8959FIkiRJkubcbHf1/Ce6a/puBS5OclqbfzJw5vjDkyRJkiStq9mGep7b/p4HnNgrP30s0UiSJEmS5txsP+dw/PoKRJIkSZI0HqPe1fP7TPEj6lX1q3MekSRJkiRpTo16V88lvemt6H7aYce5D0eSJEmSNNdGuqtnVV3be/ywqv4BeOKYY5MkSZIkzYFRh3o+qje7GV0P4HZjiUiSJEmSNKdGHer57t70HcD3gd+f+3AkSZIkSXNtpMSvqg4YdyCSJEmSpPGY8Rq/JI9NckGSm5N8PclD1ldgkiRJkqS5MdvNXY4CXg3cG3gP8A9jj0iSJEmSNKdmS/w2q6rTqurWqvoMsHB9BCVJkiRJmjuzXeO3Q5L/M918VX1uPGFJkiRJkubKbInfV4CnAwWkN08rM/GTJEmSpA3cjIlfVb0QIMlfVNXb2vQ9qurW9RGcJEmSJGndzXZXz9cm+XXgWb3ir483JEmSJEnSXJptqOflwLOBX03yVeBS4N5JHlRVl489OkmSJEnSOpvtrp7XA28AlgP7A+9t5UcmOWuMcUmSJEmS5shsPX4HAm8C7k/3O34XAD+buPZPkiRJkrThm7HHr6reUFVPAlYAH6NLFBcmOTPJv6+H+CRJkiRJ62i2Hr8Jp1TVOcA5SV5aVfsl2WmcgUmSJEmS5sZs1/gBUFWv7c0e0cp+Mo6AJEmSJElza6TEr6+qLhi1bhcBRrQAABDzSURBVJIDk1yeZHmSI6dY/pok57fHRUnuTLJjW7YiyYVt2blrGqckSZIkqTPqUM81lmQBcBTwZGAl3TDRk6rqkok6VfUu4F2t/tOB/1dV1/U2c4A9i5IkSZK0bta4x28N7Assr6orquo24JPAITPUPww4YYzxSJIkSdImaZyJ327Alb35la3sbpJsTffTEZ/tFRdwapLzkiwdW5SSJEmSNHBjG+oJZIqymqbu04GvTRrm+fiqWpVkZ+C0JJdV1Rl320mXFC4FWLRo0brGLEmSJEmDM84ev5XAHr353YFV09Q9lEnDPKtqVft7NXAi3dDRu6mqY6pqSVUtWbhw4ToHLUmSJElDM87E7xxgryR7JtmSLrk7aXKlJPcCngB8vle2TZLtJqaBpwAXjTFWSZIkSRqssQ31rKo7krwcOAVYABxbVRcneUlbfnSr+gzg1Kr6WW/1XYATk0zE+Imq+uK4YpUkSZKkIRvnNX5U1TJg2aSyoyfNHwccN6nsCuAR44xNkiRJkjYV4xzqKUmSJEnaAJj4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAjTXxS3JgksuTLE9y5BTL909yQ5Lz2+ONo64rSZIkSRrN5uPacJIFwFHAk4GVwDlJTqqqSyZV/WpVPW0t15UkSZIkzWKcPX77Asur6oqqug34JHDIelhXkiRJktQzzsRvN+DK3vzKVjbZrye5IMkXkjx0DdeVJEmSJM1ibEM9gUxRVpPmvwXcr6puTnIw8G/AXiOu2+0kWQosBVi0aNHaRytJkiRJAzXOHr+VwB69+d2BVf0KVXVjVd3cppcBWyTZaZR1e9s4pqqWVNWShQsXzmX8kiRJkjQI40z8zgH2SrJnki2BQ4GT+hWS3CdJ2vS+LZ5rR1lXkiRJkjSasQ31rKo7krwcOAVYABxbVRcneUlbfjTwLOClSe4AbgEOraoCplx3XLFKkiRJ0pCN8xq/ieGbyyaVHd2bfh/wvlHXlSRJkiStubH+gLskSZIkaf6Z+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAjTXxS3JgksuTLE9y5BTLD0/ynfY4K8kjestWJLkwyflJzh1nnJIkSZI0ZJuPa8NJFgBHAU8GVgLnJDmpqi7pVfs+8ISquj7JQcAxwGN7yw+oqp+MK0ZJkiRJ2hSMs8dvX2B5VV1RVbcBnwQO6VeoqrOq6vo2ezaw+xjjkSRJkqRN0jgTv92AK3vzK1vZdP4I+EJvvoBTk5yXZOl0KyVZmuTcJOdec8016xSwJEmSJA3R2IZ6ApmirKasmBxAl/jt1yt+fFWtSrIzcFqSy6rqjLttsOoYuiGiLFmyZMrtS5IkSdKmbJw9fiuBPXrzuwOrJldK8nDgw8AhVXXtRHlVrWp/rwZOpBs6KkmSJElaQ+NM/M4B9kqyZ5ItgUOBk/oVkiwCPgc8r6q+2yvfJsl2E9PAU4CLxhirJEmSJA3W2IZ6VtUdSV4OnAIsAI6tqouTvKQtPxp4I3Bv4P1JAO6oqiXALsCJrWxz4BNV9cVxxSpJkiRJQzbOa/yoqmXAskllR/emXwS8aIr1rgAeMblckiRJkrTmxvoD7pIkSZKk+WfiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0mSJEkDN9bEL8mBSS5PsjzJkVMsT5L3tuXfSfKoUdeVJEmSJI1mbIlfkgXAUcBBwN7AYUn2nlTtIGCv9lgKfGAN1pUkSZIkjWCcPX77Asur6oqqug34JHDIpDqHAB+tztnADknuO+K6kiRJkqQRjDPx2w24sje/spWNUmeUdSVJkiRJI9h8jNvOFGU1Yp1R1u02kCylGyYKcHOSy0eO8Jd2An6yFutpDPLO+Y5gRrYVjcJ2olHYTjQK28la2sA/T8w128k82IDb2P2mKhxn4rcS2KM3vzuwasQ6W46wLgBVdQxwzLoEmuTcqlqyLtvQpsG2olHYTjQK24lGYTvRKGwnGsU4h3qeA+yVZM8kWwKHAidNqnMS8Px2d8/HATdU1VUjritJkiRJGsHYevyq6o4kLwdOARYAx1bVxUle0pYfDSwDDgaWAz8HXjjTuuOKVZIkSZKGbJxDPamqZXTJXb/s6N50AS8bdd0xWqehotqk2FY0CtuJRmE70ShsJxqF7USzSpd7SZIkSZKGapzX+EmSJEmSNgCbfOKX5MAklydZnuTI+Y5H61eSY5NcneSiXtmOSU5L8r3291d6y17f2srlSZ7aK390kgvbsvcmmeonSbSRSrJHki8nuTTJxUle0cptK7pLkq2SfDPJBa2d/FUrt53obpIsSPLtJCe3eduJVpNkRTu/5yc5t5XZTrTWNunEL8kC4CjgIGBv4LAke89vVFrPjgMOnFR2JPClqtoL+FKbp7WNQ4GHtnXe39oQwAfofk9yr/aYvE1t3O4AXlVVDwEeB7ystQfbivpuBZ5YVY8A9gEObHestp1oKq8ALu3N2040lQOqap/eTzXYTrTWNunED9gXWF5VV1TVbcAngUPmOSatR1V1BnDdpOJDgOPb9PHA7/XKP1lVt1bV9+nuRrtvkvsC21fV19sNiz7aW0cDUFVXVdW32vRNdB/WdsO2op7q3Nxmt2iPwnaiSZLsDvwO8OFese1Eo7CdaK1t6onfbsCVvfmVrUybtl3a70nS/u7cyqdrL7u16cnlGqAki4FHAt/AtqJJ2vC984GrgdOqynaiqfwD8Frgf3tlthNNVsCpSc5LsrSV2U601sb6cw4bganGOHubU01nuvZiO9pEJNkW+Czwyqq6cYbLJGwrm6iquhPYJ8kOwIlJHjZDddvJJijJ04Crq+q8JPuPssoUZbaTTcPjq2pVkp2B05JcNkNd24lmtan3+K0E9ujN7w6smqdYtOH4cRsaQft7dSufrr2sbNOTyzUgSbagS/o+XlWfa8W2FU2pqn4KnE53LY3tRH2PB343yQq6S0yemORj2E40SVWtan+vBk6ku0TJdqK1tqknfucAeyXZM8mWdBfFnjTPMWn+nQS8oE2/APh8r/zQJPdIsifdBdLfbEMtbkryuHanrOf31tEAtPP6z8ClVfWe3iLbiu6SZGHr6SPJPYHfBi7DdqKeqnp9Ve1eVYvpPnf8V1U9F9uJepJsk2S7iWngKcBF2E60DjbpoZ5VdUeSlwOnAAuAY6vq4nkOS+tRkhOA/YGdkqwE3gS8A/h0kj8C/gd4NkBVXZzk08AldHd5fFkb1gXwUro7hN4T+EJ7aDgeDzwPuLBdvwXwBmwrWt19gePbnfQ2Az5dVScn+Tq2E83O9xP17UI3XBy6z+ufqKovJjkH24nWUrob/EiSJEmShmpTH+opSZIkSYNn4idJkiRJA2fiJ0mSJEkDZ+InSZIkSQNn4idJkiRJA2fiJ0laZ0nuTHJ+kouSfCbJ1rPUPz3JkinKj0jyvjb9kiTPX4tYdkjyJ735XZP865puZ5ptn57k8vZcz0/yrLnY7oYgyeIkt/R+soQkN0+qc9f5mWYbz0myPMnJ44xVkrTmTPwkSXPhlqrap6oeBtwGvGRdN1hVR1fVR9di1R2AuxK/qlpVVXOZoB3enus+VbVaQpnOxvy/9b+rap+1XbmqPgW8aA7jkSTNkY35n5MkacP0VeABrQfpoonCJK9O8uZevecmOav1Eu47eSNJ3pzk1W36AUn+M8kFSb6V5P5Jtk3ypTZ/YZJD2qrvAO7feuTe1Y8jyVZJPtLqfzvJAa38iCSfS/LFJN9L8rejPtm2/UuTvB/4FrBHkqck+XqL7TNJtm11D0xyWZIzk7x3omes/1zb/EVJFrfp5yb5Zns+H2w/EE+Sm5O8vR2Ts5Ps0sp3SXJiK78gyW8keWuSV/S2//Ykfzrqc5zmeZ/fe9yS5Anrsj1J0niZ+EmS5kySzYGDgAtHqL5NVf0GXe/csbPU/ThwVFU9AvgN4CrgF8AzqupRwAHAu5MEOJLWc1VVr5m0nZcBVNWvAYcBxyfZqi3bB3gO8GvAc5LsMV0svYTn3q3sQcBHq+qRwM+AvwB+u8V2LvBnbT8fAp4O/CZwn1meM0ke0mJ6fOuJuxM4vC3eBji7HZMzgBe38vcCX2nljwIuBv4ZeEHb5mbAoe2Yzuae/QQPeMvEgoleT+Av23M8a4TtSZLmyebzHYAkaRDu2bs27Kt0icaus6xzAkBVnZFk+yQ7TFUpyXbAblV1Yqv/i1a+BfDXSX4L+F9gN2CXWfa5H/BPbTuXJfkB8MC27EtVdUPb9iXA/YArp9jG4VV17qT4flBVZ7eixwF7A1/r8lC2BL4OPBj4flV9r633MWDpLPE+CXg0cE7b1j2Bq9uy24CJa+nOA57cpp8IPL89xzuBG4Abklyb5JF0x+jbVXXtLPuGNoS391yPAJb05vcC3gU8sapuH2F7kqR5YuInSZoLt0y+NizJHaw+smSr1VehZpm/a1PTlB8OLAQeXVW3J1kxxT5G3RbArb3pO1mz/5E/m7SP06rqsNV2nOzD9M9xumMV4Piqev0U69xeVRPbGyXeDwNH0PU0ztbDOqsk2wCfBl5cVavWdXuSpPFyqKckaVx+DOyc5N5J7gE8bdLy5wAk2Q+4YaK3bbKquhFYmeT3Wv17pLtr6L2Aq1vSdwBdDx3ATcB208R0Bm2oZJIHAouAy9f2CU7jbODxSR7Q9rN129dlwJ5J7t/q9RPDFXTDMknyKGDPVv4l4FlJdm7LdkxyP2b2JeClrf6CJNu38hOBA4HHAKes/dO7y0eAj1TVV+dgW5KkMTPxkySNRRv69xbgG3RDEi+bVOX6JGcBRwN/NMvmngf8aZLv0F1Ldh+6a9SWJDmXLpm7rO33Wrphlhcledek7bwfWJDkQuBTwBFVdStzqKquoetZO6HFezbw4DZEdSnwH0nOBH7QW+2zwI5tuOxLge+2bV1Cd73gqW1bpwH3nSWEVwAHtOd4HvDQtq3bgC8Dn25DQNdaSz6fBfxh7xrAu/08hyRpw5FfjhKRJEnrS5L9gVdX1eSe0HHtbzO6u44+e+I6w0nLFwMnt5/kWJf97M96fF6SpNHY4ydJ0sAl2RtYTncDm7slfc2dwL16N+lZm/08h65X9fq13YYkaTzs8ZMkSZKkgbPHT5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBu7/AzN6AYGhCpGJAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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dEpM8km444CHt8fa2n9C1w1em3b4/yZ2SPH0MMc50fn8SeHK6GxptCryO277PznSuTGe2NvKq9vd5wL8BH0yyqPX4/BfwH2m/L5dkhyRPmGoj1d1gZasZHhO9W98Ctukddybiouv53KjFuEmbd592jixqx+vf6b5MuLDNfzRdG3tqVa2W0CW5X1vfFkleTvdF1lHTHKvT6Xpptkt3I51n89trhyfW9zC6XuA1uZvn6+l64F42RZw70A03Pw1GP57tPLu8rfPTdEM3D6mqL/det6cyVc//A5P8cftC8i/prh8/rcVcdK//JHkuXY/fTObyHjCb2drw5NelzwC/m+5GSZu0x4OS7Lbammcw4jlwDN0Q4hfz296+UWKeyWrvs0me3lv2Grr/xy1z2R9pPpj4SaO5zZtsdXeMewrdNQI/pBtS88w2+0i6nqdT6K4x+SXd9Q6jmPgwclWSs2aodxDddQSr6JKd11TVSVPUu80wz6r6Bd2Hl6+nG74y3V3k/pHugvpr6b5VPnaGWP6T7uL5zye5ju6DxoPb9n7YYvgbuqF3Z9N9Kw/dNXK7tzj+uyVHfwDsT/dN7buAQ3rJ9nSOow2hqzX4iYaq+iLw/+iuUbmcrofywHlY7lS6a/0mevcuoGsLp/TWcRndN82vovuwcBndB6zpXpsfQ3ejnl9OM3+2/9sbgH9ox/zlUyw/arsai6q6lu5amffSJQc30Ib1JbkjXZL/0qr6UXXDPN8HvD9Jquo44F+BY9INTTuPri3Nt2nP76o6n+7mJx+laxPXcNthidOeK9OZqY0keSDw13TnyS10+19015VCd53SCuC0dky+QHdN4hpr5+lRdD1AE55N17PybrprdW+k+8AN3TDWjwE/p7tebynw5OqGcUJ3Dt0JOKHXG/bZSeu+nO6auscAj6vud/NIsqTVX9Lq/itdj9vZdEMu/4ouoewPv3wOcGzddkjzqA6iu1nWNb1YD27z/gT4wERsc3AFsFdVPaKq3jdKXOmGm+5G9xrT92m696Fr6I7bH1fVr6vqArqE+xt0SdZ96e6OOpO5vAfMaITXuf8EnpbuDrpva8fg8XSvpxM3BfpXel8CzcGM50B1lwZ8g+4mXB/rlc/1tbm/v1O9zz4I+GaS6+leA15Wqw81lsYuM3+hJAm628gD76iqkX4Lb33QvvX9Md2F7dfO87p/CDyrqk6ZtfI6kOR7dMP8vrDQsYxTkncB51XVuxY6Fm24kiym+xmEB1R3PesGrfX4nwM8sqquWAfbewbwtKrq/8TBa+luQvWsaReUtMG7Xf1Ip7SATga+vNBBzNGd6W5AMN9J32K6664unc/1rqkkT6Xr5fjSQseyDpxNdztyacG0ocr3Xug41hetl29dHo+f0f2UkCTNiUM9pRFU1Ztub99sV9UVVfXu+VxnkgfR3Xzg7W0Y54JKcjLd8LKXVO9uoOl+RHiqGyq8atqV3Q5U1RE197uWjlVvuN1UjyWzr2Hdyww33ligeA6eJp7zFyIerd+q6vNV9Y2FjmN9ke4umVOdPwfPvrS0YXGopyRJkiQNnD1+kiRJkjRwJn6SJEmSNHCDurnLtttuW0uXLl3oMCRJkiRpQZx55pk/rarFk8sHlfgtXbqUM844Y6HDkCRJkqQFkeQHU5U71FOSJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBs7ET5IkSZIGzsRPkiRJkgbOxE+SJEmSBm5siV+SnZJ8OcmFSc5P8rIp6iTJ25KsSPKdJHv25u2X5OI277BxxSlJkiRJQzfOHr+bgb+pqt2AhwAvSbL7pDr7A7u2x3Lg3QBJFgHvbPN3Bw6aYllJkiRJ0gjGlvhV1eVVdVZ7fh1wIbDDpGoHAB+szmnANknuDuwFrKiqS6rqJuCYVleSJEmSNEfr5Bq/JEuBBwDfnDRrB+Cy3vTKVjZduSRJkiRpjjYe9waSbAV8CvjLqvr55NlTLFIzlE+1/uV0w0RZsmTJWkQ6PksP+9+FDuF25dI3PmmhQ5AkSZIGZaw9fkk2oUv6PlJVx05RZSWwU296R2DVDOWrqaojqmpZVS1bvHjx/AQuSZIkSQMyzrt6BngfcGFVvWWaascDh7S7ez4EuLaqLgdOB3ZNskuSTYEDW11JkiRJ0hyNc6jnw4FnA+cmObuVvQpYAlBVhwMnAE8EVgC/AJ7b5t2c5KXAicAi4MiqOn+MsUqSJEnSYI0t8auqrzH1tXr9OgW8ZJp5J9AlhpIkSZKktbBO7uopSZIkSVo4Jn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAbj2vFSY4EngxcUVW/P8X8vwUO7sWxG7C4qq5OcilwHXALcHNVLRtXnJIkSZI0dOPs8TsK2G+6mVX15qrao6r2AF4JfKWqru5V2bfNN+mTJEmSpLUwtsSvqk4Brp61Yucg4OhxxSJJkiRJG7IFv8YvyRZ0PYOf6hUX8PkkZyZZvjCRSZIkSdIwjO0avzl4CvD1ScM8H15Vq5LcFTgpyUWtB3E1LTFcDrBkyZLxRytJkiRJtzML3uMHHMikYZ5Vtar9vQI4DthruoWr6oiqWlZVyxYvXjzWQCVJkiTp9mhBE78kdwIeBXy6V7Zlkq0nngOPB85bmAglSZIk6fZvnD/ncDSwD7BtkpXAa4BNAKrq8Fbtj4DPV9UNvUW3A45LMhHfR6vqc+OKU5IkSZKGbmyJX1UdNEKdo+h+9qFfdglw//FEJUmSJEkbnvXhGj9JkiRJ0hiZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAmfhJkiRJ0sCZ+EmSJEnSwJn4SZIkSdLAjS3xS3JkkiuSnDfN/H2SXJvk7PZ4dW/efkkuTrIiyWHjilGSJEmSNgTj7PE7Cthvljpfrao92uN1AEkWAe8E9gd2Bw5KsvsY45QkSZKkQRtb4ldVpwBXr8GiewErquqSqroJOAY4YF6DkyRJkqQNyEJf4/fQJOck+WyS+7SyHYDLenVWtjJJkiRJ0hrYeAG3fRawc1Vdn+SJwH8DuwKZom5Nt5Iky4HlAEuWLBlHnJIkSZJ0u7ZgPX5V9fOqur49PwHYJMm2dD18O/Wq7gismmE9R1TVsqpatnjx4rHGLEmSJEm3RwuW+CW5W5K053u1WK4CTgd2TbJLkk2BA4HjFypOSZIkSbq9G9tQzyRHA/sA2yZZCbwG2ASgqg4Hnga8OMnNwI3AgVVVwM1JXgqcCCwCjqyq88cVpyRJkiQN3dgSv6o6aJb57wDeMc28E4ATxhGXJEmSJG1oFvqunpIkSZKkMTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBm3Pil+R3ktxvHMFIkiRJkubfSIlfkpOT3DHJnYFzgPcnect4Q5MkSZIkzYdRe/zuVFU/B/4YeH9VPRB47PjCkiRJkiTNl1ETv42T3B14BvCZURZIcmSSK5KcN838g5N8pz1OTXL/3rxLk5yb5OwkZ4wYoyRJkiRpCqMmfq8DTgRWVNXpSe4BfHeWZY4C9pth/veBR1XV/YB/Ao6YNH/fqtqjqpaNGKMkSZIkaQobj1Kpqj4BfKI3fQnw1FmWOSXJ0hnmn9qbPA3YcZRYJEmSJElzM1Lil2Qx8EJgaX+ZqnrePMXxfOCzvekCPp+kgPdU1eTeQEmSJEnSiEZK/IBPA18FvgDcMp8BJNmXLvHbu1f88KpaleSuwElJLqqqU6ZZfjmwHGDJkiXzGZokSZIkDcKoid8WVfV3873x9nuA7wX2r6qrJsqralX7e0WS44C9gCkTv9YbeATAsmXLar5jlCRJkqTbu1Fv7vKZJE+czw0nWQIcCzy7qv6vV75lkq0nngOPB6a8M6gkSZIkaXaj9vi9DHhVkpuAX7eyqqo7TrdAkqOBfYBtk6wEXgNs0hY8HHg1cBfgXUkAbm538NwOOK6VbQx8tKo+N8f9kiRJkiQ1o97Vc+u5rriqDppl/guAF0xRfglw/9WXkCRJkiStiVF7/EjyB8Aj2+TJVTXSD7lLkiRJkhbWSNf4JXkj3XDPC9rjZa1MkiRJkrSeG7XH74nAHlX1G4AkHwC+DRw2rsAkSZIkSfNj1Lt6AmzTe36n+Q5EkiRJkjQeo/b4vQH4dpIvA6G71u+VY4tKkiRJkjRvRr2r59FJTgYeRJf4/V1V/XicgUmSJEmS5seMQz2T3Lv93RO4O7ASuAzYvpVJkiRJktZzs/X4/TWwHPj3KeYV8Oh5j0iSJEmSNK9mTPyqanl7un9V/bI/L8lmY4tKkiRJkjRvRr2r56kjlkmSJEmS1jMz9vgluRuwA7B5kgfQ3dgF4I7AFmOOTZIkSZI0D2a7xu8JwKHAjsBbeuXXAa8aU0ySJEmSpHk02zV+HwA+kOSpVfWpdRSTJEmSJGkejfo7fp9K8iTgPsBmvfLXjSswSZIkSdL8GOnmLkkOB54J/DnddX5PB3YeY1ySJEmSpHky6l09H1ZVhwDXVNU/Ag8FdhpfWJIkSZKk+TJq4ndj+/uLJNsDvwZ2GU9IkiRJkqT5NNI1fsBnkmwDvBk4CyjgvWOLSpIkSZI0b0a9ucs/taefSvIZYLOqunZ8YUmSJEmS5suoN3d5Sevxo6p+BWyU5M/GGpkkSZIkaV6Meo3fC6vqZxMTVXUN8MLxhCRJkiRJmk+jJn4bJcnERJJFwKbjCUmSJEmSNJ9GvbnLicDH2+/5FfAi4HNji0qSJEmSNG9GTfz+DvhT4MV0P+D+ebyrpyRJkiTdLow01LOqflNV766qp1XVU6vqPVV1y0zLJDkyyRVJzptmfpK8LcmKJN9Jsmdv3n5JLm7zDpvbLkmSJEmS+mZM/JJ8vP09tyVnt3nMsu6jgP1mmL8/sGt7LAfe3ba1CHhnm787cFCS3UfZGUmSJEnS6mYb6vmy9vfJc11xVZ2SZOkMVQ4APlhVBZyWZJskdweWAiuq6hKAJMe0uhfMNQZJkiRJ0iyJX1Vd3v7+YAzb3gG4rDe9spVNVf7g6VaSZDldjyFLliyZ/yglSRrR0sP+d6FDuF259I1PWugQbldsX3Nj+5ob29fc3d7a2IyJX5Lr6O7ieWtRmw5QVXXHtdh2piirGcqnVFVHAEcALFu2bNp6kiRJkrShmq3Hb+sxbnslsFNvekdgFd3vA05VLkmSJElaA6P+nAPtrpt70/W+fa2qvr2W2z4eeGm7hu/BwLVVdXmSK4Fdk+wC/Ag4EPiTtdyWJEmSJG2wRkr8krwaeDpwbCs6KsknquqfZ1jmaGAfYNskK4HXAJsAVNXhwAnAE4EVwC+A57Z5Nyd5Kd2Pxi8Cjqyq8+e+a5IkSZIkGL3H7yDgAVX1S4AkbwTOAqZN/KrqoJlW2O7m+ZJp5p1AlxhKkiRJktbSSD/gDlwKbNabvgPwvXmPRpIkSZI072a7q+fb6a7p+xVwfpKT2vTjgK+NPzxJkiRJ0tqabajnGe3vmcBxvfKTxxKNJEmSJGnezfZzDh9YV4FIkiRJksZj1Lt6fp8pfkS9qu4x7xFJkiRJkubVqHf1XNZ7vhndTzvcef7DkSRJkiTNt5Hu6llVV/UeP6qqtwKPHrgOe78AABKjSURBVHNskiRJkqR5MOpQzz17kxvR9QBuPZaIJEmSJEnzatShnv/ee34z8H3gGfMfjiRJkiRpvo2U+FXVvuMORJIkSZI0HjNe45fkwUnOSXJ9km8k2W1dBSZJkiRJmh+z3dzlncDLgbsAbwHeOvaIJEmSJEnzarbEb6OqOqmqflVVnwAWr4ugJEmSJEnzZ7Zr/LZJ8sfTTVfVseMJS5IkSZI0X2ZL/L4CPAUoIL1pWpmJnyRJkiSt52ZM/KrquQBJ/qGq/rk9v0NV/WpdBCdJkiRJWnuz3dXzFUkeCjytV/yN8YYkSZIkSZpPsw31vBh4OnCPJF8FLgTukuT3qurisUcnSZIkSVprs93V8xrgVcAKYB/gba38sCSnjjEuSZIkSdI8ma3Hbz/gNcA96X7H7xzgholr/yRJkiRJ678Ze/yq6lVV9RjgUuDDdIni4iRfS/I/6yA+SZIkSdJamq3Hb8KJVXU6cHqSF1fV3km2HWdgkiRJkqT5Mds1fgBU1St6k4e2sp+OIyBJkiRJ0vwaKfHrq6pzRq2bZL8kFydZkeSwKeb/bZKz2+O8JLckuXObd2mSc9u8M+YapyRJkiSpM+pQzzlLsgh4J/A4YCXdMNHjq+qCiTpV9Wbgza3+U4C/qqqre6vZ155FSZIkSVo7c+7xm4O9gBVVdUlV3QQcAxwwQ/2DgKPHGI8kSZIkbZDGmfjtAFzWm17ZylaTZAu6n474VK+4gM8nOTPJ8rFFKUmSJEkDN7ahnkCmKKtp6j4F+PqkYZ4Pr6pVSe4KnJTkoqo6ZbWNdEnhcoAlS5asbcySJEmSNDjj7PFbCezUm94RWDVN3QOZNMyzqla1v1cAx9ENHV1NVR1RVcuqatnixYvXOmhJkiRJGppxJn6nA7sm2SXJpnTJ3fGTKyW5E/Ao4NO9si2TbD3xHHg8cN4YY5UkSZKkwRrbUM+qujnJS4ETgUXAkVV1fpIXtfmHt6p/BHy+qm7oLb4dcFySiRg/WlWfG1eskiRJkjRk47zGj6o6AThhUtnhk6aPAo6aVHYJcP9xxiZJkiRJG4pxDvWUJEmSJK0HTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeDGmvgl2S/JxUlWJDlsivn7JLk2ydnt8epRl5UkSZIkjWbjca04ySLgncDjgJXA6UmOr6oLJlX9alU9eQ2XlSRJkiTNYpw9fnsBK6rqkqq6CTgGOGAdLCtJkiRJ6hln4rcDcFlvemUrm+yhSc5J8tkk95njspIkSZKkWYxtqCeQKcpq0vRZwM5VdX2SJwL/Dew64rLdRpLlwHKAJUuWrHm0kiRJkjRQ4+zxWwns1JveEVjVr1BVP6+q69vzE4BNkmw7yrK9dRxRVcuqatnixYvnM35JkiRJGoRxJn6nA7sm2SXJpsCBwPH9CknuliTt+V4tnqtGWVaSJEmSNJqxDfWsqpuTvBQ4EVgEHFlV5yd5UZt/OPA04MVJbgZuBA6sqgKmXHZcsUqSJEnSkI3zGr+J4ZsnTCo7vPf8HcA7Rl1WkiRJkjR3Y/0Bd0mSJEnSwjPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEz8ZMkSZKkgTPxkyRJkqSBM/GTJEmSpIEba+KXZL8kFydZkeSwKeYfnOQ77XFqkvv35l2a5NwkZyc5Y5xxSpIkSdKQbTyuFSdZBLwTeBywEjg9yfFVdUGv2veBR1XVNUn2B44AHtybv29V/XRcMUqSJEnShmCcPX57ASuq6pKqugk4BjigX6GqTq2qa9rkacCOY4xHkiRJkjZI40z8dgAu602vbGXTeT7w2d50AZ9PcmaS5dMtlGR5kjOSnHHllVeuVcCSJEmSNERjG+oJZIqymrJisi9d4rd3r/jhVbUqyV2Bk5JcVFWnrLbCqiPohoiybNmyKdcvSZIkSRuycfb4rQR26k3vCKyaXCnJ/YD3AgdU1VUT5VW1qv29AjiObuioJEmSJGmOxpn4nQ7smmSXJJsCBwLH9yskWQIcCzy7qv6vV75lkq0nngOPB84bY6ySJEmSNFhjG+pZVTcneSlwIrAIOLKqzk/yojb/cODVwF2AdyUBuLmqlgHbAce1so2Bj1bV58YVqyRJkiQN2Tiv8aOqTgBOmFR2eO/5C4AXTLHcJcD9J5dLkiRJkuZurD/gLkmSJElaeCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwY038kuyX5OIkK5IcNsX8JHlbm/+dJHuOuqwkSZIkaTRjS/ySLALeCewP7A4clGT3SdX2B3Ztj+XAu+ewrCRJkiRpBOPs8dsLWFFVl1TVTcAxwAGT6hwAfLA6pwHbJLn7iMtKkiRJkkYwzsRvB+Cy3vTKVjZKnVGWlSRJkiSNYOMxrjtTlNWIdUZZtltBspxumCjA9UkuHjlCrZfyrwu26W2Bny7Y1rUhss1pXVrv2tsCvt5r3VjQNmf72iCt0za3HrexnacqHGfitxLYqTe9I7BqxDqbjrAsAFV1BHDE2gYrJTmjqpYtdBzacNjmtC7Z3rSu2ea0rtnmZjbOoZ6nA7sm2SXJpsCBwPGT6hwPHNLu7vkQ4NqqunzEZSVJkiRJIxhbj19V3ZzkpcCJwCLgyKo6P8mL2vzDgROAJwIrgF8Az51p2XHFKkmSJElDNs6hnlTVCXTJXb/s8N7zAl4y6rLSmDlkWOuabU7rku1N65ptTuuabW4G6XIvSZIkSdJQjfMaP0mSJEnSesDET4OVZKckX05yYZLzk7ysld85yUlJvtv+/k5vmVcmWZHk4iRP6JU/MMm5bd7bkkz1kyMSAEkWJfl2ks+0aducxiLJNkk+meSi9lr3UNubxinJX7X31POSHJ1kM9uc5lOSI5NckeS8Xtm8tbEkd0jysVb+zSRL1+X+LSQTPw3ZzcDfVNVuwEOAlyTZHTgM+GJV7Qp8sU3T5h0I3AfYD3hXkkVtXe+m+73IXdtjv3W5I7rdeRlwYW/aNqdx+U/gc1V1b+D+dO3O9qaxSLID8BfAsqr6fbob8B2IbU7z6yhWbw/z2caeD1xTVfcC/gNYf3+Nb56Z+GmwquryqjqrPb+O7gPRDsABwAdatQ8Af9ieHwAcU1W/qqrv091tdq8kdwfuWFXfaDck+mBvGek2kuwIPAl4b6/YNqd5l+SOwCOB9wFU1U1V9TNsbxqvjYHNk2wMbEH3O8u2Oc2bqjoFuHpS8Xy2sf66Pgk8ZkPpcTbx0wahdeM/APgmsF37vUja37u2ajsAl/UWW9nKdmjPJ5dLU3kr8ArgN70y25zG4R7AlcD729Di9ybZEtubxqSqfgT8G/BD4HK631/+PLY5jd98trFbl6mqm4FrgbuMLfL1iImfBi/JVsCngL+sqp/PVHWKspqhXLqNJE8GrqiqM0ddZIoy25xGtTGwJ/DuqnoAcANt+NM0bG9aK+26qgOAXYDtgS2TPGumRaYos81pPq1JG9tg25+JnwYtySZ0Sd9HqurYVvyTNgSA9veKVr4S2Km3+I50Q1hWtueTy6XJHg78QZJLgWOARyf5MLY5jcdKYGVVfbNNf5IuEbS9aVweC3y/qq6sql8DxwIPwzan8ZvPNnbrMm3I8p1YfWjpIJn4abDaeO33ARdW1Vt6s44HntOePwf4dK/8wHa3p13oLgT+VhtScF2Sh7R1HtJbRrpVVb2yqnasqqV0F5t/qaqehW1OY1BVPwYuS/J7regxwAXY3jQ+PwQekmSL1lYeQ3f9vG1O4zafbay/rqfRvVdvED1+Gy90ANIYPRx4NnBukrNb2auANwIfT/J8ujexpwNU1flJPk73welm4CVVdUtb7sV0d5naHPhse0ijss1pXP4c+EiSTYFLgOfSfalre9O8q6pvJvkkcBZdG/o2cASwFbY5zZMkRwP7ANsmWQm8hvl9H30f8KEkK+h6+g5cB7u1XsgGkuBKkiRJ0gbLoZ6SJEmSNHAmfpIkSZI0cCZ+kiRJkjRwJn6SJEmSNHAmfpIkSZI0cCZ+kqS1luSWJGcnOS/JJ5JsMUv9k5Msm6L80CTvaM9flOSQNYhlmyR/1pvevt2Cfq21uC9u+3p2kqfNx3rXB0mWJrmx9/M3JLl+Up1b/z/TrOOZSVYk+cw4Y5UkzZ2JnyRpPtxYVXtU1e8DNwEvWtsVVtXhVfXBNVh0G+DWxK+qVlXVfCZoB7d93aOqbpNQpnN7fm/9XlXtsaYLV9XHgBfMYzySpHlye35zkiStn74K3Kv1IJ03UZjk5Ule26v3rCSntl7CvSavJMlrk7y8Pb9Xki8kOSfJWUnumWSrJF9s0+cmOaAt+kbgnq1H7s39OJJsluT9rf63k+zbyg9NcmySzyX5bpI3jbqzbf0XJnkX3Q9b75Tk8Um+0WL7RJKtWt39klyU5GtJ3jbRM9bf1zZ9XpKl7fmzknyr7c97kixq5dcneX07Jqcl2a6Vb5fkuFZ+TpKHJfmnJC/rrf/1Sf5i1H2cZr/P7j1uTPKotVmfJGm8TPwkSfMmycbA/sC5I1TfsqoeRtc7d+QsdT8CvLOq7g88DLgc+CXwR1W1J7Av8O9JAhxG67mqqr+dtJ6XAFTVfYGDgA8k2azN2wN4JnBf4JlJdpoull7Cc5dW9nvAB6vqAcANwD8Aj22xnQH8ddvOfwFPAR4B3G2WfSbJbi2mh7eeuFuAg9vsLYHT2jE5BXhhK38b8JVWvidwPvA+4DltnRsBB7ZjOpvN+wke8LqJGRO9nsD/a/t46gjrkyQtkI0XOgBJ0iBs3rs27Kt0icb2syxzNEBVnZLkjkm2mapSkq2BHarquFb/l618E+BfkjwS+A2wA7DdLNvcG3h7W89FSX4A/G6b98Wqurat+wJgZ+CyKdZxcFWdMSm+H1TVaa3oIcDuwNe7PJRNgW8A9wa+X1Xfbct9GFg+S7yPAR4InN7WtTlwRZt3EzBxLd2ZwOPa80cDh7R9vAW4Frg2yVVJHkB3jL5dVVfNsm1oQ3h7+3oosKw3vSvwZuDRVfXrEdYnSVogJn6SpPlw4+Rrw5LczG1Hlmx220WoWaZvXdU05QcDi4EHVtWvk1w6xTZGXRfAr3rPb2Fu75E3TNrGSVV10G02nOzB9Ps43bEK8IGqeuUUy/y6qibWN0q87wUOpetpnK2HdVZJtgQ+Drywqlat7fokSePlUE9J0rj8BLhrkrskuQPw5EnznwmQZG/g2onetsmq6ufAyiR/2OrfId1dQ+8EXNGSvn3peugArgO2niamU2hDJZP8LrAEuHhNd3AapwEPT3Kvtp0t2rYuAnZJcs9Wr58YXko3LJMkewK7tPIvAk9Lctc2785JdmZmXwRe3OovSnLHVn4csB/wIODENd+9W70feH9VfXUe1iVJGjMTP0nSWLShf68Dvkk3JPGiSVWuSXIqcDjw/FlW92zgL5J8h+5asrvRXaO2LMkZdMncRW27V9ENszwvyZsnreddwKIk5wIfAw6tql8xj6rqSrqetaNbvKcB925DVJcD/5vka8APeot9CrhzGy77YuD/2rouoLte8PNtXScBd58lhJcB+7Z9PBO4T1vXTcCXgY+3IaBrrCWfTwOe17sGcLWf55AkrT/y21EikiRpXUmyD/DyqprcEzqu7W1Ed9fRp09cZzhp/lLgM+0nOdZmO/uwDvdLkjQae/wkSRq4JLsDK+huYLNa0tfcAtypd5OeNdnOM+l6Va9Z03VIksbDHj9JkiRJGjh7/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeBM/CRJkiRp4Ez8JEmSJGngTPwkSZIkaeD+P5vTc89t+zF0AAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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BT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknhhrwEuyU5LLk1yV5MAh69dI8vUkFyS5OMle4+yPJEmSJPXZ2AJekpWBg4GdgU2B3ZNsOlBtP+CSqtoC2AH4ZJIHj6tPkiRJktRn4xzB2xq4qqqurqq7gK8CuwzUKWC1JAEeDvwSuHuMfZIkSZKk3hpnwFsPuL6zvLgt6/pX4MnADcCFwFur6t4x9kmSJEmSemucAS9Dympg+UXA+cC6wJbAvyZZ/QENJfskOSfJOTfddNPS76kkSZIk9cA4A95iYIPO8vo0I3VdewHHVuMq4BrgSYMNVdWhVbWoqhats846Y+uwJEmSJC3PxhnwzgY2TrJRe+KU3YDjB+r8BHgeQJJHA08Erh5jnyRJkiSptxaMq+GqujvJm4ETgZWBw6vq4iT7tusPAT4EHJnkQpopnQdU1c3j6pMkSZIk9dnYAh5AVZ0AnDBQdkjn+g3AC8fZB0mSJElaUYz1h84lSZIkScuOAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPXEjANekkck2XwcnZEkSZIkzd5IAS/JKUlWT/JI4ALgiCT/NN6uSZIkSZJmYtQRvDWq6tfAXwJHVNXTgeePr1uSJEmSpJkaNeAtSPJY4JXAN8bYH0mSJEnSLI0a8D4InAhcVVVnJ3kccOX4uiVJkiRJmqkFo1SqqqOBozvLVwMvH1enJEmSJEkzN1LAS7IOsDewsLtNVb1uPN2SJEmSJM3USAEP+G/gNOC7wD3j644kSZIkabZGDXgPraoDxtoTSZIkSdKcjHqSlW8kefFYeyJJkiRJmpNRA95baULe75P8pr38erqNkuyU5PIkVyU5cJI6OyQ5P8nFSb43k85LkiRJku436lk0V5tpw0lWBg4GXgAsBs5OcnxVXdKpsybwWWCnqvpJkkfN9HYkSZIkSY1Rj8EjyZ8D27eLp1TVdD94vjXN7+Zd3W7/VWAX4JJOnVcDx1bVTwCq6sZR+yNJkiRJWtJIUzSTfIxmmuYl7eWtbdlU1gOu7ywvbsu6NgEekeSUJOcmec0kt79PknOSnHPTTTeN0mVJkiRJWuGMOoL3YmDLqroXIMlRwI+AocfVtTKkrIbc/tOB5wEPAc5MclZVXbHERlWHAocCLFq0aLANSZIkSRIzmKIJrAn8sr2+xgj1FwMbdJbXB24YUufmqvot8NskpwJbAFcgSZIkSZqRUc+i+X+AHyU5sh29Oxf46DTbnA1snGSjJA8GdgOOH6jz38B2SRYkeSjwp8Clo3dfkiRJkjRh1LNofiXJKcAzaKZeHlBVP59mm7uTvBk4EVgZOLyqLk6yb7v+kKq6NMm3gR8D9wKHVdVFs787kiRJkrTimjLgJXlSVV2WZKu2aHH7d90k61bVeVNtX1UnACcMlB0ysHwQcNDMui1JkiRJGjTdCN7fAfsAnxyyroAdl3qPJEmSJEmzMmXAq6p92qs7V9Xvu+uSrDq2XkmSJEmSZmzUk6ycMWKZJEmSJGmeTHcM3mNofpz8IUmexv2/bbc68NAx902SJEmSNAPTHYP3ImBPmt+w+6dO+W+Ad42pT5IkSZKkWZjuGLyjgKOSvLyqjllGfZIkSZIkzcKov4N3TJI/A54CrNop/+C4OiZJkiRJmpmRTrKS5BDgVcBbaI7DewXwJ2PslyRJkiRphkY9i+azq+o1wK1V9QHgWcAG4+uWJEmSJGmmRg14v2v/3pFkXeAPwEbj6ZIkSZIkaTZGOgYP+EaSNYGDgPOAAg4bW68kSZIkSTM26klWPtRePSbJN4BVq+q28XVLkiRJkjRTo55kZb92BI+quhNYKcmbxtozSZIkSdKMjHoM3t5V9auJhaq6Fdh7PF2SJEmSJM3GqAFvpSSZWEiyMvDg8XRJkiRJkjQbo55k5UTga+3v4RWwL/DtsfVKkiRJkjRjowa8A4C/Ad5I80Pn38GzaEqSJEnSH5VRz6J5L/C59iJJkiRJ+iM0ZcBL8rWqemWSC2mmZi6hqjYfW88kSZIkSTMy3QjeW9u/Lxl3RyRJkiRJczNlwKuqn7V/r1s23ZEkSZIkzdZ0UzR/w5JTM9MuB6iqWn2MfZMkSZIkzcB0I3irLauOSJIkSZLmZtSfSSDJVsC2NCN4p1fVj8bWK0mSJEnSjK00SqUk7wOOAtYC1gaOTPKecXZMkiRJkjQzo47g7Q48rap+D5DkY8B5wIfH1TFJkiRJ0syMNIIHXAus2lleBfh/S703kiRJkqRZm+4smv9Cc8zdncDFSU5ql18AnD7+7kmSJEmSRjXdFM1z2r/nAsd1yk8ZS28kSZIkSbM23c8kHLWsOiJJkiRJmpuRTrKS5BqW/MFzAKrqcUu9R5IkSZKkWRn1LJqLOtdXBV4BPHLpd0eSJEmSNFsjnUWzqm7pXH5aVZ8Cdhxz3yRJkiRJMzDqFM2tOosr0YzorTaWHkmSJEmSZmXUKZqf7Fy/G7gGeOXS744kSZIkabZGCnhV9dxxd0SSJEmSNDdTHoOX5E+TXJDk9iRnJnnysuqYJEmSJGlmpjvJysHA/sBawD8Bnxp7jyRJkiRJszJdwFupqk6qqjur6mhgnWXRKUmSJEnSzE13DN6aSf5ysuWqOnY83ZIkSZIkzdR0Ae97wEuBAtJZpi0z4EmSJEnSH4kpA15V7QWQ5D1V9eH2+ipVdeey6JwkSZIkaXTTnUXznUmeBezaKT5z1MaT7JTk8iRXJTlwinrPSHJPkl0nqyNJkiRJmtp0J1m5HHgF8LgkpyU5FFgryROnazjJyjRn4dwZ2BTYPcmmk9T7OHDiTDsvSZIkSbrfdAHvVuBdwFXADsBn2vIDk5wxzbZbA1dV1dVVdRfwVWCXIfXeAhwD3DhqpyVJkiRJDzRdwNsJ+CbweJrfwdsa+G1V7VVVz55m2/WA6zvLi9uy+yRZD3gZcMhMOi1JkiRJeqApA15VvauqngdcC3yR5qQs6yQ5PcnXp2k7w5ocWP4UcEBV3TNlQ8k+Sc5Jcs5NN900zc1KkiRJ0oppup9JmHBiVZ0NnJ3kjVW1bZK1p9lmMbBBZ3l94IaBOouAryYBWBt4cZK7q+q/upWq6lDgUIBFixYNhkRJkiRJEiMGvKp6Z2dxz7bs5mk2OxvYOMlGwE+B3YBXD7S70cT1JEcC3xgMd5IkSZKk0Yw6gnefqrpgxHp3J3kzzdkxVwYOr6qLk+zbrve4O0mSJElaimYc8Gaiqk4AThgoGxrsqmrPcfZFkiRJkvpuurNoSpIkSZKWEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9cRYA16SnZJcnuSqJAcOWb9Hkh+3lzOSbDHO/kiSJElSn40t4CVZGTgY2BnYFNg9yaYD1a4BnlNVmwMfAg4dV38kSZIkqe/GOYK3NXBVVV1dVXcBXwV26VaoqjOq6tZ28Sxg/TH2R5IkSZJ6bZwBbz3g+s7y4rZsMq8HvjXG/kiSJElSry0YY9sZUlZDKybPpQl4206yfh9gH4ANN9xwafVPkiRJknplnCN4i4ENOsvrAzcMVkqyOXAYsEtV3TKsoao6tKoWVdWiddZZZyydlSRJkqTl3TgD3tnAxkk2SvJgYDfg+G6FJBsCxwJ/XVVXjLEvkiRJktR7Y5uiWVV3J3kzcCKwMnB4VV2cZN92/SHA+4C1gM8mAbi7qhaNq0+SJEmS1GfjPAaPqjoBOGGg7JDO9TcAbxhnHyRJkiRpRTHWHzqXJEmSJC07BjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1xFgDXpKdklye5KokBw5ZnySfadf/OMlW4+yPJEmSJPXZ2AJekpWBg4GdgU2B3ZNsOlBtZ2Dj9rIP8Llx9UeSJEmS+m6cI3hbA1dV1dVVdRfwVWCXgTq7AF+oxlnAmkkeO8Y+SZIkSVJvjTPgrQdc31le3JbNtI4kSZIkaQQLxth2hpTVLOqQZB+aKZwAtye5fMQ+rA3cPGJdLUP5+Hz3oFfcz9V37uNaEbifq++Wy338j/gz659MtmKcAW8xsEFneX3ghlnUoaoOBQ6daQeSnFNVi2a6nbQ8cT9X37mPa0Xgfq6+cx9fdsY5RfNsYOMkGyV5MLAbcPxAneOB17Rn03wmcFtV/WyMfZIkSZKk3hrbCF5V3Z3kzcCJwMrA4VV1cZJ92/WHACcALwauAu4A9hpXfyRJkiSp78Y5RZOqOoEmxHXLDulcL2C/MXZhxtM6peWQ+7n6zn1cKwL3c/Wd+/gykiZjSZIkSZKWd+M8Bk+SJEmStAz1KuAluTbJhUnOT3JOp/wtSS5PcnGST8xnH6W5GLaPJ9kyyVkTZUm2nu9+SnORZM0k/5nksiSXJnlWkkcmOSnJle3fR8x3P6XZmmQfP6hd/nGS45KsOd/9lOZi2H7eWbd/kkqy9nz2sa96FfBaz62qLSdOw5rkucAuwOZV9RTgH+e1d9LcLbGPA58APlBVWwLva5el5dmngW9X1ZOALYBLgQOBk6tqY+DkdllaXg3bx08CNquqzYErgL+fx/5JS8Ow/ZwkGwAvAH4yj33rtT4GvEFvBD5WVXcCVNWN89wfaWkrYPX2+hoM+S1JaXmRZHVge+DfAarqrqr6Fc0XdUe11Y4C/mJ+eijNzWT7eFV9p6rubqudRfPbwNJyaYr/5QD/DLyT5vOLxqBvAa+A7yQ5N8k+bdkmwHZJfpDke0meMY/9k+Zq2D7+NuCgJNfTjFD7ra+WZ48DbgKOSPKjJIcleRjw6InfSW3/Pmo+OynNwWT7eNfrgG8t+65JS83Q/TzJnwM/raoL5rl/vda3gLdNVW0F7Azsl2R7mp+CeATwTOAdwNeSZB77KKnQmesAAApkSURBVM3FsH38jcDbq2oD4O2035ZJy6kFwFbA56rqacBvcTqm+mXKfTzJu4G7gS/NT/ekpWLYfv5+4N00h5NojHoV8KrqhvbvjcBxwNbAYuDYavwQuBfwgE4tlybZx18LHNtWObotk5ZXi4HFVfWDdvk/aT4k/CLJYwHav0631/Jqsn2cJK8FXgLsUf6OlZZvk+3nGwEXJLmWZhryeUkeMz9d7K/eBLx22He1ievAC4GLgP8CdmzLNwEeDNw8X/2UZmuKffwG4DlttR2BK+enh9LcVdXPgeuTPLEteh5wCXA8zZcZtH//ex66J83ZZPt4kp2AA4A/r6o75q2D0lIwyX5+XlU9qqoWVtVCmhC4VVtXS9GC+e7AUvRo4Lh29uUC4MtV9e0kDwYOT3IRcBfwWr8V03Jqsn38duDTSRYAvwf2maINaXnwFuBL7f/vq4G9aL6Q/FqS19Ocee0V89g/aa6G7eNnA6sAJ7X/58+qqn3nr4vSnA3bz7UMxKwjSZIkSf3QmymakiRJkrSiM+BJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJS0WSw5Pc2J7Bfq5tPTfJ+Z3L75P8xYjbPinJmUnuTLL/FPV2THJekouSHNWelZwkj0hyXJIfJ/lhks0627y1rX9xkrd1yrdMclbb13OSzPm3iZO8OclVSSrJSL/lbcCTJI0kyT3tm9ZFSY5O8tBp6p+SZNGQ8j2T/Gt7fd8kr5lFX9ZM8qbO8rpJ/nOm7UzS9ilJLu98oNh1abT7xyDJwiS/S3J+p+z2gTr3PT+TtPGq9sPGN8bZV0nLrSOBnZZGQ1X1v1W1ZVVtSfNbv3cA3xms1/5w+qBfAn8L/ONk7SdZCTgK2K2qNgOu4/7fXH0XcH5VbQ68Bvh0u81mwN7A1sAWwEuSbNxu8wngA21/39cuz9X3gee3fRuJAU+SNKrftW+0m9H8ruicf6Orqg6pqi/MYtM1gfsCXlXdUFVLM4jtMfGhoqqWCI5pLM/vn/+v/fAxK1X1H8AblmJ/JPVIVZ1KE67uk+TxSb6d5NwkpyV50iya3hX4VlXdMWI/bqyqs4E/TFFtLeDOqrqiXT4JeHl7fVPg5Laty4CFSR4NPJnmdyrvqKq7ge8BL5u4WWD19voawA0ASVZOclCSs9sRwb8Z5T60t/2jqrp21PpgwJMkzc5pwBPaEaH7puEk2T/J+zv1/irJGe2o3wOmqiR5/8TUmSRPSPLdJBe002Uen+ThSU5uly9Msku76ceAx7cjbAd1+5Fk1SRHtPV/lOS5bfmeSY5tP2RcmWTkb1bb9i9N8lngPGCDJC9sp/+c145oPrytu1OSy5KcnuQzEyNd3fvaLl+UZGF7/a/aKUDnJ/l8kpXb8tuTfKR9TM5qP1yQ5NHt1KEL2suzk3woyVs77X8kyd+Oeh8nud/dqVG/S/KcubQnaYV1KPCWqno6sD/w2Vm0sRvwlaXaK7gZeFBntsmuwAbt9QuAvwRo37/+BFgfuAjYPsla7UyWF3e2eRtwUJLraUYO/74tfz1wW1U9A3gGsHeSjZbyfbnPgnE1LEnqpzTHJ+wMfHuE6g+rqmcn2R44HNhsirpfAj5WVcclWZXmS8i7gJdV1a/THHtwVpLjgQOBzSZGoiaCUms/gKp6avst8XeSbNKu2xJ4GnAncHmSf6mq64f1Jcnv2uvPa/8+Edirqt7U9uU9wPOr6rdJDgD+rg2N/0Yzlegq4D+me4CSPBl4FbBNVf2hDZF7AF8AHkbzTfG727b3Bj4MfAb4XlW9rA2DD6f5pvhY4NPtCONuNFOIpvOQ7pRN4JHA8QCdx/elwDuBM0ZoT5Lu03759Wzg6CQTxau06/4S+OCQzX5aVS/qtPFY4KnAiZ2yg4Ft2sV1O//Hjq6qj4zSt6qqJLsB/5xkFZrpn3e3qz9G8//0fOBC4EfA3VV1aZKP04z23U4TBCe2eSPw9qo6JskrgX+nmV75QmDz3D/lfw1g4yQ/abcfZq92BHLGDHiSpFF1g8BpNG9c606zzVegmbKTZPUkaw6rlGQ1YL2qOq6t//u2/EHAR9uAeC+wHvDoaW5zW+Bf2nYuS3IdMBHwTq6q29q2L6H5RnZYwNujqs4Z6N91VXVWW/RMmuk7328/sDwYOBN4EnBNVV3ZbvdFYJ9p+vs84OnA2W1bDwFubNfdBUwc63Yu8IL2+o40x4RQVfcAtwG3JbklydNoHqMfVdUt09w2tFNvO/d1T2BRZ3lj4CBgx6qaaqqTJA2zEvCrYVPDq+pYmi+mpvNK4Lju/6Cq2m/iepJrZzv1vKrOBLZr23kh7ftFVf0a2KstD3BNe6Gq/p3mPZAkHwUWt829FpiYSXE0cNhEF2lGMO8LqB1TffE5KwY8SdKofjf4Bprkbpac7r/qwDY1zfJ9TU1SvgewDvD0dnTr2iG3MWpb0IzcTbiHmb0P/nbgNk6qqt2XuOFkSya/j5M9VgGOqqq/f+Am/KGqJtobpb+HAXsCj6EZMZ2TJA8DvgbsXVU3zLU9SSuedgbGNUleUVVHt2Fp86qabORqmN25f7rjUpXkUVV1YzuCdwDwkbZ8TeCOqrqL5rjjU9vQ191mQ5ppnM9qm7sBeA5wCs0XcVe25ScCb0zyP+172SY0o5Td95WlxmPwJElz8QvgUe2xCKsALxlY/yqAJNvSHH9w27BG2jfNxWlPf51klfbYhjWAG9s3xOfSjLgB/AZYbZI+nUoTDGnfRDcELp/tHZzEWcA2SZ7Q3s5D29u6DNgoyePbet0AeC2wVVt/K2Di+IuTgV2TPKpd98gkf8LUTqaZCjRx8P7EQf3H0Zy97hl0pjLNwRHAEVV12lJoS9IKIMlXaGY0PDHJ4iSvp/mf/PokFwAXA7tM1cZAewtpjnH73gz78Zgki4G/A97T9mX1dt0JSSZmoLwjyaXAj4GvV9X/tOVPBi5OchnNYQlv7TR/TDsL5OvAflV1a1u+N/DJ9n5+lPtncBwGXAKcl+Z48c8z4heMSf62vR/rAz9Octh02ziCJ0matTZ4fRD4Ac3UlcsGqtya5Ayas4q9bprm/hr4fNveH4BX0ByX9/Uk5wDnT7RfVbck+X77Rvkt4OBOO58FDklyIc2o2Z5VdWfn2I85q6qb2qmMX2mDLcB7quqKJPsA30xyM3A690+/OQZ4TTvN9WzgiratS5K8h+ZYwZXa+74fU58S+63Aoe0Hp3towt6ZVXVXkv+lmQ51z1zuYxsydwU2STLx3L2hO3VVkgYNzmzomNVPJ7RnkFxvmjoLh5T9nCYUDav/4s71dwDvGFLnTGDjwfJ23XaTlJ9OM+V+sPxemp9deNfQOzCFqvoMzXHXI8v9Mz8kSdLSlGQHYP+qGhzZHNftrURzls9XTBwHOLB+IfCN9qcu5nI7O7AM75ckaXRO0ZQkqQeSbEpz5s6Th4W71j3AGgNnzZzp7byKZpT01unqSpKWPUfwJEmSJKknHMGTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPXE/wc66YpLEwrFFQAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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pqhsn1SZJkiRJ6rOJBTyAqjoBOGGgbHnn8bXA8yfZBkmSJElaV0z0i84lSZIkSWuOAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPXEnANekocleeIkGiNJkiRJmr+RAl6Sk5NsnOThwHnAJ5J8YLJNkyRJkiTNxagjeA+tqp8Avw98oqqeAjx3cs2SJEmSJM3VqAFvcZItgX2AL02wPZIkSZKkeRo14L0TOBFYUVVnJnk0cPnkmiVJkiRJmqvFo1Sqqs8Dn++sXwG8eFKNkiRJkiTN3UgBL8nmwGuAJd19qupVk2mWJEmSJGmuRgp4wL8DpwJfAe6eXHMkSZIkSfM1asDbsKoOmWhLJEmSJEmrZdSbrHwpyZ4TbYkkSZIkabWMGvDeSBPyfp7k1nb5yWw7Jdk9yWVJViQ5dJo6uyU5N8lFSb42l8ZLkiRJkn5p1LtobjTXAydZBHwEeB6wEjgzyfFVdXGnzibAR4Hdq+p7SR4x1+eRJEmSJDVGvQaPJL8DPKNdPbmqZvvC851pvjfvinb/Y4C9gIs7dV4GfKGqvgdQVdeP2h5JkiRJ0qpGmqKZ5N000zQvbpc3tmUz2Rq4prO+si3rehzwsCQnJzk7yQHTPP9BSc5KctYNN9wwSpMlSZIkaZ0z6gjensCOVXUPQJKjgW8DQ6+ra2VIWQ15/qcAzwEeBHwjyRlV9Z1Vdqo6AjgCYNmyZYPHkCRJkiQxhymawCbAj9rHDx2h/kpg2876NsC1Q+rcWFU/BX6a5BTgScB3kCRJkiTNyah30fxb4NtJjmpH784G/maWfc4EdkiyfZIHAvsCxw/U+Xdg1ySLk2wI/CZwyejNlyRJkiRNGfUump9NcjLwGzRTLw+pqh/Mss9dSd4AnAgsAo6sqouSHNxuX15VlyT5b+B84B7gY1V14fxPR5IkSZLWXTMGvCRPqKpLk+zUFq1sf26VZKuqOmem/avqBOCEgbLlA+vvA943t2ZLkiRJkgbNNoL3Z8BBwPuHbCvg2WNvkSRJkiRpXmYMeFV1UPtwj6r6eXdbkg0m1ipJkiRJ0pyNepOV00cskyRJkiQtkNmuwXskzZeTPyjJk/nld9ttDGw44bZJkiRJkuZgtmvwXgAcSPMddh/olN8KvGVCbZIkSZIkzcNs1+AdDRyd5MVVddwaapMkSZIkaR5G/R6845L8NvCrwAad8ndOqmGSJEmSpLkZ6SYrSZYDLwX+mOY6vJcAj5pguyRJkiRJczTqXTSfVlUHADdX1V8BvwVsO7lmSZIkSZLmatSA97P25+1JtgJ+AWw/mSZJkiRJkuZjpGvwgC8l2QR4H3AOUMDHJtYqSZIkSdKcjXqTlcPbh8cl+RKwQVXdMrlmSZIkSZLmatSbrLy+HcGjqu4A1kvyuom2TJIkSZI0J6Neg/eaqvrx1EpV3Qy8ZjJNkiRJkiTNx6gBb70kmVpJsgh44GSaJEmSJEmaj1FvsnIicGz7fXgFHAz898RaJUmSJEmas1ED3iHAHwGvpfmi8y/jXTQlSZIk6X5l1Lto3gP8Y7tIkiRJku6HZgx4SY6tqn2SXEAzNXMVVfXEibVMkiRJkjQns43gvbH9+cJJN0SSJEmStHpmDHhVdV378+o10xxJkiRJ0nzNNkXzVladmpl2PUBV1cYTbJskSZIkaQ5mG8HbaE01RJIkSZK0ekb9mgSS7AQ8nWYE77Sq+vbEWiVJkiRJmrP1RqmU5B3A0cCmwGbAUUneNsmGSZIkSZLmZtQRvP2AJ1fVzwGSvBs4B3jXpBomSZIkSZqbkUbwgKuADTrr6wPfHXtrJEmSJEnzNttdNP+B5pq7O4CLkpzUrj8POG3yzZMkSZIkjWq2KZpntT/PBr7YKT95Iq2RJEmSJM3bbF+TcPSaaogkSZIkafWMdJOVJFey6heeA1BVjx57iyRJkiRJ8zLqXTSXdR5vALwEePj4myNJkiRJmq+R7qJZVTd1lu9X1QeBZ0+4bZIkSZKkORh1iuZOndX1aEb0NppIiyRJkiRJ8zLqFM33dx7fBVwJ7DP+5kiSJEmS5mukgFdVz5p0QyRJkiRJq2fGa/CS/GaS85LcluQbSX5lTTVMkiRJkjQ3s91k5SPAm4FNgQ8AH5x4iyRJkiRJ8zJbwFuvqk6qqjuq6vPA5muiUZIkSZKkuZvtGrxNkvz+dOtV9YXJNEuSJEmSNFezBbyvAS8CCkhnnbbMgCdJkiRJ9xMzBryqeiVAkrdV1bvax+tX1R1ronGSJEmSpNHNdhfNv0jyW8DeneJvjHrwJLsnuSzJiiSHzlDvN5LcnWTv6epIkiRJkmY2201WLgNeAjw6yalJjgA2TfL42Q6cZBHNXTj3AJYC+yVZOk299wAnzrXxkiRJkqRfmi3g3Qy8BVgB7AZ8qC0/NMnps+y7M7Ciqq6oqjuBY4C9htT7Y+A44PpRGy1JkiRJuq/ZAt7uwH8Cj6H5HrydgZ9W1Sur6mmz7Ls1cE1nfWVbdq8kWwO/ByyfS6MlSZIkSfc1Y8CrqrdU1XOAq4BP09yUZfMkpyX5j1mOnWGHHFj/IHBIVd0944GSg5KcleSsG264YZanlSRJkqR102xfkzDlxKo6EzgzyWur6ulJNptln5XAtp31bYBrB+osA45JArAZsGeSu6rq37qVquoI4AiAZcuWDYZESZIkSRIjBryq+ovO6oFt2Y2z7HYmsEOS7YHvA/sCLxs47vZTj5McBXxpMNxJkiRJkkYz6gjevarqvBHr3ZXkDTR3x1wEHFlVFyU5uN3udXeSJEmSNEZzDnhzUVUnACcMlA0NdlV14CTbIkmSJEl9N9tdNCVJkiRJawkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQTBjxJkiRJ6gkDniRJkiT1hAFPkiRJknpiogEvye5JLkuyIsmhQ7bvn+T8djk9yZMm2R5JkiRJ6rOJBbwki4CPAHsAS4H9kiwdqHYl8MyqeiJwOHDEpNojSZIkSX03yRG8nYEVVXVFVd0JHAPs1a1QVadX1c3t6hnANhNsjyRJkiT12iQD3tbANZ31lW3ZdP4Q+K8JtkeSJEmSem3xBI+dIWU1tGLyLJqA9/Rpth8EHASw3Xbbjat9kiRJktQrkxzBWwls21nfBrh2sFKSJwIfA/aqqpuGHaiqjqiqZVW1bPPNN59IYyVJkiRpbTfJgHcmsEOS7ZM8ENgXOL5bIcl2wBeAl1fVdybYFkmSJEnqvYlN0ayqu5K8ATgRWAQcWVUXJTm43b4ceAewKfDRJAB3VdWySbVJkiRJkvpsktfgUVUnACcMlC3vPH418OpJtkGSJEmS1hUT/aJzSZIkSdKaY8CTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElST0w04CXZPcllSVYkOXTI9iT5ULv9/CQ7TbI9kiRJktRnEwt4SRYBHwH2AJYC+yVZOlBtD2CHdjkI+MdJtUeSJEmS+m6SI3g7Ayuq6oqquhM4BthroM5ewCercQawSZItJ9gmSZIkSeqtSQa8rYFrOusr27K51pEkSZIkjWDxBI+dIWU1jzokOYhmCifAbUkuW822TcJmwI0L3Yi1Rd4ztkPZ7wvHvl8Y9vvCsN8Xjn2/MOz3hWPfL4yh/T7Gz6zj9qjpNkwy4K0Etu2sbwNcO486VNURwBHjbuA4JTmrqpYtdDvWNfb7wrHvF4b9vjDs94Vj3y8M+33h2PcLo0/9PskpmmcCOyTZPskDgX2B4wfqHA8c0N5N86nALVV13QTbJEmSJEm9NbERvKq6K8kbgBOBRcCRVXVRkoPb7cuBE4A9gRXA7cArJ9UeSZIkSeq7SU7RpKpOoAlx3bLlnccFvH6SbViD7tdTSHvMfl849v3CsN8Xhv2+cOz7hWG/Lxz7fmH0pt/TZCxJkiRJ0tpuktfgSZIkSZLWIAPeakqye5LLkqxIcuhCt2dtl2TbJP+b5JIkFyV5Y1t+WJLvJzm3Xfbs7PN/2/6/LMkLOuVPSXJBu+1DSYZ9LYc6klzV9tm5Sc5qyx6e5KQkl7c/H9apb9+vpiSP77yvz03ykyRv8j0/GUmOTHJ9kgs7ZWN7jydZP8nn2vJvJlmyJs/v/mqafn9fkkuTnJ/ki0k2acuXJPlZ572/vLOP/T4H0/T72P622O/Tm6bvP9fp96uSnNuW+54fk0z/OXLd+jtfVS7zXGhuHvNd4NHAA4HzgKUL3a61eQG2BHZqH28EfAdYChwGvHlI/aVtv68PbN++Hovabd8Cfovm+xb/C9hjoc/v/r4AVwGbDZS9Fzi0fXwo8B77fmL9vwj4Ac132/ien0wfPwPYCbiwUza29zjwOmB5+3hf4HMLfc73h2Wafn8+sLh9/J5Ovy/p1hs4jv2++v0+tr8t9vvc+n5g+/uBd7SPfc+Pr9+n+xy5Tv2ddwRv9ewMrKiqK6rqTuAYYK8FbtNaraquq6pz2se3ApcAW8+wy17AMVV1R1VdSXNH1p2TbAlsXFXfqOY38JPA7064+X21F3B0+/hoftmP9v34PQf4blVdPUMd+301VNUpwI8Gisf5Hu8e61+B5ziSOrzfq+rLVXVXu3oGzXfhTst+n7tp3u/T8f0+RjP1fdtH+wCfnekY9v3czfA5cp36O2/AWz1bA9d01lcycxjRHLRD3k8GvtkWvaGdynNkZ2h9utdg6/bxYLlmVsCXk5yd5KC2bItqv5+y/fmItty+H799WfUffN/za8Y43+P37tOGl1uATSfW8v54Fc3/kE/ZPsm3k3wtya5tmf0+PuP622K/z8+uwA+r6vJOme/5MRv4HLlO/Z034K2eYWnd25KOQZKHAMcBb6qqnwD/CDwG2BG4jmZqA0z/GvjazM8uVbUTsAfw+iTPmKGufT9GSR4I/A7w+bbI9/zCm09f+zrMUZK3AncBn2mLrgO2q6onA38G/EuSjbHfx2Wcf1vs9/nZj1X/M8/3/JgN+Rw5bdUhZWv9+96At3pWAtt21rcBrl2gtvRGkgfQ/FJ+pqq+AFBVP6yqu6vqHuCfaabHwvSvwUpWne7jazOCqrq2/a9TrzYAAAc8SURBVHk98EWafv5hO1VharrI9W11+3689gDOqaofgu/5NWyc7/F790myGHgoo0+RW+ckeQXwQmD/dhoU7VSpm9rHZ9NcE/M47PexGPPfFvt9jtp++n3gc1NlvufHa9jnSNaxv/MGvNVzJrBDku3b/33fFzh+gdu0VmvnMH8cuKSqPtAp37JT7feAqbtSHQ/s297RaHtgB+Bb7fD7rUme2h7zAODf18hJrKWSPDjJRlOPaW6AcCFNH7+irfYKftmP9v14rfI/ur7n16hxvse7x9ob+J+p4KJVJdkdOAT4naq6vVO+eZJF7eNH0/T7Ffb7eIz5b4v9PnfPBS6tqnun//meH5/pPkeyrv2dX927tKzrC7AnzR16vgu8daHbs7YvwNNphrnPB85tlz2BTwEXtOXHA1t29nlr2/+X0blrILCM5h+u7wIfBrLQ53d/XmjuBnteu1w09X6mmVf+VeDy9ufD7fux9/2GwE3AQztlvucn09efpZkO9Qua/4X9w3G+x4ENaKbZrqC5A9ujF/qc7w/LNP2+guY6lqm/9VN3pXtx+zfoPOAc4EX2+1j7fWx/W+z3ufV9W34UcPBAXd/z4+v36T5HrlN/56caKkmSJElayzlFU5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJKkkSS5O8m5SS5M8vkkG85S/+Qky4aUH5jkw+3jg5McMI+2bJLkdZ31rZL861yPM82xT05yWXuu5ybZexzHvT9IsiTJz5Kc2ym7baDOva/PNMd4aZIVSb40ybZKkubHgCdJGtXPqmrHqvo14E7g4NU9YFUtr6pPzmPXTYB7A15VXVtV4wxi+7fnumNVrRIc01ib//38blXtON+dq+pzwKvH2B5J0hitzf9ASZIWzqnAY9sRoQunCpO8OclhnXp/kOT0dtRv58GDJDksyZvbx49N8pUk5yU5J8ljkjwkyVfb9QuS7NXu+m7gMe0I2/u67UiyQZJPtPW/neRZbfmBSb6Q5L+TXJ7kvaOebHv8S5J8lOaLiLdN8vwk32jb9vkkD2nr7p7k0iSnJfnQ1EhX91zb9QuTLGkf/0GSb7Xn809JFrXltyX567ZPzkiyRVu+RZIvtuXnJXlaksOTvLFz/L9O8iejnuM0531uZ/lZkmeuzvEkSZNnwJMkzUmSxcAewAUjVH9wVT2NZrTtyFnqfgb4SFU9CXgacB3wc+D3qmon4FnA+5MEOJR2JKqq/nzgOK8HqKpfB/YDjk6yQbttR+ClwK8DL02y7XRt6QSbTduyxwOfrKonAz8F3gY8t23bWcCftc/zz8CLgF2BR85yziT5lbZNu7Qja3cD+7ebHwyc0fbJKcBr2vIPAV9ry3cCLgI+DryiPeZ6wL5tn87mQd0gB7xzasPUKCbw9vYcTx/heJKkBbR4oRsgSVprPKhz7dapNIFiq1n2+SxAVZ2SZOMkmwyrlGQjYOuq+mJb/+dt+QOAv0nyDOAeYGtgi1me8+nAP7THuTTJ1cDj2m1frapb2mNfDDwKuGbIMfavqrMG2nd1VZ3RFj0VWAp8vcmbPBD4BvAE4Mqqurzd79PAQbO09znAU4Az22M9CLi+3XYnMHWt29nA89rHzwYOaM/xbuAW4JYkNyV5Mk0ffbuqbprluaGdets51wOBZZ31HYD3Ac+uql+McDxJ0gIy4EmSRvWzwWu3ktzFqrNBNlh1F2qW9XsPNU35/sDmwFOq6hdJrhryHKMeC+COzuO7mdu/gz8deI6Tqmq/VZ442ZHpz3G6vgpwdFX93yH7/KKqpo43Sns/BhxIM3I424jprJI8GDgWeE1VXbu6x5MkTZ5TNCVJq+OHwCOSbJpkfeCFA9tfCpDk6cAtU6Nng6rqJ8DKJL/b1l8/zV06Hwpc34a7Z9GMuAHcCmw0TZtOoZ3imORxwHbAZfM9wWmcAeyS5LHt82zYPtelwPZJHtPW6wbAq2imU5JkJ2D7tvyrwN5JHtFue3iSRzGzrwKvbesvSrJxW/5FYHfgN4AT53969/oE8ImqOnUMx5IkrQEGPEnSvLVT9t4JfJNmKuGlA1VuTnI6sBz4w1kO93LgT5KcT3Ot1yNpriFbluQsmtB2afu8N9FMj7wwyfsGjvNRYFGSC4DPAQdW1R2MUVXdQDNS9tm2vWcAT2inlh4E/GeS04CrO7sdBzy8neb6WuA77bEuprme78vtsU4CtpylCW8EntWe49nAr7bHuhP4X+DYdurmvLUhc2/gVZ1r9O7ztReSpPuX/HLmhyRJGqckuwFvrqrBkc1JPd96NHf5fMnUdYAD25cAX2q/6mJ1nmc31uB5SZJG5wieJEk9kGQpsILmRjL3CXetu4GHdm6WM5/neSnNKOnN8z2GJGlyHMGTJEmSpJ5wBE+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BP/H4HPfSB/+grVAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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kSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScmGvCS7Jnk8iRLkxw2ZP0Dk3wlyQVJLk7yiknWI0mSJEl9NrGAl2QBcDiwF7AdcECS7Qa6vR64pKp2BPYAPprkvpOqSZIkSZL6bJIzeDsDS6vqyqq6AzgO2GegTwEbJAnwAODnwPIJ1iRJkiRJvTXJgLc5cG1neVnb1vUPwGOB64CLgDdV1V0TrEmSJEmSemuSAS9D2mpg+XnA94HNgCcA/5Bkw3sNlByS5Lwk5914442rvlJJkiRJ6oFJBrxlwJad5S1oZuq6XgGcWI2lwFXAYwYHqqojq2pxVS3edNNNJ1awJEmSJK3JJhnwzgW2SbJ1e+GU/YGTBvpcAzwLIMlDgUcDV06wJkmSJEnqrYWTGriqlid5A3AKsAA4qqouTnJou/4I4P3AMUkuojmk821V9bNJ1SRJkiRJfTaxgAdQVUuAJQNtR3TuXwc8d5I1SJIkSdLaYqJfdC5JkiRJWn0MeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqSdmHfCSPCjJDpMoRpIkSZI0d2MFvCSnJdkwyYOBC4Cjk3xssqVJkiRJkmZj3Bm8B1bVL4A/Bo6uqicBz55cWZIkSZKk2Ro34C1M8nDgJcDJE6xHkiRJkjRH4wa89wGnAEur6twkvwf8cHJlSZIkSZJma+E4narqi8AXO8tXAi+aVFGSJEmSpNkbK+Al2RR4DbCou01VvXIyZUmSJEmSZmusgAd8GTgD+Dpw5+TKkSRJkiTN1bgBb/2qettEK5EkSZIkrZRxL7JycpK9J1qJJEmSJGmljBvw3kQT8n6d5Nb29otRGyXZM8nlSZYmOWyaPnsk+X6Si5N8czbFS5IkSZLuMe5VNDeY7cBJFgCHA88BlgHnJjmpqi7p9NkI+CSwZ1Vdk+Qhs30cSZIkSVJj3HPwSPIHwO7t4mlVNeoLz3em+d68K9vtjwP2AS7p9HkpcGJVXQNQVTeMW48kSZIkaUVjHaKZ5EM0h2le0t7e1LbNZHPg2s7ysrata1vgQUlOS3J+koOmefxDkpyX5Lwbb7xxnJIlSZIkaa0z7gze3sATquougCTHAt8Dhp5X18qQthry+E8CngXcDzg7yTlVdcUKG1UdCRwJsHjx4sExJEmSJEnM4hBNYCPg5+39B47RfxmwZWd5C+C6IX1+VlW3A7cnOR3YEbgCSZIkSdKsjHsVzb8BvpfkmHb27nzgr0dscy6wTZKtk9wX2B84aaDPl4HdkixMsj7wFODS8cuXJEmSJE0Z9yqaX0hyGvBkmkMv31ZVPxmxzfIkbwBOARYAR1XVxUkObdcfUVWXJvkacCFwF/CZqvrB3J+OJEmSJK29Zgx4SR5TVZcl2altWtb+3CzJZlX13Zm2r6olwJKBtiMGlj8CfGR2ZUuSJEmSBo2awfsL4BDgo0PWFfDMVV6RJEmSJGlOZgx4VXVIe3evqvp1d12S9SZWlSRJkiRp1sa9yMpZY7ZJkiRJkubJqHPwHkbz5eT3S/JE7vluuw2B9SdcmyRJkiRpFkadg/c84GCa77D7WKf9VuDtE6pJkiRJkjQHo87BOxY4NsmLquqE1VSTJEmSJGkOxv0evBOSPB/YHliv0/6+SRUmSZIkSZqdsS6ykuQIYD/gjTTn4b0YeMQE65IkSZIkzdK4V9F8WlUdBNxcVe8Ffh/YcnJlSZIkSZJma9yA96v25y+TbAb8Fth6MiVJkiRJkuZirHPwgJOTbAR8BPguUMBnJlaVJEmSJGnWxr3IyvvbuyckORlYr6pumVxZkiRJkqTZGvciK69vZ/Coqt8A6yR53UQrkyRJkiTNyrjn4L2mqv5naqGqbgZeM5mSJEmSJElzMW7AWydJphaSLADuO5mSJEmSJElzMe5FVk4Bjm+/D6+AQ4GvTawqSZIkSdKsjRvw3gb8KfBami86/w+8iqYkSZIk/U4Z9yqadwGfam+SJEmSpN9BMwa8JMdX1UuSXERzaOYKqmqHiVUmSZIkSZqVUTN4b2p/vmDShUiSJEmSVs6MAa+qrm9/Xr16ypEkSZIkzdWoQzRvZcVDM9MuB6iq2nCCtUmSJEmSZmHUDN4Gq6sQSZIkSdLKGfdrEkiyE7ArzQzemVX1vYlVJUmSJEmatXXG6ZTkXcCxwMbAJsAxSd4xycIkSZIkSbMz7gzeAcATq+rXAEk+BHwX+MCkCpMkSZIkzc5YM3jAj4D1OsvrAv+9yquRJEmSJM3ZqKto/j3NOXe/AS5Ocmq7/BzgzMmXJ0mSJEka16hDNM9rf54PfKnTftpEqpEkSZIkzdmor0k4dnUVIkmSJElaOWNdZCXJVaz4hecAVNXvrfKKJEmSJElzMu5VNBd37q8HvBh48KovR5IkSZI0V2NdRbOqburcflxVHweeOeHaJEmSJEmzMO4hmjt1FtehmdHbYCIVSZIkSZLmZNxDND/aub8cuAp4yaovR5IkSZI0V2MFvKp6xqQLkSRJkiStnBnPwUvylCQXJLktydlJHru6CpMkSZIkzc6oi6wcDrwF2Bj4GPDxiVckSZIkSZqTUQFvnao6tap+U1VfBDZdHUVJkiRJkmZv1Dl4GyX54+mWq+rEyZQlSZIkSZqtUQHvm8ALgQLSWaZtM+BJkiRJ0u+IGQNeVb0CIMk7quoD7f11q+o3q6M4SZIkSdL4Rl1F861Jfh/Yt9N89riDJ9kzyeVJliY5bIZ+T05yZ5J9p+sjSZIkSZrZqIusXA68GPi9JGckORLYOMmjRw2cZAHNVTj3ArYDDkiy3TT9PgycMtviJUmSJEn3GBXwbgbeDiwF9gA+0bYfluSsEdvuDCytqiur6g7gOGCfIf3eCJwA3DBu0ZIkSZKkexsV8PYEvgo8kuZ78HYGbq+qV1TV00ZsuzlwbWd5Wdt2tySbA38EHDGboiVJkiRJ9zZjwKuqt1fVs4AfAZ+juSjLpknOTPKVEWNn2JADyx8H3lZVd844UHJIkvOSnHfjjTeOeFhJkiRJWjuN+pqEKadU1bnAuUleW1W7JtlkxDbLgC07y1sA1w30WQwclwRgE2DvJMur6t+6narqSOBIgMWLFw+GREmSJEkSYwa8qnprZ/Hgtu1nIzY7F9gmydbAj4H9gZcOjLv11P0kxwAnD4Y7SZIkSdJ4xp3Bu1tVXTBmv+VJ3kBzdcwFwFFVdXGSQ9v1nncnSZIkSavQrAPebFTVEmDJQNvQYFdVB0+yFkmSJEnqu1FX0ZQkSZIkrSEMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZIkSVJPGPAkSZIkqScMeJIkSZLUEwY8SZIkSeqJiQa8JHsmuTzJ0iSHDVl/YJIL29tZSXacZD2SJEmS1GcTC3hJFgCHA3sB2wEHJNluoNtVwNOragfg/cCRk6pHkiRJkvpukjN4OwNLq+rKqroDOA7Yp9uhqs6qqpvbxXOALSZYjyRJkiT12iQD3ubAtZ3lZW3bdF4F/PsE65EkSZKkXls4wbEzpK2GdkyeQRPwdp1m/SHAIQBbbbXVqqpPkiRJknplkjN4y4AtO8tbANcNdkqyA/AZYJ+qumnYQFV1ZFUtrqrFm2666USKlSRJkqQ13SQD3rnANkm2TnJfYH/gpG6HJFsBJwIvq6orJliLJEmSJPXexA7RrKrlSd4AnAIsAI6qqouTHNquPwJ4F7Ax8MkkAMuravGkapIkSZKkPpvkOXhU1RJgyUDbEZ37rwZePckaJEmSJGltMdEvOpckSZIkrT4GPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPWEAU+SJEmSesKAJ0mSJEk9YcCTJEmSpJ4w4EmSJElSTxjwJEmSJKknDHiSJEmS1BMGPEmSJEnqCQOeJEmSJPXERANekj2TXJ5kaZLDhqxPkk+06y9MstMk65EkSZKkPptYwEuyADgc2AvYDjggyXYD3fYCtmlvhwCfmlQ9kiRJktR3k5zB2xlYWlVXVtUdwHHAPgN99gE+W41zgI2SPHyCNUmSJElSb00y4G0OXNtZXta2zbaPJEmSJGkMCyc4doa01Rz6kOQQmkM4AW5LcvlK1qb5twnws/kuQr3l/qVJcv+apXx4vitYo7h/aZLcv/rjEdOtmGTAWwZs2VneArhuDn2oqiOBI1d1gZo/Sc6rqsXzXYf6yf1Lk+T+pUly/9IkuX+tHSZ5iOa5wDZJtk5yX2B/4KSBPicBB7VX03wqcEtVXT/BmiRJkiSptyY2g1dVy5O8ATgFWAAcVVUXJzm0XX8EsATYG1gK/BJ4xaTqkSRJkqS+m+QhmlTVEpoQ1207onO/gNdPsgb9zvKQW02S+5cmyf1Lk+T+pUly/1oLpMlYkiRJkqQ13STPwZMkSZIkrUYGPK0WSR6c5NQkP2x/PmhIny2T/FeSS5NcnORN81Gr1gxJ9kxyeZKlSQ4bsj5JPtGuvzDJTvNRp9ZcY+xjB7b71oVJzkqy43zUqTXTqP2r0+/JSe5Msu/qrE9rtnH2ryR7JPl++zvXN1d3jZocA55Wl8OAb1TVNsA32uVBy4H/VVWPBZ4KvD7JdquxRq0hkiwADgf2ArYDDhiyr+wFbNPeDgE+tVqL1BptzH3sKuDpVbUD8H48t0VjGnP/mur3YZoL1kljGWf/SrIR8EngD6pqe+DFq71QTYwBT6vLPsCx7f1jgT8c7FBV11fVd9v7twKXApuvtgq1JtkZWFpVV1bVHcBxNPtY1z7AZ6txDrBRkoev7kK1xhq5j1XVWVV1c7t4Ds13uUrjGOffMIA3AicAN6zO4rTGG2f/eilwYlVdA1BV7mM9YsDT6vLQqe84bH8+ZKbOSRYBTwS+PfHKtCbaHLi2s7yMe/8xYJw+0nRmu/+8Cvj3iVakPhm5fyXZHPgj4Aik2Rnn369tgQclOS3J+UkOWm3VaeIm+jUJWrsk+TrwsCGr/mqW4zyA5i+Wf15Vv1gVtal3MqRt8LjUGGwAAAcKSURBVJLA4/SRpjP2/pPkGTQBb9eJVqQ+GWf/+jjwtqq6MxnWXZrWOPvXQuBJwLOA+wFnJzmnqq6YdHGaPAOeVpmqevZ065L8NMnDq+r69jC5oYcCJLkPTbj7fFWdOKFSteZbBmzZWd4CuG4OfaTpjLX/JNkB+AywV1XdtJpq05pvnP1rMXBcG+42AfZOsryq/m31lKg12Lj/R/6sqm4Hbk9yOrAjYMDrAQ/R1OpyEvDy9v7LgS8Pdkjzv9g/AZdW1cdWY21a85wLbJNk6yT3Bfan2ce6TgIOaq+m+VTglqnDhKUxjNzHkmwFnAi8zL96a5ZG7l9VtXVVLaqqRcC/Aq8z3GlM4/wf+WVgtyQLk6wPPIXm2gfqAWfwtLp8CDg+yauAa2iv1pRkM+AzVbU3sAvwMuCiJN9vt3t7VS2Zj4L1u6uqlid5A82V5RYAR1XVxUkObdcfASwB9gaWAr8EXjFf9WrNM+Y+9i5gY+CT7SzL8qpaPF81a80x5v4lzck4+1dVXZrka8CFwF00v4v9YP6q1qqUKk9JkSRJkqQ+8BBNSZIkSeoJA54kSZIk9YQBT5IkSZJ6woAnSZIkST1hwJMkSZKknjDgSZLGkuTOJN9P8oMkX2y/O2mm/qcludfXBiQ5OMk/tPcPTXLQHGrZKMnrOsubJfnX2Y4zzdinJbm8fa7fT7Lvqhj3d0GSRUl+1fkqGpLcNtDn7vdnmjH2S7I0ycmTrFWSNDcGPEnSuH5VVU+oqscBdwCHruyA7fcxfXYOm24E3B3wquq6qlqVQezA9rk+oapWCI5prMn/f/53VT1hrhtX1b8Ar16F9UiSVqE1+T8oSdL8OQN4VDsjdPeX4yZ5S5L3dPr9SZKz2lm/nQcHSfKeJG9p7z8qydeTXJDku0kemeQBSb7RLl+UZJ920w8Bj2xn2D7SrSPJekmObvt/L8kz2vaDk5yY5GtJfpjkb8d9su34lyb5JPBdYMskz01ydlvbF5M8oO27Z5LLkpyZ5BNTM13d59ou/yDJovb+nyT5Tvt8Pp1kQdt+W5IPtq/JOUke2rY/NMmX2vYLkjwtyfuTvKkz/geT/Nm4z3Ga5/39zu1XSZ6+MuNJkibPgCdJmpUkC4G9gIvG6H7/qnoazWzbUSP6fh44vKp2BJ4GXA/8GvijqtoJeAbw0SQBDqOdiaqqvxwY5/UAVfV44ADg2CTrteueAOwHPB7YL8mW09XSCTYbt22PBj5bVU8EbgfeATy7re084C/ax/lH4IXAbsDDRjxnkjy2rWmXdmbtTuDAdvX9gXPa1+R04DVt+yeAb7btOwEXA/8EvLwdcx1g//Y1HeV+3SAHvG9qxdQsJvDO9jmeNcZ4kqR5tHC+C5AkrTHu1zl36wyaQLHZiG2+AFBVpyfZMMlGwzol2QDYvKq+1Pb/ddt+H+Cvk+wO3AVsDjx0xGPuCvx9O85lSa4Gtm3XfaOqbmnHvgR4BHDtkDEOrKrzBuq7uqrOaZueCmwHfKvJm9wXOBt4DHBVVf2w3e5zwCEj6n0W8CTg3Has+wE3tOvuAKbOdTsfeE57/5nAQe1zvBO4BbglyU1JnkjzGn2vqm4a8djQHnrbea4HA4s7y9sAHwGeWVW/HWM8SdI8MuBJksb1q8Fzt5IsZ8WjQdZbcRNqxPLdQ03TfiCwKfCkqvptkh8NeYxxxwL4Tef+nczu/8HbBx7j1Ko6YIUHTp7A9M9xutcqwLFV9b+HbPPbqpoab5x6PwMcTDNzOGrGdKQk9weOB15TVdet7HiSpMnzEE1J0sr4KfCQJBsnWRd4wcD6/QCS7ArcMjV7NqiqfgEsS/KHbf9101yl84HADW24ewbNjBvArcAG09R0Ou0hjkm2BbYCLp/rE5zGOcAuSR7VPs767WNdBmyd5JFtv24A/BHN4ZQk2QnYum3/BrBvkoe06x6c5BHM7BvAa9v+C5Js2LZ/CdgTeDJwytyf3t2OBo6uqjNWwViSpNXAgCdJmrP2kL33Ad+mOZTwsoEuNyc5CzgCeNWI4V4G/FmSC2nO9XoYzTlki5OcRxPaLmsf9yaawyN/kOQjA+N8EliQ5CLgX4CDq+o3rEJVdSPNTNkX2nrPAR7THlp6CPDVJGcCV3c2OwF4cHuY62uBK9qxLqE5n+8/2rFOBR4+ooQ3Ac9on+P5wPbtWHcA/wUc3x66OWdtyNwXeGXnHL17fe2FJOl3S+458kOSJK1KSfYA3lJVgzObk3q8dWiu8vniqfMAB9YvAk5uv+piZR5nD1bj85Ikjc8ZPEmSeiDJdsBSmgvJ3Cvcte4EHti5WM5cHmc/mlnSm+c6hiRpcpzBkyRJkqSecAZPkiRJknrCgCdJkiRJPWHAkyRJkqSeMOBJkiRJUk8Y8CRJkiSpJwx4kiRJktQT/x82AT0SQOF57wAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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SJEmSNBJJzquqOb36RnlaqSRJkiTpEcJwKEmSJEkyHEqSJEmSDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiRGHA6TbJfk8iTzkuzfoz9JDm77L0qycdu+dpKfJbk0ySVJ9hl+9ZIkSZI0fYwsHCaZARwCbA9sAOyaZIOuYdsD67dfewNfbtvvBf6pqp4JvBB4Z491JUmSJEl9GuXM4SbAvKq6sqruAY4GduwasyPw9WqcA8xMskZVXV9V5wNU1W3ApcCawyxekiRJkqaTUYbDNYFrO5bn89CAN+mYJLOB5wK/6LWTJHsnmZtk7oIFCxazZEmSJEmankYZDtOjrR7OmCSPAY4F/l9V3dprJ1V1WFXNqao5s2bNWuRiJUmSJGk6G2U4nA+s3bG8FnBdv2OSLEcTDI+qqu8NsE5JkiRJmvZGGQ7PBdZPsm6S5YFdgOO6xhwH7N7etfSFwC1VdX2SAP8FXFpVnx1u2ZIkSZI0/Sw7qh1X1b1J3gWcCMwAvlZVlyR5W9t/KHACsAMwD7gD2KtdfTPgzcDFSS5o2z5QVScM8zlIkiRJ0nSRqu7L/KavOXPm1Ny5c0ddhiRJkiSNRJLzqmpOr75RnlYqSZIkSXqEMBxKkiRJkgyHkiRJkiTDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkiUUIh0lWTbLhIIqRJEmSJI1GX+EwyalJVkmyGnAhcHiSzw62NEmSJEnSsPQ7c/jYqroVeC1weFU9D9hmcGVJkiRJkoap33C4bJI1gDcAxw+wHkmSJEnSCPQbDg8ATgTmVdW5SZ4CXDG4siRJkiRJw7RsP4Oq6jvAdzqWrwReN6iiJEmSJEnD1Vc4TDILeCswu3OdqnrLYMqSJEmSJA1TX+EQ+AFwBnAycN/gypEkSZIkjUK/4XClqtpvoJVIkiRJkkam3xvSHJ9kh4FWIkmSJEkamX7D4T40AfGuJLe1X7cOsjBJkiRJ0vD0e7fSlQddiCRJkiRpdPq95pAkrwZe0i6eWlXHD6YkSZIkSdKw9XVaaZKDaE4t/U37tU/bJkmSJEmaBvqdOdwB2Kiq7gdIciTwK2D/QRUmSZIkSRqefm9IAzCz4/Fjl3QhkiRJkqTR6Xfm8JPAr5L8DAjNtYfvH1hVkiRJkqSh6vdupd9KcirwfJpwuF9V/WGQhUmSJEmShmfC00qTPKP9vjGwBjAfuBZ4UtsmSZIkSZoGJps5fC+wN/CZHn0FbLXEK5IkSZIkDd2E4bCq9m4fbl9Vd3X2JVlxYFVJkiRJkoaq37uVntVnmyRJkiRpCppw5jDJE4E1gUcleS7NzWgAVgFWGnBtkiRJkqQhmeyaw5cDewJrAZ/taL8N+MCAapIkSZIkDdlk1xweCRyZ5HVVdeyQapIkSZIkDVm/f+fw2CSvAJ4FrNjRfsCgCpMkSZIkDU9fN6RJciiwM/BumusOdwKePMC6JEmSJElD1O/dSjetqt2Bm6vqY8CLgLUHV5YkSZIkaZj6DYd3tt/vSPIk4K/AuoMpSZIkSZI0bP2Gw+OTzAQ+DZwPXA0cvbg7T7JdksuTzEuyf4/+JDm47b8oycb9ritJkiRJ6l+/N6Q5sH14bJLjgRWr6pbF2XGSGcAhwLbAfODcJMdV1W86hm0PrN9+vQD4MvCCPteVJEmSJPWp3xvSvLOdOaSq7gaWSfKOxdz3JsC8qrqyqu6hmYncsWvMjsDXq3EOMDPJGn2uK0mSJEnqU7+nlb61qv48tlBVNwNvXcx9rwlc27E8v23rZ0w/60qSJEmS+tRvOFwmScYW2tM6l1/MfadHW/U5pp91mw0keyeZm2TuggULHmaJkiRJkrR06Dccnggck2TrJFsB3wJ+vJj7ns/Cfw5jLeC6Psf0sy4AVXVYVc2pqjmzZs1azJIlSZIkaXrqNxzuB/wUeDvwTuAU4H2Lue9zgfWTrJtkeWAX4LiuMccBu7d3LX0hcEtVXd/nupIkSZKkPvV7t9L7ae4U+uUlteOqujfJu2hmJWcAX6uqS5K8re0/FDgB2AGYB9wB7DXRukuqNkmSJEla2qSq56V6TWdyTFW9IcnF9Limr6o2HGRxS9qcOXNq7ty5oy5DkiRJkkYiyXlVNadX32Qzh/u031+5ZEuSJEmSJD2STBgO2+v7qKprhlOOJEmSJGkUJgyHSW5j4dNJw4N/SqKqapUB1iZJkiRJGpLJZg5XHlYhkiRJkqTR6etupQBJNgZeTDNzeGZV/WpgVUmSJEmShqqvv3OY5MPAkcDjgNWBI5J8aJCFSZIkSZKGp9+Zw12B51bVXQBJDgLOBz4+qMIkSZIkScPT18whcDWwYsfyCsD/LfFqJEmSJEkjMdndSr9Ac43h3cAlSU5ql7cFzhx8eZIkSZKkYZjstNK57ffzgO93tJ86kGokSZIkSSMx2Z+yOHJYhUiSJEmSRqevG9IkuYrmdNKFVNVTlnhFkiRJkqSh6/dupXM6Hq8I7ASstuTLkSRJkiSNQl93K62qmzq+fl9VnwO2GnBtkiRJkqQh6fe00o07FpehmUlceSAVSZIkSZKGrt/TSj/T8fhe4CrgDUu+HEmSJEnSKPQVDqtqy0EXIkmSJEkanQmvOUzygiQXJvlLkrOTPHNYhUmSJEmShmeyG9IcAuwLPA74LPC5gVckSZIkSRq6ycLhMlV1UlXdXVXfAWYNoyhJkiRJ0nBNds3hzCSvHW+5qr43mLIkSZIkScM0WTg8DXgVUEA6lmnbDIeSJEmSNA1MGA6rai+AJB+qqo+3j1eoqruHUZwkSZIkaTgmu1vp+5K8CHh9R/PZgy1JkiRJkjRsk51WejmwE/CUJGcAlwKPS/L0qrp84NVJkiRJkoZisruV3gx8AJgHbAEc3Lbvn+SsAdYlSZIkSRqiyWYOtwM+AjyV5u8cXgjcPnYtoiRJkiRpephw5rCqPlBVWwNXA9+gCZOzkpyZ5IdDqE+SJEmSNASTzRyOObGqzgXOTfL2qnpxktUHWZgkSZIkaXgmu+YQgKp6X8finm3bjYMoSJIkSZI0fH2Fw05VdeEgCpEkSZIkjc7DDoeSJEmSpOnHcChJkiRJMhxKkiRJkgyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiRGFA6TrJbkpCRXtN9XHWfcdkkuTzIvyf4d7Z9OclmSi5J8P8nM4VUvSZIkSdPPqGYO9wdOqar1gVPa5YUkmQEcAmwPbADsmmSDtvsk4NlVtSHwW+D9Q6lakiRJkqapUYXDHYEj28dHAn/bY8wmwLyqurKq7gGObtejqn5SVfe2484B1hpwvZIkSZI0rY0qHD6hqq4HaL8/vseYNYFrO5bnt23d3gL8aLwdJdk7ydwkcxcsWLAYJUuSJEnS9LXsoDac5GTgiT26PtjvJnq0Vdc+PgjcCxw13kaq6jDgMIA5c+bUeOMkSZIkaWk2sHBYVduM15fkj0nWqKrrk6wB3NBj2Hxg7Y7ltYDrOraxB/BKYOuqMvRJkiRJ0mIY1WmlxwF7tI/3AH7QY8y5wPpJ1k2yPLBLux5JtgP2A15dVXcMoV5JkiRJmtZGFQ4PArZNcgWwbbtMkiclOQGgveHMu4ATgUuBY6rqknb9LwIrAycluSDJocN+ApIkSZI0nQzstNKJVNVNwNY92q8DduhYPgE4oce49QZaoCRJkiQtZUY1cyhJkiRJegQxHEqSJEmSDIeSJEmSJMOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJIkRhcMkqyU5KckV7fdVxxm3XZLLk8xLsn+P/n2TVJLVB1+1JEmSJE1fo5o53B84parWB05plxeSZAZwCLA9sAGwa5INOvrXBrYFfjeUiiVJkiRpGhtVONwROLJ9fCTwtz3GbALMq6orq+oe4Oh2vTH/AbwPqEEWKkmSJElLg1GFwydU1fUA7ffH9xizJnBtx/L8to0krwZ+X1UXDrpQSZIkSVoaLDuoDSc5GXhij64P9ruJHm2VZKV2Gy/rs469gb0B1llnnT53LUmSJElLl4GFw6raZry+JH9MskZVXZ9kDeCGHsPmA2t3LK8FXAc8FVgXuDDJWPv5STapqj/0qOMw4DCAOXPmeAqqJEmSJPUwqtNKjwP2aB/vAfygx5hzgfWTrJtkeWAX4LiquriqHl9Vs6tqNk2I3LhXMJQkSZIk9WdU4fAgYNskV9DccfQggCRPSnICQFXdC7wLOBG4FDimqi4ZUb2SJEmSNK0N7LTSiVTVTcDWPdqvA3boWD4BOGGSbc1e0vVJkiRJ0tJmVDOHkiRJkqRHEMOhJEmSJMlwKEmSJEkyHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkoBU1ahrGJokC4BrRl1HD6sDN466CE1bHl8aJI8vDZrHmAbJ40uD9Eg9vp5cVbN6dSxV4fCRKsncqpoz6jo0PXl8aZA8vjRoHmMaJI8vDdJUPL48rVSSJEmSZDiUJEmSJBkOHykOG3UBmtY8vjRIHl8aNI8xDZLHlwZpyh1fXnMoSZIkSXLmUJIkSZJkOByqJNsluTzJvCT79+hPkoPb/ouSbDyKOjU19XF87dYeVxclOSvJc0ZRp6amyY6vjnHPT3JfktcPsz5Nbf0cX0m2SHJBkkuSnDbsGjV19fH/42OT/DDJhe3xtdco6tTUlORrSW5I8utx+qfU53vD4ZAkmQEcAmwPbADsmmSDrmHbA+u3X3sDXx5qkZqy+jy+rgJeWlUbAgcyBc+D12j0eXyNjfs34MThVqiprJ/jK8lM4EvAq6vqWcBOQy9UU1Kf/369E/hNVT0H2AL4TJLlh1qoprIjgO0m6J9Sn+8Nh8OzCTCvqq6sqnuAo4Edu8bsCHy9GucAM5OsMexCNSVNenxV1VlVdXO7eA6w1pBr1NTVz79fAO8GjgVuGGZxmvL6Ob7eCHyvqn4HUFUeY+pXP8dXASsnCfAY4E/AvcMtU1NVVZ1Oc8yMZ0p9vjccDs+awLUdy/Pbtoc7Rurl4R47fwf8aKAVaTqZ9PhKsibwGuDQIdal6aGff7+eBqya5NQk5yXZfWjVaarr5/j6IvBM4DrgYmCfqrp/OOVpKTClPt8vO+oCliLp0dZ9q9h+xki99H3sJNmSJhy+eKAVaTrp5/j6HLBfVd3X/PJd6ls/x9eywPOArYFHAWcnOaeqfjvo4jTl9XN8vRy4ANgKeMRakuwAAAbRSURBVCpwUpIzqurWQRenpcKU+nxvOBye+cDaHctr0fyG6uGOkXrp69hJsiHwVWD7qrppSLVp6uvn+JoDHN0Gw9WBHZLcW1X/M5wSNYX1+//jjVV1O3B7ktOB5wCGQ02mn+NrL+Cgav6+27wkVwHPAH45nBI1zU2pz/eeVjo85wLrJ1m3vch5F+C4rjHHAbu3dzV6IXBLVV0/7EI1JU16fCVZB/ge8GZ/266HadLjq6rWrarZVTUb+C7wDoOh+tTP/48/ADZPsmySlYAXAJcOuU5NTf0cX7+jmZUmyROApwNXDrVKTWdT6vO9M4dDUlX3JnkXzV38ZgBfq6pLkryt7T8UOAHYAZgH3EHzmyxpUn0eXx8GHgd8qZ3dubeq5oyqZk0dfR5f0iLp5/iqqkuT/Bi4CLgf+GpV9bxtvNSpz3+/DgSOSHIxzSmA+1XVjSMrWlNKkm/R3OV29STzgY8Ay8HU/HyfZgZdkiRJkrQ087RSSZIkSZLhUJIkSZJkOJQkSZIkYTiUJEmSJGE4lCRJkiRhOJQkDUGS+5JckOTXSb7T/q26icafmuQhf2olyZ5Jvtg+fluS3RehlplJ3tGx/KQk33242xln26cmubx9rhckef2S2O4jQZLZSe5MckFH21+6xjzw8xlnGzsnmZfk+EHWKklaNIZDSdIw3FlVG1XVs4F7gLct7gbbv3/39UVYdSbwQDisquuqakmGuN3a57pRVS0UOts/gjyV/+/9v6raaFFXrqpvA3+/BOuRJC1BU/k/KEnS1HQGsF47E/XAHzJPsm+Sj3aMe1OSs9rZxk26N5Lko0n2bR+vl+TkJBcmOT/JU5M8Jskp7fLFSXZsVz0IeGo7s/fpzjqSrJjk8Hb8r5Js2bbvmeR7SX6c5Iokn+r3ybbbvzTJl4DzgbWTvCzJ2W1t30nymHbsdkkuS3JmkoPHZtg6n2u7/Osks9vHb0ryy/b5fCXJjLb9L0k+0b4m5yR5Qtv+hCTfb9svTLJpkgOT7NOx/U8k+cd+n+M4z/uCjq87k7x0cbYnSRo8w6EkaWiSLAtsD1zcx/BHV9WmNLN8X5tk7FHAIVX1HGBT4HrgLuA1VbUxsCXwmSQB9qedAauqf+7azjsBqupvgF2BI5Os2PZtBOwM/A2wc5K1x6ulIxQ9rm17OvD1qnoucDvwIWCbtra5wHvb/fwn8Cpgc+CJkzxnkjyzrWmzdkbvPmC3tvvRwDnta3I68Na2/WDgtLZ9Y+AS4L+APdptLgPs0r6mk3lUZwgEDhjrGJs9Bf6lfY5n9bE9SdIILTvqAiRJS4VHdVyrdgZNGHnSJOt8C6CqTk+ySpKZvQYlWRlYs6q+346/q21fDvjXJC8B7gfWBJ4wyT5fDHyh3c5lSa4Bntb2nVJVt7Tb/g3wZODaHtvYrarmdtV3TVWd0za9ENgA+HmTVVkeOBt4BnBVVV3RrvcNYO9J6t0aeB5wbrutRwE3tH33AGPX9p0HbNs+3grYvX2O9wG3ALckuSnJc2leo19V1U2T7Bva04U7nuuewJyO5fWBTwNbVdVf+9ieJGmEDIeSpGG4s/tatST3svAZLCsuvAo1yfIDmxqnfTdgFvC8qvprkqt77KPfbQHc3fH4Ph7e/6G3d+3jpKradaEdJxsx/nMc77UKcGRVvb/HOn+tqrHt9VPvV4E9aWYsJ5upnVSSRwPHAG+tqusWd3uSpMHztFJJ0qj8EXh8ksclWQF4ZVf/zgBJXgzcMjZr162qbgXmJ/nbdvwKae6G+ljghjYYbkkz0wdwG7DyODWdTntaZpKnAesAly/qExzHOcBmSdZr97NSu6/LgHWTPLUd1xker6Y5BZQkGwPrtu2nAK9P8vi2b7UkT2ZipwBvb8fPSLJK2/59YDvg+cCJi/70HnA4cHhVnbEEtiVJGgLDoSRpJNrTDA8AfkFz+uNlXUNuTnIWcCjwd5Ns7s3APya5iObatifSXDM3J8lcmsB3Wbvfm2hO6fx1kk93bedLwIwkFwPfBvasqrtZgqpqAc0M3bfaes8BntGeDrs38L9JzgSu6VjtWGC19tTctwO/bbf1G5rrF3/SbuskYI1JStgH2LJ9jucBz2q3dQ/wM+CY9nTTRdYG1NcDb+m4JvEhf5pEkvTIkgfPOJEkSY8USbYA9q2q7hnVQe1vGZq7qe40dt1jV/9s4Pj2z5Eszn62YIjPS5LUP2cOJUlayiXZAJhHc9OdhwTD1n3AYztuLLQo+9mZZnb25kXdhiRpcJw5lCRJkiQ5cyhJkiRJMhxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZKA/w+oz4B/3FIo4gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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d2uVzknwryeVJLk1y2PCrlyRJkqTpY2ThMMkM4BhgITAfOCDJ/HHNFgLz2mkRcGy7/H7gb6vqacAuwFv6bCtJkiRJ6miUPYc7A0ur6uqqug84Bdh3XJt9gZOqcR4wK8lWVXVjVf0IoKruAC4Hthlm8ZIkSZI0nYwyHG4DXN8zv4xHBrxJ2ySZCzwH+EG/gyRZlGRJkiXLly9fzZIlSZIkaXoaZThMn2W1Mm2SbAicBrytqm7vd5CqOr6qFlTVgtmzZ69ysZIkSZI0nY0yHC4D5vTMbwvc0LVNksfQBMPPVtUXB1inJEmSJE17owyH5wPzkuyQZF1gf+D0cW1OBw5qn1q6C3BbVd2YJMAngcur6qPDLVuSJEmSpp+ZozpwVd2f5K3AmcAM4FNVdWmSQ9v1xwGLgb2BpcDdwOvazV8IvBa4JMmF7bJ3VdXiYZ6DJEmSJE0XqRp/m9/0tWDBglqyZMmoy5AkSZKkkUhyQVUt6LdulMNKJUmSJEmPEoZDSZIkSZLhUJIkSZJkOJQkSZIkYTiUJEmSJGE4lCRJkiRhOJQkSZIkYTiUJEmSJGE4lCRJkiRhOJQkSZIkYTiUJEmSJLEK4TDJpkmeOYhiJEmSJEmj0SkcJjknycZJNgMuAj6d5KODLU2SJEmSNCxdew43qarbgT8DPl1VzwVeMriyJEmSJEnD1DUczkyyFfBq4IwB1iNJkiRJGoGu4fD9wJnA0qo6P8kTgasGV5YkSZIkaZhmdmlUVZ8HPt8zfzXwikEVJUmSJEkark7hMMls4I3A3N5tqur1gylLkiRJkjRMncIh8BXgu8A3gAcGV44kSZIkaRS6hsMNquodA61EkiRJkjQyXR9Ic0aSvQdaiSRJkiRpZLqGw8NoAuJvktzRTrcPsjBJkiRJ0vB0fVrpRoMuRJIkSZI0Ol3vOSTJPsAftLPnVNUZgylJkiRJkjRsnYaVJjmSZmjpZe10WLtMkiRJkjQNdO053Bt4dlU9CJDkRODHwBGDKkySJEmSNDxdH0gDMKvn9SZruhBJkiRJ0uh07Tn8J+DHSb4FhObew3cOrCpJkiRJ0lB1fVrpyUnOAX6fJhy+o6p+McjCJEmSJEnDs8JhpUme2v65E7AVsAy4Hti6XSZJkiRJmgYm6zn8G2AR8JE+6wrYfY1XJEmSJEkauhWGw6pa1L5cWFW/6V2XZL2BVSVJkiRJGqquTys9t+MySZIkSdIUtMKewyRPALYB1k/yHJqH0QBsDGww4NokSZIkSUMy2T2HfwwcAmwLfLRn+R3AuwZUkyRJkiRpyCa75/BE4MQkr6iq04ZUkyRJkiRpyLp+z+FpSV4KPB1Yr2f5+wdVmCRJkiRpeDo9kCbJccB+wF/R3Hf4KmD7AdYlSZIkSRqirk8rfUFVHQTcWlX/ADwfmDO4siRJkiRJw9Q1HN7T/nl3kq2B3wI7DKYkSZIkSdKwdQ2HZySZBXwY+BFwDXDK6h48yV5JrkyyNMkRfdYnydHt+ouT7NR1W0mSJElSd10fSPOB9uVpSc4A1quq21bnwElmAMcAewLLgPOTnF5Vl/U0WwjMa6fnAccCz+u4rSRJkiSpo64PpHlL23NIVd0LrJPkzat57J2BpVV1dVXdR9MTue+4NvsCJ1XjPGBWkq06bitJkiRJ6qjrsNI3VtWvx2aq6lbgjat57G2A63vml7XLurTpsq0kSZIkqaOu4XCdJBmbaYd1rruax06fZdWxTZdtmx0ki5IsSbJk+fLlK1miJEmSJK0duobDM4FTk+yRZHfgZODrq3nsZTz86zC2BW7o2KbLtgBU1fFVtaCqFsyePXs1S5YkSZKk6alrOHwH8E3gTcBbgLOBw1fz2OcD85LskGRdYH/g9HFtTgcOap9augtwW1Xd2HFbSZIkSVJHXZ9W+iDNk0KPXVMHrqr7k7yVpldyBvCpqro0yaHt+uOAxcDewFLgbuB1K9p2TdUmSZIkSWubVPW9Va9ZmZxaVa9Ocgl97umrqmcOsrg1bcGCBbVkyZJRlyFJkiRJI5Hkgqpa0G/dZD2Hh7V/vmzNliRJkiRJejRZYThs7++jqq4dTjmSJEmSpFFYYThMcgcPH04afvdVElVVGw+wNkmSJEnSkEzWc7jRsAqRJEmSJI1Op6eVAiTZCdiVpufwe1X144FVJUmSJEkaqk7fc5jk74ETgc2BLYATkrxnkIVJkiRJkoana8/hAcBzquo3AEmOBH4EfHBQhUmSJEmShqdTzyFwDbBez/xjgf9Z49VIkiRJkkZisqeV/hvNPYb3ApcmOaud3xP43uDLkyRJkiQNw2TDSpe0f14AfKln+TkDqUaSJEmSNBKTfZXFicMqRJIkSZI0Op0eSJPkZzTDSR+mqp64xiuSJEmSJA1d16eVLuh5vR7wKmCzNV+OJEmSJGkUOj2ttKpu6Zl+XlVHAbsPuDZJkiRJ0pB0HVa6U8/sOjQ9iRsNpCJJkiRJ0tB1HVb6kZ7X9wM/A1695suRJEmSJI1Cp3BYVS8edCGSJEmSpNFZ4T2HSZ6X5KIkdyb5fpKnDaswSZIkSdLwTPZAmmOAtwObAx8Fjhp4RZIkSZKkoZssHK5TVWdV1b1V9Xlg9jCKkiRJkiQN12T3HM5K8mcTzVfVFwdTliRJkiRpmCYLh98GXg4UkJ552mWGQ0mSJEmaBlYYDqvqdQBJ3lNVH2xfP7aq7h1GcZIkSZKk4ZjsaaWHJ3k+8Mqexd8fbEmSJEmSpGGbbFjplcCrgCcm+S5wObB5kqdU1ZUDr06SJEmSNBSTPa30VuBdwFJgN+DodvkRSc4dYF2SJEmSpCGarOdwL+C9wI4033N4EXDX2L2IkiRJkqTpYYU9h1X1rqraA7gG+AxNmJyd5HtJvjqE+iRJkiRJQzBZz+GYM6vqfOD8JG+qql2TbDHIwiRJkiRJwzPZPYcAVNXhPbOHtMtuHkRBkiRJkqTh6xQOe1XVRYMoRJIkSZI0OisdDiVJkiRJ04/hUJIkSZJkOJQkSZIkGQ4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSYwoHCbZLMlZSa5q/9x0gnZ7JbkyydIkR/Qs/3CSK5JcnORLSWYNr3pJkiRJmn5G1XN4BHB2Vc0Dzm7nHybJDOAYYCEwHzggyfx29VnAM6rqmcBPgXcOpWpJkiRJmqZGFQ73BU5sX58I/EmfNjsDS6vq6qq6Dzil3Y6q+q+qur9tdx6w7YDrlSRJkqRpbVThcMuquhGg/fPxfdpsA1zfM7+sXTbe64GvTXSgJIuSLEmyZPny5atRsiRJkiRNXzMHteMk3wCe0GfVu7vuos+yGneMdwP3A5+daCdVdTxwPMCCBQtqonaSJEmStDYbWDisqpdMtC7JL5NsVVU3JtkKuKlPs2XAnJ75bYEbevZxMPAyYI+qMvRJkiRJ0moY1bDS04GD29cHA1/p0+Z8YF6SHZKsC+zfbkeSvYB3APtU1d1DqFeSJEmSprVRhcMjgT2TXAXs2c6TZOskiwHaB868FTgTuBw4taoubbf/GLARcFaSC5McN+wTkCRJkqTpZGDDSlekqm4B9uiz/AZg7575xcDiPu2eNNACJUmSJGktM6qeQ0mSJEnSo4jhUJIkSZJkOJQkSZIkGQ4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSRgOJUmSJEkYDiVJkiRJGA4lSZIkSYwoHCbZLMlZSa5q/9x0gnZ7JbkyydIkR/RZ//YklWSLwVctSZIkSdPXqHoOjwDOrqp5wNnt/MMkmQEcAywE5gMHJJnfs34OsCdw3VAqliRJkqRpbFThcF/gxPb1icCf9GmzM7C0qq6uqvuAU9rtxvwLcDhQgyxUkiRJktYGowqHW1bVjQDtn4/v02Yb4Pqe+WXtMpLsA/y8qi4adKGSJEmStDaYOagdJ/kG8IQ+q97ddRd9llWSDdp9/FHHOhYBiwC22267joeWJEmSpLXLwMJhVb1konVJfplkq6q6MclWwE19mi0D5vTMbwvcAOwI7ABclGRs+Y+S7FxVv+hTx/HA8QALFixwCKokSZIk9TGqYaWnAwe3rw8GvtKnzfnAvCQ7JFkX2B84vaouqarHV9XcqppLEyJ36hcMJUmSJEndjCocHgnsmeQqmieOHgmQZOskiwGq6n7grcCZwOXAqVV16YjqlSRJkqRpbWDDSlekqm4B9uiz/AZg7575xcDiSfY1d03XJ0mSJElrm1H1HEqSJEmSHkUMh5IkSZIkw6EkSZIkyXAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEnCcChJkiRJwnAoSZIkScJwKEmSJEkCUlWjrmFokiwHrh11HX1sAdw86iI0bXl9aZC8vjRoXmMaJK8vDdKj9fravqpm91uxVoXDR6skS6pqwajr0PTk9aVB8vrSoHmNaZC8vjRIU/H6clipJEmSJMlwKEmSJEkyHD5aHD/qAjSteX1pkLy+NGheYxokry8N0pS7vrznUJIkSZJkz6EkSZIkyXA4VEn2SnJlkqVJjuizPkmObtdfnGSnUdSpqanD9XVge11dnOTcJM8aRZ2amia7vnra/X6SB5K8cpj1aWrrcn0l2S3JhUkuTfLtYdeoqavD/4+bJPlqkova6+t1o6hTU1OSTyW5KclPJlg/pX6+NxwOSZIZwDHAQmA+cECS+eOaLQTmtdMi4NihFqkpq+P19TPgD6vqmcAHmILj4DUaHa+vsXb/GzhzuBVqKutyfSWZBXwc2Keqng68auiFakrq+O/XW4DLqupZwG7AR5KsO9RCNZWdAOy1gvVT6ud7w+Hw7Awsraqrq+o+4BRg33Ft9gVOqsZ5wKwkWw27UE1Jk15fVXVuVd3azp4HbDvkGjV1dfn3C+CvgNOAm4ZZnKa8LtfXnwNfrKrrAKrKa0xddbm+CtgoSYANgV8B9w+3TE1VVfUdmmtmIlPq53vD4fBsA1zfM7+sXbaybaR+VvbaeQPwtYFWpOlk0usryTbAnwLHDbEuTQ9d/v16MrBpknOSXJDkoKFVp6muy/X1MeBpwA3AJcBhVfXgcMrTWmBK/Xw/c9QFrEXSZ9n4R8V2aSP10/naSfJimnC460Ar0nTS5fo6CnhHVT3Q/PJd6qzL9TUTeC6wB7A+8P0k51XVTwddnKa8LtfXHwMXArsDOwJnJfluVd0+6OK0VphSP98bDodnGTCnZ35bmt9QrWwbqZ9O106SZwKfABZW1S1Dqk1TX5frawFwShsMtwD2TnJ/VX15OCVqCuv6/+PNVXUXcFeS7wDPAgyHmkyX6+t1wJHVfL/b0iQ/A54K/HA4JWqam1I/3zusdHjOB+Yl2aG9yXl/4PRxbU4HDmqfarQLcFtV3TjsQjUlTXp9JdkO+CLwWn/brpU06fVVVTtU1dyqmgt8AXizwVAddfn/8SvAi5LMTLIB8Dzg8iHXqampy/V1HU2vNEm2BJ4CXD3UKjWdTamf7+05HJKquj/JW2me4jcD+FRVXZrk0Hb9ccBiYG9gKXA3zW+ypEl1vL7+Htgc+Hjbu3N/VS0YVc2aOjpeX9Iq6XJ9VdXlSb4OXAw8CHyiqvo+Nl7q1fHfrw8AJyS5hGYI4Duq6uaRFa0pJVmkd2UAAAWDSURBVMnJNE+53SLJMuC9wGNgav58n6YHXZIkSZK0NnNYqSRJkiTJcChJkiRJMhxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkoYgyQNJLkzykySfb7+rbkXtz0nyiK9aSXJIko+1rw9NctAq1DIryZt75rdO8oWV3c8E+z4nyZXtuV6Y5JVrYr+PBknmJrknyYU9y+4c1+ahz2eCfeyXZGmSMwZZqyRp1RgOJUnDcE9VPbuqngHcBxy6ujtsv//upFXYdBbwUDisqhuqak2GuAPbc312VT0sdLZfgjyV/+/9n6p69qpuXFWfA/5iDdYjSVqDpvJ/UJKkqem7wJPanqiHvsg8yduTvK+n3WuSnNv2Nu48fidJ3pfk7e3rJyX5RpKLkvwoyY5JNkxydjt/SZJ9202PBHZse/Y+3FtHkvWSfLpt/+MkL26XH5Lki0m+nuSqJP/c9WTb/V+e5OPAj4A5Sf4oyffb2j6fZMO27V5JrkjyvSRHj/Ww9Z5rO/+TJHPb169J8sP2fP49yYx2+Z1JPtS+J+cl2bJdvmWSL7XLL0rygiQfSHJYz/4/lOSvu57jBOd9Yc90T5I/XJ39SZIGz3AoSRqaJDOBhcAlHZo/rqpeQNPL96lJ2n4WOKaqngW8ALgR+A3wp1W1E/Bi4CNJAhxB2wNWVf9r3H7eAlBVvwccAJyYZL123bOB/YDfA/ZLMmeiWnpC0ebtsqcAJ1XVc4C7gPcAL2lrWwL8TXuc/wBeDrwIeMIk50ySp7U1vbDt0XsAOLBd/TjgvPY9+Q7wxnb50cC32+U7AZcCnwQObve5DrB/+55OZv3eEAi8f2zFWO8p8HftOZ7bYX+SpBGaOeoCJElrhfV77lX7Lk0Y2XqSbU4GqKrvJNk4yax+jZJsBGxTVV9q2/+mXf4Y4B+T/AHwILANsOUkx9wV+Ld2P1ckuRZ4crvu7Kq6rd33ZcD2wPV99nFgVS0ZV9+1VXVeu2gXYD7w301WZV3g+8BTgZ9V1VXtdp8BFk1S7x7Ac4Hz232tD9zUrrsPGLu37wJgz/b17sBB7Tk+ANwG3JbkliTPoXmPflxVt0xybGiHC/ec6yHAgp75ecCHgd2r6rcd9idJGiHDoSRpGO4Zf69akvt5+AiW9R6+CTXJ/EO7mmD5gcBs4LlV9dsk1/Q5Rtd9Adzb8/oBVu7/0LvGHeOsqjrgYQdOns3E5zjRexXgxKp6Z59tfltVY/vrUu8ngENoeiwn66mdVJLHAacCb6yqG1Z3f5KkwXNYqSRpVH4JPD7J5kkeC7xs3Pr9AJLsCtw21ms3XlXdDixL8idt+8emeRrqJsBNbTB8MU1PH8AdwEYT1PQd2mGZSZ4MbAdcuaonOIHzgBcmeVJ7nA3aY10B7JBkx7Zdb3i8hmYIKEl2AnZol58NvDLJ49t1myXZnhU7G3hT235Gko3b5V8C9gJ+Hzhz1U/vIZ8GPl1V310D+5IkDYHhUJI0Eu0ww/cDP6AZ/njFuCa3JjkXOA54wyS7ey3w10kuprm37Qk098wtSLKEJvBd0R73FpohnT9J8uFx+/k4MCPJJcDngEOq6l7WoKpaTtNDd3Jb73nAU9vhsIuA/0zyPeDans1OAzZrh+a+Cfhpu6/LaO5f/K92X2cBW01SwmHAi9tzvAB4eruv+4BvAae2w01XWRtQXwm8vueexEd8NYkk6dElvxtxIkmSHi2S7Aa8varG96gO6njr0DxN9VVj9z2OWz8XOKP9OpLVOc5uDPG8JEnd2XMoSdJaLsl8YCnNQ3ceEQxbDwCb9DxYaFWOsx9N7+ytq7oPSdLg2HMoSZIkSbLnUJIkSZJkOJQkSZIkYTiUJEmSJGE4lCRJkiRhOJQkSZIkYTiUJEmSJAH/HxJ8GQh7UWVkAAAAAElFTkSuQmCC",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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SJEmSNBJJzquqOb36RnlaqSRJkiTpEcJwKEmSJEkyHEqSJEmSDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiRGHA6TbJfk8iTzkuzfoz9JDm77L0qycdu+dpKfJbk0ySVJ9hl+9ZIkSZI0fYwsHCaZARwCbA9sAOyaZIOuYdsD67dfewNfbtvvBf6pqp4JvBB4Z491JUmSJEl9GuXM4SbAvKq6sqruAY4GduwasyPw9WqcA8xMskZVXV9V5wNU1W3ApcCawyxekiRJkqaTUYbDNYFrO5bn89CAN+mYJLOB5wK/6LWTJHsnmZtk7oIFCxazZEmSJEmankYZDtOjrR7OmCSPAY4F/l9V3dprJ1V1WFXNqao5s2bNWuRiJUmSJGk6G2U4nA+s3bG8FnBdv2OSLEcTDI+qqu8NsE5JkiRJmvZGGQ7PBdZPsm6S5YFdgOO6xhwH7N7etfSFwC1VdX2SAP8FXFpVnx1u2ZIkSZI0/Sw7qh1X1b1J3gWcCMwAvlZVlyR5W9t/KHACsAMwD7gD2KtdfTPgzcDFSS5o2z5QVScM8zlIkiRJ0nSRqu7L/KavOXPm1Ny5c0ddhiRJkiSNRJLzqmpOr75RnlYqSZIkSXqEMBxKkiRJkgyHkiRJkiTDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkiUUIh0lWTbLhIIqRJEmSJI1GX+EwyalJVkmyGnAhcHiSzw62NEmSJEnSsPQ7c/jYqroVeC1weFU9D9hmcGVJkiRJkoap33C4bJI1gDcAxw+wHkmSJEnSCPQbDg8ATgTmVdW5SZ4CXDG4siRJkiRJw7RsP4Oq6jvAdzqWrwReN6iiJEmSJEnD1Vc4TDILeCswu3OdqnrLYMqSJEmSJA1TX+EQ+AFwBnAycN/gypEkSZIkjUK/4XClqtpvoJVIkiRJkkam3xvSHJ9kh4FWIkmSJEkamX7D4T40AfGuJLe1X7cOsjBJkiRJ0vD0e7fSlQddiCRJkiRpdPq95pAkrwZe0i6eWlXHD6YkSZIkSdKw9XVaaZKDaE4t/U37tU/bJkmSJEmaBvqdOdwB2Kiq7gdIciTwK2D/QRUmSZIkSRqefm9IAzCz4/Fjl3QhkiRJkqTR6Xfm8JPAr5L8DAjNtYfvH1hVkiRJkqSh6vdupd9KcirwfJpwuF9V/WGQhUmSJEmShmfC00qTPKP9vjGwBjAfuBZ4UtsmSZIkSZoGJps5fC+wN/CZHn0FbLXEK5IkSZIkDd2E4bCq9m4fbl9Vd3X2JVlxYFVJkiRJkoaq37uVntVnmyRJkiRpCppw5jDJE4E1gUcleS7NzWgAVgFWGnBtkiRJkqQhmeyaw5cDewJrAZ/taL8N+MCAapIkSZIkDdlk1xweCRyZ5HVVdeyQapIkSZIkDVm/f+fw2CSvAJ4FrNjRfsCgCpMkSZIkDU9fN6RJciiwM/BumusOdwKePMC6JEmSJElD1O/dSjetqt2Bm6vqY8CLgLUHV5YkSZIkaZj6DYd3tt/vSPIk4K/AuoMpSZIkSZI0bP2Gw+OTzAQ+DZwPXA0cvbg7T7JdksuTzEuyf4/+JDm47b8oycb9ritJkiRJ6l+/N6Q5sH14bJLjgRWr6pbF2XGSGcAhwLbAfODcJMdV1W86hm0PrN9+vQD4MvCCPteVJEmSJPWp3xvSvLOdOaSq7gaWSfKOxdz3JsC8qrqyqu6hmYncsWvMjsDXq3EOMDPJGn2uK0mSJEnqU7+nlb61qv48tlBVNwNvXcx9rwlc27E8v23rZ0w/60qSJEmS+tRvOFwmScYW2tM6l1/MfadHW/U5pp91mw0keyeZm2TuggULHmaJkiRJkrR06Dccnggck2TrJFsB3wJ+vJj7ns/Cfw5jLeC6Psf0sy4AVXVYVc2pqjmzZs1azJIlSZIkaXrqNxzuB/wUeDvwTuAU4H2Lue9zgfWTrJtkeWAX4LiuMccBu7d3LX0hcEtVXd/nupIkSZKkPvV7t9L7ae4U+uUlteOqujfJu2hmJWcAX6uqS5K8re0/FDgB2AGYB9wB7DXRukuqNkmSJEla2qSq56V6TWdyTFW9IcnF9Limr6o2HGRxS9qcOXNq7ty5oy5DkiRJkkYiyXlVNadX32Qzh/u031+5ZEuSJEmSJD2STBgO2+v7qKprhlOOJEmSJGkUJgyHSW5j4dNJw4N/SqKqapUB1iZJkiRJGpLJZg5XHlYhkiRJkqTR6etupQBJNgZeTDNzeGZV/WpgVUmSJEmShqqvv3OY5MPAkcDjgNWBI5J8aJCFSZIkSZKGp9+Zw12B51bVXQBJDgLOBz4+qMIkSZIkScPT18whcDWwYsfyCsD/LfFqJEmSJEkjMdndSr9Ac43h3cAlSU5ql7cFzhx8eZIkSZKkYZjstNK57ffzgO93tJ86kGokSZIkSSMx2Z+yOHJYhUiSJEmSRqevG9IkuYrmdNKFVNVTlnhFkiRJkqSh6/dupXM6Hq8I7ASstuTLkSRJkiSNQl93K62qmzq+fl9VnwO2GnBtkiRJkqQh6fe00o07FpehmUlceSAVSZIkSZKGrt/TSj/T8fhe4CrgDUu+HEmSJEnSKPQVDqtqy0EXIkmSJEkanQmvOUzygiQXJvlLkrOTPHNYhUmSJEmShmeyG9IcAuwLPA74LPC5gVckSZIkSRq6ycLhMlV1UlXdXVXfAWYNoyhJkiRJ0nBNds3hzCSvHW+5qr43mLIkSZIkScM0WTg8DXgVUEA6lmnbDIeSJEmSNA1MGA6rai+AJB+qqo+3j1eoqruHUZwkSZIkaTgmu1vp+5K8CHh9R/PZgy1JkiRJkjRsk51WejmwE/CUJGcAlwKPS/L0qrp84NVJkiRJkoZisruV3gx8AJgHbAEc3Lbvn+SsAdYlSZIkSRqiyWYOtwM+AjyV5u8cXgjcPnYtoiRJkiRpephw5rCqPlBVWwNXA9+gCZOzkpyZ5IdDqE+SJEmSNASTzRyOObGqzgXOTfL2qnpxktUHWZgkSZIkaXgmu+YQgKp6X8finm3bjYMoSJIkSZI0fH2Fw05VdeEgCpEkSZIkjc7DDoeSJEmSpOnHcChJkiRJMhxKkiRJkgyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiQMh5IkSZIkDIeSJEmSJAyHkiRJkiRGFA6TrJbkpCRXtN9XHWfcdkkuTzIvyf4d7Z9OclmSi5J8P8nM4VUvSZIkSdPPqGYO9wdOqar1gVPa5YUkmQEcAmwPbADsmmSDtvsk4NlVtSHwW+D9Q6lakiRJkqapUYXDHYEj28dHAn/bY8wmwLyqurKq7gGObtejqn5SVfe2484B1hpwvZIkSZI0rY0qHD6hqq4HaL8/vseYNYFrO5bnt23d3gL8aLwdJdk7ydwkcxcsWLAYJUuSJEnS9LXsoDac5GTgiT26PtjvJnq0Vdc+PgjcCxw13kaq6jDgMIA5c+bUeOMkSZIkaWk2sHBYVduM15fkj0nWqKrrk6wB3NBj2Hxg7Y7ltYDrOraxB/BKYOuqMvRJkiRJ0mIY1WmlxwF7tI/3AH7QY8y5wPpJ1k2yPLBLux5JtgP2A15dVXcMoV5JkiRJmtZGFQ4PArZNcgWwbbtMkiclOQGgveHMu4ATgUuBY6rqknb9LwIrAycluSDJocN+ApIkSZI0nQzstNKJVNVNwNY92q8DduhYPgE4oce49QZaoCRJkiQtZUY1cyhJkiRJegQxHEqSJEmSDIeSJEmSJMOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJAnDoSRJkiQJw6EkSZIkCcOhJEmSJIkRhcMkqyU5KckV7fdVxxm3XZLLk8xLsn+P/n2TVJLVB1+1JEmSJE1fo5o53B84parWB05plxeSZAZwCLA9sAGwa5INOvrXBrYFfjeUiiVJkiRpGhtVONwROLJ9fCTwtz3GbALMq6orq+oe4Oh2vTH/AbwPqEEWKkmSJElLg1GFwydU1fUA7ffH9xizJnBtx/L8to0krwZ+X1UXDrpQSZIkSVoaLDuoDSc5GXhij64P9ruJHm2VZKV2Gy/rs469gb0B1llnnT53LUmSJElLl4GFw6raZry+JH9MskZVXZ9kDeCGHsPmA2t3LK8FXAc8FVgXuDDJWPv5STapqj/0qOMw4DCAOXPmeAqqJEmSJPUwqtNKjwP2aB/vAfygx5hzgfWTrJtkeWAX4LiquriqHl9Vs6tqNk2I3LhXMJQkSZIk9WdU4fAgYNskV9DccfQggCRPSnICQFXdC7wLOBG4FDimqi4ZUb2SJEmSNK0N7LTSiVTVTcDWPdqvA3boWD4BOGGSbc1e0vVJkiRJ0tJmVDOHkiRJkqRHEMOhJEmSJMlwKEmSJEkyHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkoBU1ahrGJokC4BrRl1HD6sDN466CE1bHl8aJI8vDZrHmAbJ40uD9Eg9vp5cVbN6dSxV4fCRKsncqpoz6jo0PXl8aZA8vjRoHmMaJI8vDdJUPL48rVSSJEmSZDiUJEmSJBkOHykOG3UBmtY8vjRIHl8aNI8xDZLHlwZpyh1fXnMoSZIkSXLmUJIkSZJkOByqJNsluTzJvCT79+hPkoPb/ouSbDyKOjU19XF87dYeVxclOSvJc0ZRp6amyY6vjnHPT3JfktcPsz5Nbf0cX0m2SHJBkkuSnDbsGjV19fH/42OT/DDJhe3xtdco6tTUlORrSW5I8utx+qfU53vD4ZAkmQEcAmwPbADsmmSDrmHbA+u3X3sDXx5qkZqy+jy+rgJeWlUbAgcyBc+D12j0eXyNjfs34MThVqiprJ/jK8lM4EvAq6vqWcBOQy9UU1Kf/369E/hNVT0H2AL4TJLlh1qoprIjgO0m6J9Sn+8Nh8OzCTCvqq6sqnuAo4Edu8bsCHy9GucAM5OsMexCNSVNenxV1VlVdXO7eA6w1pBr1NTVz79fAO8GjgVuGGZxmvL6Ob7eCHyvqn4HUFUeY+pXP8dXASsnCfAY4E/AvcMtU1NVVZ1Oc8yMZ0p9vjccDs+awLUdy/Pbtoc7Rurl4R47fwf8aKAVaTqZ9PhKsibwGuDQIdal6aGff7+eBqya5NQk5yXZfWjVaarr5/j6IvBM4DrgYmCfqrp/OOVpKTClPt8vO+oCliLp0dZ9q9h+xki99H3sJNmSJhy+eKAVaTrp5/j6HLBfVd3X/PJd6ls/x9eywPOArYFHAWcnOaeqfjvo4jTl9XN8vRy4ANgKeMRakuwAAAbRSURBVCpwUpIzqurWQRenpcKU+nxvOBye+cDaHctr0fyG6uGOkXrp69hJsiHwVWD7qrppSLVp6uvn+JoDHN0Gw9WBHZLcW1X/M5wSNYX1+//jjVV1O3B7ktOB5wCGQ02mn+NrL+Cgav6+27wkVwHPAH45nBI1zU2pz/eeVjo85wLrJ1m3vch5F+C4rjHHAbu3dzV6IXBLVV0/7EI1JU16fCVZB/ge8GZ/266HadLjq6rWrarZVTUb+C7wDoOh+tTP/48/ADZPsmySlYAXAJcOuU5NTf0cX7+jmZUmyROApwNXDrVKTWdT6vO9M4dDUlX3JnkXzV38ZgBfq6pLkryt7T8UOAHYAZgH3EHzmyxpUn0eXx8GHgd8qZ3dubeq5oyqZk0dfR5f0iLp5/iqqkuT/Bi4CLgf+GpV9bxtvNSpz3+/DgSOSHIxzSmA+1XVjSMrWlNKkm/R3OV29STzgY8Ay8HU/HyfZgZdkiRJkrQ087RSSZIkSZLhUJIkSZJkOJQkSZIkYTiUJEmSJGE4lCRJkiRhOJQkDUGS+5JckOTXSb7T/q26icafmuQhf2olyZ5Jvtg+fluS3RehlplJ3tGx/KQk33242xln26cmubx9rhckef2S2O4jQZLZSe5MckFH21+6xjzw8xlnGzsnmZfk+EHWKklaNIZDSdIw3FlVG1XVs4F7gLct7gbbv3/39UVYdSbwQDisquuqakmGuN3a57pRVS0UOts/gjyV/+/9v6raaFFXrqpvA3+/BOuRJC1BU/k/KEnS1HQGsF47E/XAHzJPsm+Sj3aMe1OSs9rZxk26N5Lko0n2bR+vl+TkJBcmOT/JU5M8Jskp7fLFSXZsVz0IeGo7s/fpzjqSrJjk8Hb8r5Js2bbvmeR7SX6c5Iokn+r3ybbbvzTJl4DzgbWTvCzJ2W1t30nymHbsdkkuS3JmkoPHZtg6n2u7/Osks9vHb0ryy/b5fCXJjLb9L0k+0b4m5yR5Qtv+hCTfb9svTLJpkgOT7NOx/U8k+cd+n+M4z/uCjq87k7x0cbYnSRo8w6EkaWiSLAtsD1zcx/BHV9WmNLN8X5tk7FHAIVX1HGBT4HrgLuA1VbUxsCXwmSQB9qedAauqf+7azjsBqupvgF2BI5Os2PZtBOwM/A2wc5K1x6ulIxQ9rm17OvD1qnoucDvwIWCbtra5wHvb/fwn8Cpgc+CJkzxnkjyzrWmzdkbvPmC3tvvRwDnta3I68Na2/WDgtLZ9Y+AS4L+APdptLgPs0r6mk3lUZwgEDhjrGJs9Bf6lfY5n9bE9SdIILTvqAiRJS4VHdVyrdgZNGHnSJOt8C6CqTk+ySpKZvQYlWRlYs6q+346/q21fDvjXJC8B7gfWBJ4wyT5fDHyh3c5lSa4Bntb2nVJVt7Tb/g3wZODaHtvYrarmdtV3TVWd0za9ENgA+HmTVVkeOBt4BnBVVV3RrvcNYO9J6t0aeB5wbrutRwE3tH33AGPX9p0HbNs+3grYvX2O9wG3ALckuSnJc2leo19V1U2T7Bva04U7nuuewJyO5fWBTwNbVdVf+9ieJGmEDIeSpGG4s/tatST3svAZLCsuvAo1yfIDmxqnfTdgFvC8qvprkqt77KPfbQHc3fH4Ph7e/6G3d+3jpKradaEdJxsx/nMc77UKcGRVvb/HOn+tqrHt9VPvV4E9aWYsJ5upnVSSRwPHAG+tqusWd3uSpMHztFJJ0qj8EXh8ksclWQF4ZVf/zgBJXgzcMjZr162qbgXmJ/nbdvwKae6G+ljghjYYbkkz0wdwG7DyODWdTntaZpKnAesAly/qExzHOcBmSdZr97NSu6/LgHWTPLUd1xker6Y5BZQkGwPrtu2nAK9P8vi2b7UkT2ZipwBvb8fPSLJK2/59YDvg+cCJi/70HnA4cHhVnbEEtiVJGgLDoSRpJNrTDA8AfkFz+uNlXUNuTnIWcCjwd5Ns7s3APya5iObatifSXDM3J8lcmsB3Wbvfm2hO6fx1kk93bedLwIwkFwPfBvasqrtZgqpqAc0M3bfaes8BntGeDrs38L9JzgSu6VjtWGC19tTctwO/bbf1G5rrF3/SbuskYI1JStgH2LJ9jucBz2q3dQ/wM+CY9nTTRdYG1NcDb+m4JvEhf5pEkvTIkgfPOJEkSY8USbYA9q2q7hnVQe1vGZq7qe40dt1jV/9s4Pj2z5Eszn62YIjPS5LUP2cOJUlayiXZAJhHc9OdhwTD1n3AYztuLLQo+9mZZnb25kXdhiRpcJw5lCRJkiQ5cyhJkiRJMhxKkiRJkjAcSpIkSZIwHEqSJEmSMBxKkiRJkjAcSpIkSZKA/w+oz4B/3FIo4gAAAABJRU5ErkJggg==",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    },
-    {
-     "data": {
-      "image/png": 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",
-      "text/plain": [
-       "<Figure size 1080x360 with 1 Axes>"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
     }
    ],
    "source": [
-    "os.makedirs(\"figs\", exist_ok=True)\n",
+    "from dataclasses import dataclass\n",
+    "from typing import List, Dict\n",
+    "\n",
+    "def str_to_cls(classname):\n",
+    "    return getattr(sys.modules[__name__], classname)\n",
+    "\n",
+    "def row_to_type(row, type, has_idx):\n",
+    "    return type(id=row.name, **row) if has_idx else type(**row)\n",
+    "\n",
+    "def df_to_type_list(df, type):\n",
+    "    if isinstance(type, str):\n",
+    "        type = str_to_cls(type)\n",
+    "        \n",
+    "    has_idx = not isinstance(df.index, pd.RangeIndex)\n",
+    "    return [row_to_type(row, type, has_idx) for _, row in df.iterrows()]\n",
+    "\n",
+    "def by_index(df, index, type):\n",
+    "    return df_to_type_list(df.loc[index], type)\n",
+    "\n",
+    "def by_column(df, column_name, column_val, type):\n",
+    "    return df_to_type_list(df[df[column_name] == column_val], type)\n",
+    "\n",
+    "def list_to_dict(ls, key='id'):\n",
+    "    return {getattr(item, key): item for item in ls}\n",
+    "\n",
+    "#################################\n",
+    "# Predefined (from ROS2DataModel)\n",
+    "#################################\n",
+    "\n",
+    "@dataclass\n",
+    "class Node:\n",
+    "    id: int\n",
+    "    timestamp: int\n",
+    "    tid: int\n",
+    "    rmw_handle: int\n",
+    "    name: str\n",
+    "    namespace: str\n",
+    "\n",
+    "    @property\n",
+    "    def path(self) -> str:\n",
+    "        return os.path.join(self.namespace, self.name)\n",
+    "\n",
+    "    @property\n",
+    "    def publishers(self) -> List['Publisher']:\n",
+    "        return list(filter(lambda pub: pub.node_handle == self.id, publishers.values()))\n",
+    "\n",
+    "    @property\n",
+    "    def subscriptions(self) -> List['Subscription']:\n",
+    "        return list(filter(lambda sub: sub.node_handle == self.id, subscriptions.values()))\n",
+    "    \n",
+    "    @property\n",
+    "    def timers(self) -> List['Timer']:\n",
+    "        links = [link.id for link in timer_node_links.values() if link.node_handle == self.id]\n",
+    "        return list(filter(lambda timer: timer.id in links, timers.values()))\n",
+    "\n",
+    "@dataclass\n",
+    "class Publisher:\n",
+    "    id: int\n",
+    "    timestamp: int\n",
+    "    node_handle: int\n",
+    "    rmw_handle: int\n",
+    "    topic_name: str\n",
+    "    depth: int\n",
+    "\n",
+    "    @property\n",
+    "    def node(self) -> 'Node':\n",
+    "        return nodes[self.node_handle]\n",
+    "\n",
+    "    @property\n",
+    "    def subscriptions(self) -> List['Subscription']:\n",
+    "        return list(filter(lambda sub: sub.topic_name == self.topic_name, subscriptions.values()))\n",
+    "\n",
+    "    @property\n",
+    "    def instances(self) -> List['PublishInstance']:\n",
+    "        return list(filter(lambda inst: inst.publisher_handle == self.id, publish_instances))\n",
+    "    \n",
+    "    @property\n",
+    "    def topic(self) -> 'Topic':\n",
+    "        return topics[self.topic_name]\n",
+    "\n",
+    "\n",
+    "@dataclass\n",
+    "class Subscription:\n",
+    "    id: int\n",
+    "    timestamp: int\n",
+    "    node_handle: int\n",
+    "    rmw_handle: int\n",
+    "    topic_name: str\n",
+    "    depth: int\n",
+    "\n",
+    "    @property\n",
+    "    def node(self) -> 'Node':\n",
+    "        return nodes[self.node_handle]\n",
+    "\n",
+    "    @property\n",
+    "    def publishers(self) -> List['Publisher']:\n",
+    "        return list(filter(lambda pub: pub.topic_name == self.topic_name, publishers.values()))\n",
+    "\n",
+    "    @property\n",
+    "    def topic(self) -> 'Topic':\n",
+    "        return topics[self.topic_name]\n",
+    "    \n",
+    "@dataclass\n",
+    "class Timer:\n",
+    "    id: int\n",
+    "    timestamp: int\n",
+    "    period: int\n",
+    "    tid: int\n",
+    "\n",
+    "    @property\n",
+    "    def nodes(self) -> List['Node']:\n",
+    "        links = [link.node_handle for link in timer_node_links.values() if link.id == self.id]\n",
+    "        return list(filter(lambda node: node.id in links, nodes.values()))\n",
+    "\n",
+    "@dataclass\n",
+    "class TimerNodeLink:\n",
+    "    id: int\n",
+    "    timestamp: int\n",
+    "    node_handle: int\n",
+    "\n",
+    "@dataclass\n",
+    "class SubscriptionObject:\n",
+    "    id: int             # subscription\n",
+    "    timestamp: int\n",
+    "    subscription_handle: int\n",
+    "\n",
+    "    @property\n",
+    "    def subscription(self) -> 'Subscription':\n",
+    "        return subscriptions[self.subscription_handle]\n",
+    "\n",
+    "@dataclass\n",
+    "class CallbackObject:\n",
+    "    id: int             # (reference) = subscription_object.id\n",
+    "    timestamp: int\n",
+    "    callback_object: int\n",
+    "\n",
+    "    @property\n",
+    "    def subscription_object(self) -> 'SubscriptionObject':\n",
+    "        return subscription_objects[self.id]\n",
+    "\n",
+    "    @property\n",
+    "    def callback_instances(self) -> List['CallbackInstance']:\n",
+    "        return list(filter(lambda inst: inst.callback_object == self.id, callback_instances))\n",
+    "\n",
+    "@dataclass\n",
+    "class PublishInstance:\n",
+    "    publisher_handle: int\n",
+    "    timestamp: int\n",
+    "    message: int\n",
+    "\n",
+    "    @property\n",
+    "    def publisher(self) -> 'Publisher':\n",
+    "        return publishers[self.publisher_handle]\n",
+    "\n",
+    "@dataclass\n",
+    "class CallbackInstance:\n",
+    "    callback_object: int\n",
+    "    timestamp: int\n",
+    "    duration: int\n",
+    "    intra_process: bool\n",
+    "\n",
+    "    @property\n",
+    "    def callback_obj(self) -> 'CallbackObject':\n",
+    "        return callback_objects[self.callback_object]\n",
+    "\n",
+    "#######################################\n",
+    "# Self-defined (not from ROS2DataModel)\n",
+    "#######################################\n",
+    "\n",
+    "@dataclass\n",
+    "class Topic:\n",
+    "    name: str\n",
+    "\n",
+    "    @property\n",
+    "    def publishers(self) -> List['Publisher']:\n",
+    "        return list(filter(lambda pub: pub.topic_name == self.name, publishers.values()))\n",
+    "    \n",
+    "    @property\n",
+    "    def subscriptions(self) -> List['Subscription']:\n",
+    "        return list(filter(lambda sub: sub.topic_name == self.name, subscriptions.values()))\n",
+    "\n",
+    "#######################################\n",
+    "# Instantiate collections\n",
+    "#######################################\n",
+    "\n",
+    "nodes:                  Dict[int, 'Node']               = list_to_dict(df_to_type_list(handler.data.nodes,                  'Node'));               print(f\"Processed {len(nodes):<8d} nodes\")\n",
+    "publishers:             Dict[int, 'Publisher']          = list_to_dict(df_to_type_list(handler.data.rcl_publishers,         'Publisher'));          print(f\"Processed {len(publishers):<8d} publishers\")\n",
+    "subscriptions:          Dict[int, 'Subscription']       = list_to_dict(df_to_type_list(handler.data.rcl_subscriptions,      'Subscription'));       print(f\"Processed {len(subscriptions):<8d} subscriptions\")\n",
+    "timers:                 Dict[int, 'Timer']              = list_to_dict(df_to_type_list(handler.data.timers,                 'Timer'));              print(f\"Processed {len(timers):<8d} timers\")\n",
+    "timer_node_links:       Dict[int, 'TimerNodeLink']      = list_to_dict(df_to_type_list(handler.data.timer_node_links,       'TimerNodeLink'));      print(f\"Processed {len(timer_node_links):<8d} timer-node links\")\n",
+    "subscription_objects:   Dict[int, 'SubscriptionObject'] = list_to_dict(df_to_type_list(handler.data.subscription_objects,   'SubscriptionObject')); print(f\"Processed {len(subscription_objects):<8d} subscription objects\")\n",
+    "callback_objects:       Dict[int, 'CallbackObject']     = list_to_dict(df_to_type_list(handler.data.callback_objects,       'CallbackObject'));     print(f\"Processed {len(callback_objects):<8d} callback objects\")\n",
+    "publish_instances:      List['PublishInstance']         =              df_to_type_list(handler.data.rcl_publish_instances,  'PublishInstance');     print(f\"Processed {len(publish_instances):<8d} publish instances\")\n",
+    "callback_instances:     List['CallbackInstance']        =              df_to_type_list(handler.data.callback_instances,     'CallbackInstance');    print(f\"Processed {len(callback_instances):<8d} callback instances\")\n",
+    "\n",
+    "_unique_topic_names = {*(pub.topic_name for pub in publishers.values()), *(sub.topic_name for sub in subscriptions.values())}\n",
+    "topics: Dict[str, 'Topic'] = list_to_dict(map(Topic, _unique_topic_names), key=\"name\"); print(f\"Processed {len(topics):<8d} topics\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[PublishInstance(publisher_handle=580257728, timestamp=1652795531226289729, message=580728240)]"
+      ]
+     },
+     "execution_count": 12,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": []
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Topic-Node Mapping"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "161 topics were aggregated into 78 cohorts\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Aggregate topics that have the same pubs and subs\n",
+    "topic_cohorts = {}\n",
+    "for topic in topics.values():\n",
+    "    key = (frozenset({*(pub.node_handle for pub in topic.publishers)}), frozenset({*(sub.node_handle for sub in topic.subscriptions)}))\n",
+    "    if key not in topic_cohorts:\n",
+    "        topic_cohorts[key] = []\n",
+    "    topic_cohorts[key].append(topic)\n",
+    "\n",
+    "print(f\"{len(topics)} topics were aggregated into {len(topic_cohorts)} cohorts\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Timer-Node Mapping"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 24,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "/system/system_error_monitor                                                              :    10.00Hz\n",
+      "/system/emergency_handler                                                                 :    10.00Hz\n",
+      "/system/ad_service_state_monitor                                                          :     1.00Hz\n",
+      "/planning/scenario_planning/scenario_selector                                             :    10.00Hz\n",
+      "/planning/planning_diagnostics/planning_error_monitor                                     :     1.00Hz\n",
+      "/planning/planning_diagnostics/planning_error_monitor                                     :    10.00Hz\n",
+      "/system/system_monitor/cpu_monitor                                                        :     1.00Hz\n",
+      "/system/system_monitor/hdd_monitor                                                        :     1.00Hz\n",
+      "/control/trajectory_follower/lateral_controller_node_exe                                  :    33.33Hz\n",
+      "/system/system_monitor/hdd_monitor                                                        :     1.00Hz\n",
+      "/system/system_monitor/mem_monitor                                                        :     1.00Hz\n",
+      "/aggregator_node                                                                          :    10.00Hz\n",
+      "/system/system_monitor/net_monitor                                                        :     1.00Hz\n",
+      "/system/system_monitor/ntp_monitor                                                        :     1.00Hz\n",
+      "/system/system_monitor/process_monitor                                                    :     1.00Hz\n",
+      "/control/trajectory_follower/longitudinal_controller_node_exe                             :    33.33Hz\n",
+      "/system/system_monitor/gpu_monitor                                                        :     1.00Hz\n",
+      "/control/external_cmd_selector                                                            :     1.00Hz\n",
+      "/control/external_cmd_selector                                                            :    10.00Hz\n",
+      "/control/external_cmd_converter                                                           :     1.00Hz\n",
+      "/control/external_cmd_converter                                                           :    10.00Hz\n",
+      "/control/trajectory_follower/lane_departure_checker_node                                  :     1.00Hz\n",
+      "/system/ad_service_state_monitor                                                          :    10.00Hz\n",
+      "/planning/scenario_planning/lane_driving/motion_planning/surround_obstacle_checker        :    10.00Hz\n",
+      "/planning/scenario_planning/parking/costmap_generator                                     :    10.00Hz\n",
+      "/planning/scenario_planning/parking/freespace_planner                                     :    10.00Hz\n",
+      "/control/trajectory_follower/lane_departure_checker_node                                  :    10.00Hz\n",
+      "/control/shift_decider                                                                    :    10.00Hz\n",
+      "/control/vehicle_cmd_gate                                                                 :     1.00Hz\n",
+      "/control/vehicle_cmd_gate                                                                 :    10.00Hz\n",
+      "/planning/scenario_planning/lane_driving/behavior_planning/behavior_path_planner          :    10.00Hz\n",
+      "UNKNOWN (x34)                                                                             :     1.00Hz\n",
+      "UNKNOWN (x1)                                                                              :     2.00Hz\n",
+      "UNKNOWN (x1)                                                                              :    10.00Hz\n",
+      "Found 31 timers with a recorded node, 36 without.\n"
+     ]
+    }
+   ],
+   "source": [
+    "unknowns = {}\n",
+    "\n",
+    "print_node_timer = lambda node_path, period: print(f\"{node_path:<90s}: {1/(period*1e-9):8.2f}Hz\")\n",
+    "\n",
+    "for timer in timers.values():\n",
+    "    timer_nodes = timer.nodes\n",
+    "    if not timer_nodes:\n",
+    "        if timer.period not in unknowns:\n",
+    "            unknowns[timer.period] = 0\n",
+    "        unknowns[timer.period] += 1\n",
+    "\n",
+    "    for node in timer_nodes: print_node_timer(node.path, timer.period)\n",
+    "        \n",
+    "for period, count in unknowns.items():\n",
+    "    print_node_timer(f\"UNKNOWN (x{count})\", period)\n",
+    "\n",
+    "n_unknown = sum(unknowns.values())  # Values are counts per period\n",
+    "print(f\"Found {len(timers) - n_unknown} timers with a recorded node, {n_unknown} without.\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Measure Frequency Deviations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "219 unknown publisher handles (176 known ones)\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Get Publisher frequencies\n",
+    "df_publications = handler.data.rcl_publish_instances\n",
+    "pub_stats = {}\n",
+    "unknown = 0\n",
+    "for pi in publish_instances:\n",
+    "    try:\n",
+    "        pub = pi.publisher\n",
+    "    except KeyError:\n",
+    "        unknown += 1\n",
+    "        continue\n",
+    "    if pub.id not in pub_stats:\n",
+    "        pub_stats[pub.id] = {'times': []}\n",
+    "    pub_stats[pub.id]['times'].append(pi.timestamp*1e-9) # Nanoseconds to seconds float\n",
+    "\n",
+    "print(f\"{unknown} unknown publisher handles ({len(pub_stats)} known ones)\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Plot Frequency Deviations"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {
+    "scrolled": true
+   },
+   "outputs": [],
+   "source": [
+    "fig_dirname = \"fig_frequency\"\n",
+    "os.makedirs(fig_dirname, exist_ok=True)\n",
     "for i, (k, v) in enumerate(sorted(pub_stats.items(), key=lambda kv: len(kv[1]['times']), reverse=True)):\n",
     "    pub_time_diff = np.diff(np.array(v['times']))\n",
     "    v['period'] = pub_time_diff.mean()\n",
@@ -3158,32 +626,33 @@
     "    v['frequency_std'] = (1/pub_time_diff).std()\n",
     "\n",
     "    try:\n",
-    "        publisher_data = df_pub[df_pub.index==k]\n",
-    "        publisher_node = publisher_data[\"node_handle\"].iloc[0]\n",
-    "        topic_name = publisher_data[\"topic_name\"].iloc[0]\n",
-    "        node_name = handler.data.nodes[handler.data.nodes.index==publisher_node][\"name\"].iloc[0]\n",
-    "        node_scope = handler.data.nodes[handler.data.nodes.index==publisher_node][\"namespace\"].iloc[0]\n",
-    "\n",
-    "    except Exception as e:\n",
-    "        node_name=\"UNKNOWN\"\n",
+    "        publisher = publishers[k]\n",
+    "        publisher_node = publisher.node\n",
+    "        topic_name = publisher.topic_name\n",
+    "        node_path = publisher_node.path\n",
+    "    except Exception:\n",
     "        topic_name=\"UNKNOWN\"\n",
-    "        node_scope=\"UNKNOWN\"\n",
+    "        node_path=\"UNKNOWN\"\n",
     "    \n",
     "    fig = plt.figure(figsize=(15,5))\n",
     "    ax = fig.add_subplot()\n",
     "    ax.hist(1/pub_time_diff)\n",
     "    ax.set_xlabel(\"Publication Frequency [Hz]\")\n",
     "    ax.set_ylabel(\"#Publications\")\n",
-    "    ax.set_title(f\"{os.path.join(node_scope, node_name)} =({v['frequency']:.2f}Hz)=> {topic_name}\")\n",
-    "    plt.savefig(f\"figs/{i:06}{os.path.join(node_scope, node_name).replace('/','-')}__{topic_name.replace('/','-')}\")\n",
-    "\n",
-    "    \n",
-    "print(f\"#Topics: {len(topics)}; #Cohorts: {len(topic_cohorts)}\")"
+    "    ax.set_title(f\"{node_path} =({v['frequency']:.2f}Hz)=> {topic_name}\")\n",
+    "    plt.savefig(os.path.join(fig_dirname, f\"{i:06}{node_path}__{topic_name}\".replace('/','-')))\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Data Flow Graph"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 26,
    "metadata": {
     "scrolled": false
    },
@@ -3202,10 +671,10 @@
        "        "
       ],
       "text/plain": [
-       "<IPython.lib.display.IFrame at 0xfffbf0ac43d0>"
+       "<IPython.lib.display.IFrame at 0xfffc086ae5e0>"
       ]
      },
-     "execution_count": 7,
+     "execution_count": 26,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -3221,13 +690,13 @@
     "net.add_node(\"OUTPUT\", label=\"Output\", size=100, color=\"red\", physics=False, x=6000, y=0)\n",
     "\n",
     "\n",
-    "for handle, node in nodes.items():\n",
-    "    if any(f in node['name'] for f in node_filters): \n",
+    "for node in nodes.values():\n",
+    "    if any(f in node.name for f in node_filters): \n",
     "        continue\n",
-    "    net.add_node(handle, label=node['name'], size=20, color=\"#333\")\n",
+    "    net.add_node(node.id, label=node.name, size=20, color=\"#333\")\n",
     "\n",
-    "for cohort_key, cohort_topic_names in topic_cohorts.items():\n",
-    "    cohort_topic_names = [name for name in cohort_topic_names if not any(f in name for f in topic_filters)]\n",
+    "for cohort_key, cohort_topics in topic_cohorts.items():\n",
+    "    cohort_topic_names = [topic.name for topic in cohort_topics if not any(f in topic.name for f in topic_filters)]\n",
     "    if not cohort_topic_names: \n",
     "        continue\n",
     "    cohort_id=\"\\n\".join(cohort_topic_names)\n",
@@ -3257,6 +726,831 @@
     "net.show(\"graph.html\")"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Pub-Use Latencies\n",
+    "Compute for each node and its data dependencies the list of pub-use delays (per-topic-per-node list of pub-use delays)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "pub_use_delays = {node.path: {'pubs': {}, 'n_unknown_invocations': 0} for node in nodes.values()}\n",
+    "\n",
+    "for node in nodes.values():\n",
+    "    node_path = node.path\n",
+    "\n",
+    "    timestamp_min = np.inf; timestamp_max = 0\n",
+    "\n",
+    "    for sub in node.subscriptions:\n",
+    "        pub_use_delays[node_path]['pubs'][sub.topic_name] = {}\n",
+    "        for pub in sub.publishers:\n",
+    "            pub_timestamps = [inst.timestamp for inst in pub.instances]\n",
+    "\n",
+    "            try:\n",
+    "                pub_t_min = min(pub_timestamps); pub_t_max = max(pub_timestamps)\n",
+    "            except ValueError:\n",
+    "                pub_t_min = np.inf; pub_t_max = 0\n",
+    "            \n",
+    "            if pub_t_min < timestamp_min: timestamp_min = pub_t_min\n",
+    "            if pub_t_max > timestamp_max: timestamp_max = pub_t_max\n",
+    "\n",
+    "            pub_use_delays[node_path]['pubs'][sub.topic_name][pub.node.path] = pub_timestamps\n",
+    "    \n",
+    "    t = node.timers\n",
+    "    node_invocations = []\n",
+    "    if t:\n",
+    "        if len(t) == 1:\n",
+    "            trigger_str = \"single timer \"\n",
+    "        else:\n",
+    "            trigger_str = f\"{len(t)} timers\"\n",
+    "\n",
+    "        for timer in t:\n",
+    "            timer_invocations: np.ndarray = np.arange(timer.timestamp, timestamp_max, timer.period)\n",
+    "            node_invocations += timer_invocations.tolist()\n",
+    "    else:\n",
+    "        trigger_str = f\"{len(node.subscriptions)} subscriptions\"\n",
+    "        for sub in node.subscriptions:\n",
+    "            try:\n",
+    "                for cb_inst in filter(lambda inst: inst.callback_obj.subscription_object.id == sub.id, callback_instances):\n",
+    "                    node_invocations.append(cb_inst.timestamp)\n",
+    "            except KeyError:\n",
+    "                pub_use_delays[node_path]['n_unknown_invocations'] += 1\n",
+    "                continue\n",
+    "    \n",
+    "    pub_use_delays[node_path]['invocations'] = node_invocations\n"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 54,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Skipping /planning/scenario_planning/lane_driving/behavior_planning/transform_listener_impl_ffff24598628, no publications\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "<ipython-input-54-7f29df84f629>:8: RuntimeWarning: More than 20 figures have been opened. Figures created through the pyplot interface (`matplotlib.pyplot.figure`) are retained until explicitly closed and may consume too much memory. (To control this warning, see the rcParam `figure.max_open_warning`).\n",
+      "  fig = plt.figure(figsize=(15,5))\n"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Skipping /planning/scenario_planning/lane_driving/behavior_planning/transform_listener_impl_ffff24598628, no publications\n",
+      "Skipping /planning/scenario_planning/lane_driving/behavior_planning/transform_listener_impl_ffff24598628, no publications\n"
+     ]
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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1GcpjBVoABsbSUFsDJ3X1a9aqrEa5cztEvcA9hHLn9bmZuRyl6VKMUT77uZVyN7iTr6UozaA7hixfZv41M3emNEc7ADi+vqDoRkpz3G53UU6qL8/M5erf5Mwc9ILtSErt56qZOZnSNK67jLpr+TpuAZaPoW/1XI3S7GkkT67DetGwCj3WI+WZzauAF2fmspSLuolYh8s3alBhaP6fR6ldvrB7xIhYgvJ833eAlet2+BsGW4b5Xbe38tR9pFu/ddpxFKUmdHvgihosz6t52varftvFjZSmq8s1/pbJzK1HysRIx4J6sXQsZXnfA/y662Ko4xZg1Zqvju7tfaRybWou69KUJoW99oFB9tGxdivwgtqKoaO5jW0IXJ+Zd9bufuXQ3X++9+/MvC0zP5KZU4B/Bn4QvT9xNchxal7W26jIzAMzc31KLeJLKO8F6JWX+d72Bxx3vJa9e/vpee4eaxHxKsr+tFtmTm8M2ohyHL8iyuegvg9sVG/a9HuRXjL3OPJwZu6RmS/IzBdRbgJeUG+mLE/ZXw7KzNmZeTelxrezHmYOkO/dKO9K2DIzm298fxHweGb+JEvLi5soLRr6bR8zKdvbfBlmv3uoJmmeJ5/XNXrfbSBL64w3UtbBVZRjNvS/9nkySyNkebhrjeHGXZDrm46XUVrwaAEYGEtVRLwQWCIzr+oa9PGIWKXeKf0S5cUK3Z5NOejdWaf1QUot0Xg7nlLz9tqIWBz4KkMv/IY0P4yI90bEivVivXOn8XHgCOANEfGuiJgUEc+NiGk13SHAdyNipTqNF0TEmwfM3zKUu6KPRMRGlMBgILWm70zgmxGxZESsS6nxPmKA0dePiB3q3dVPU56LPLtHumUoTc8erHeQPzZo/kZLbbZ1PrBPRCweERsD2zaSbE15JrXXSXZxyjOkdwKPRcRWdNUCDDPf+V23xwK7RvlW5bOAfxtkfl2Orvn8GMPXFg9nnrb9qt92cS5wf0R8Icq3SReNiHUiYsMB8jHIseBISo3FLvRf3nMoF3+fj4jFonwrc1tKWc2PrSNik1o2X6M04exV+zHf++goOotyHNqjHn+2Z+hjKd3r8nbguRExeYTpzvf+HRHvjIjOjZd7Kev4KZ9ZWcDj1JiIiA1rS4DFKNvUI8zN++2UYKdjQbb9BRl3tK0EfLLuO++kBA3j+hb/iFiHUrv6icw8sWvwbynNpKfVv70pNcDTMvPxiHh5lM8iLVpvZP07JUi6sk77BVE+LRm1Rvor1GNvZt5Febb1Y3X/WY7SjLsTNJ1BeXneF+vw11GeqT6lTnsXSmuKN2ZpDt/0l5Ik3hMRi9QbtTvRPyA7DVgvIpZslMuk2r0osGjdT3q2Kum339WbYjcD761ltBtPDWh7bgMRsXJEbFcrAWZTHifq7A+HAntGxPq1bNesNzsHNdy1Rve+9qQFPW5EuSm+PqW8tQAMjKW5+j2zdiTlOc1r699TvvmYmVdQTlxnUQ5+r6C8qGtcZXlO5hOUi+dbKc+c3AHMrheNL6McfDveAlweEQ9S7li/uz7f8ndKAPZZSpPLi5n7PMsXKC8FOjtKc8TfUZ8hHsC/APtGxAOUC4Fj53ERd6ZcTNxCaX76b5k5yIngV5ST972UZ3Z2qM8AdduTEgg8QAkSe90EGQ+7UN5WejdlezuGcoKFYZpR15rHT1LK9V7KsnQ/nzyceV63mflbyktlfl/H/f08zK8zjVsp+85rmc8yn49tH/psF7XWZVvKBet1lNr0QymfXxkpHyMeCzKzE/ROoVwg95rOo5Rm5VvV+f8AeH+PG3eDOpJy4XwP5QJqlz7pFnQfXWB12XegXBjeB7yX8lxjz32glslRwLVRmvD2a7q4IPv3hsA59Vh5AvCpzLyuT9r5PU6NlWUpy3svc9/a3vmu7A+BtWu5/XIBt/35HncMnAO8uObhG5RmzHcPP8qo+yzlUZQfxtxvEV8OUGtyb+v8UZ73nVN/Q2l+fgzlRs61lO3prY3z1hqU49lDlHdU7JXl2euOHSjn9zspx+XOi6io09iesh/NomwbzWPL1ymtbc5r5PvgOu79ddqfoWxPF1NaxHyjVwFk5u2Uc8L2jd7/SmmdtBdl336YoZ+aahpuv/sIpeXD3ZSWEN3H937bwCKUdXML5Xi4GfVTVpl5XE17JOU48UtKDfyghrvW+Cbwr3Vf27PHuAty3NiO8k3tcW8V8UzTeQOq1HoR8RtK06Nmjer1lLcc/m7CMrYA6p3m+ygnhw0pJ4Z3TWyuxldE7EN5k+h7Jzov8ysijqE09/oa5TmjNTJz1sTmauHmtj9XRBxGecNuv4vPhV5EnENp1v0bysX4lD6tJtRyEbEr5by9yUTnRRARa1OC942eyfvsRF5r1OPjhzLzsvGe9zONNcbSXDMoL6B4WouIbSPiWbWZ0Hcon2K4nhIkfHci86bB1KaPa9Smam+h3G3v3Ln+ikFxb277zxwRsVlEPK82u/wA5dNRJ1NqH//fM/kCW3omycwrMnND99mxk5mvNigeHQbGUpWZ38p5/3zEwmh7SlOcWyi1Ze/O4tTMPGtiszY2IuK3jSZfzb8vTXTe5tPzKDdqHqR8m/BjmXlRlk+T/Pd4ZyYivtSnfHs2A55Ardv2O6K8sbXXOurXZHphtxblucVZlGaPO2b5rMpfMvOoic3axOmzjh+MiNePPPbCZaKP2xFxcJ/5Hzwe85e08LEptSRJkiSp1awxliRJkiS1moGxJEmSJKnVen43TM9MK6ywQk6dOnWisyFJkiRJE+KCCy64KzNX7O4/poFxRPwP8JPMHPfvuQ4iIqZRPvkwrh99n1/1EwSnzu93yqZOncr5558/uplaEDOPhen7wqybYPIqsOXenHTjV3nZjO8zean3svkLn8uRBzzBojX5bSttwLUv2o7ZSz6XpZdfgo23X4OXvPp5E7oIE+Hfd3orD6y1AQdvth1EzB0QyW1brDcq85g5cyannnoiB921LtCYR/19/f7bjMp8JElqk5kzZzJ9+nRmzZrF5MmT2XLLLVl33XUnOlvSqHk6bOMRcUOv/mPdlPrVwNkLMoGIGMvgfRrlA+cDG+P8jGRXYMoEzn/0zDwWTvwkzLoRSJh1Y9+gOIDbV9qAq9d6D7OXfC4AD94zm9OPuIq/nHPbRC7FuHtKUNz8y+B5p1+4wPOYOXMmJ5zwi0ZQ3Pwrpu510gLPR5KkNpk5cyYnnngis2aVL+7NmjWLE088kZkzZ05wzqTR8XTfxscsMI6IlwF/yczHI2JGRHwvIs6MiMsiYqOaZqPa76L6f63af9eIOC4iTgROjYilI2J6RFwYEZdGxPY13dSIuCoiDq3TPSIi3hARf46Ivzbm8+yI+FFEnFfntX1ELA7sC+wUERdHxE690vXKzzDL/Lk67syI+Grtd0BE/EsjzT4R8dlh0k+NiCsj4pD6+Y1TI2KpiNgR2AA4ouZ3qYjYPyKuqON/Z5RX4diavi/MGfplpCWWfITFFlmc5eNhiHgyKAa45kXb8cSiSwxJ/9ijT3DWr64Zn/wuTIK5wfCQ/iU4XlDTp0/nsceS7mBYkiTNv+nTpzNnzpwh/ebMmcP06dMnKEfS6Hq6b+NjWfu5FXByo/vZmfnaiNgU+BGwDnAVsGlmPhYRbwD2A95R028MrJuZ99Ra2rdn5v0RsQJwdkScUNOtCbwT2B04D3gPsAmwHfAl4G3Al4HfZ+ZuEbEccC7wO2BvYIPM3AMgIvbrThcRv+vOT6+FjYg3Ub6buRElmjihLuvRwPeAH9Sk7wLeMkz6v9f+O2fmRyLiWOAdmfmziNgD2DMzz4+I5YG3Ay/NzKz57ZWv3WvZsNpqq/VKMjFm3TRPyWcvsXzP/g/eM3s0cqOGzl0+SZI0evqdXz3v6pni6b6Nj2VT6jczNDA+CiAzzwCWrYHcZOC4iLgM+C7w8kb60xpBaAD7RcRMSkD7AmDlOuy6zLw0M58ALgemZ/k486XA1JrmTcBeEXExMANYEugVJQ6X7rR+QXFj3DcBFwEXAi8FXpyZFwErRcSUiHglcG9m/r1f+sYyXVx/X9BYjqb7gUeAQyNiB+AfvTKVmf+bmRtk5gYrrviUZ8wnzuRV5in5ErN7F/3Syy/Rs7/m3+TJkyc6C5IkPeP0O7963tUzxdN9Gx+TwDgingUs1/WSqOxKlsDXgNMzcx1gW0og2vFQ4/cuwIrA+pk5Dbi9kbZZZfhEo/sJ5taIB6XWdVr9Wy0zr+yV9WHSPdQjffe432yMu2Zm/rAOOx7YEdiJUoM8UvrmMj1Oj5r9zHyMUtv8f5Ra8ZO70yzUttwbFltqSK/ZjyzJnCce5Z5cCjJ5nLkbzRrXnsAijw+tHZ60+CJsvP0a45PfhUkCmeVvSP+E6N7N5t2WW27JpEnRmdECT0+SJJXz62KLLTak32KLLcaWW245QTmSRtfTfRsfqxrjLYDTu/rtBBARmwCzMnMWpcb45jp812GmNxm4IzPnRMQWwOrzmJ9TgE9ElIcyI+JVtf8DwDIDpBt0HrtFxNJ13BdExEp12NHAuynB8fEDpO/nyfzW8SbXN2p/mvIisaePdd8F2x4Ik1cFAiavyjar/htXbv4pZj38M2Zcdzfv+cIiTwbHK99xPmtdfSRLPHI3UGqKt9jlpa17K/Vnj/k1y1x9Ph/9wwlzg+PO3yi9lXrddddlu+3ezh4rzGRucDw0SPat1JIkzZt1112Xbbfd9snas8mTJ7PtttsudG/slebX030bj+yudRqNiUYcBByfmTNq9wzgLGAzYFlgt8w8NyI2Bg4H7gR+D7wvM6fWzxI1n/1dATgRWAy4GHgd5RlmgF/XGmci4rDafXxETO0Mi4ilKM/5vpZSU3t9Zr61Pqd7Sp3uN4ET+qQbkp9hlvtTwIdr54PAezPzmjrsUuCuzNxiuPSUGuLmMu0JLJ2Z+0TEOyjPYT9cl/9XlJrzAL6TmYcPl78NNtggF6rPNUmSJEnSOIqICzJzg6f0H6PA+ELg1Zk5p3bPoL40atRnpoEZGEuSJElqs36B8Zi8lTozF7w9pyRJkiRJ42AsP9f0pMzcfDzmMx4i4hXAT7t6z87MV09EfiRJkiRJC2ZcAuNnksy8lKfbi64kSZIkSX2N5XeMJUmSJEla6BkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSQaiHhIAABhVSURBVJIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrTZiYBwRJ0fEco3u50TESWObLUmSJEmSxscgNcYrZ+Z9nY7MvBeYMnZZkiRJkiRp/AwSGD8REat0OiJitTHMjyRJkiRJ42rSAGn2Bv4cEb+v3VsAHxu7LEmSJEmSNH5GDIwz86SI2AjYGAjgC5l5x5jnTJIkSZKkcdC3KXVEvLj+XxdYGbgWuAZ4Xu0nSZIkSdLT3nA1xnsBHwL+q8ewBDYdkxxJkiRJkjSO+gbGmfmh+v/145cdSZIkSZLG14jPGEfEEsA/A5tQaor/CBySmbPHOG+SJEmSJI25Qd5KfTgwGzikdu9c+717rDIlSZIkSdJ4GSQwXjszmy/bOi0iLhmrDEmSJEmSNJ76vpW64eKI2LDTERHrA2eNXZYkSZIkSRo/g9QYrwecExHX1u4XApdHxEVAZuZ6Y5Y7SZIkSZLG2CCB8fZjngtJkiRJkibIiIFxZl4TEetQ3koN8MfMvHxssyVJkiRJ0vgY8RnjiNgDOBZYrf4dGxH/MtYZkyRJkiRpPAzSlHp3YKPMfBAgIvYDzgR+MJYZkyRJkiRpPAzyVuoA5jS659R+kiRJkiQ97fWtMY6ISZn5GPBT4OyI+L866O3A4eOROUmSJEmSxtpwTanPBdbLzG9FxOnA6yk1xR/NzPPGJXeSJEmSJI2x4QLjJ5tL10DYYFiSJEmS9IwzXGC8YkT8v34DM/M/xiA/kiRJkiSNq+EC40WBpfFFW5IkSZKkZ7DhAuNbM3PfccuJJEmSJEkTYLjPNVlTLEmSJEl6xhsuMN5y3HIhSZIkSdIE6RsYZ+Y945kRSZIkSZImwnA1xpIkSZIkPeMZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktVrrAuOIeHCC5z8tIrZudG8XEXtNZJ4kSZIkqc1aFxgvBKYBTwbGmXlCZu4/gfmRJEmSpFZrbWAcEZtHxIyIOD4iroqII6LYKiKO7Up3Yv29c0RcGhGXRcQBjTRviYgLI+KSiJhe+20UEWdGxEX1/1oRsTiwL7BTRFwcETtFxK4RcVAdZ/WImB4RM+v/1Wr/wyLiwDqdayNix9r/+RFxRp3WZRHx+vErQUmSJEl6ZmhtYFy9Cvg0sDbwIuB1wGnAayLi2TXNTsAxETEFOAD4J0qt74YR8baIWBE4BHhHZr4SeGcd7ypg08x8FbA3sF9mPlp/H5OZ0zLzmK78HAT8JDPXBY4ADmwMez6wCfBWoFPD/B7glMycBrwSuHiBS0SSJEmSWmbSRGdggp2bmTcBRMTFwNTM/FNEnAxsGxHHA9sAn6cExDMy886a/ghgU+Bx4IzMvA4gM++p054MHB4RLwYSWGyA/GwM7FB//xT4VmPYLzPzCeCKiFi59jsP+FFELFaHPyUwjojdgd1r54MRcfUA+VBvKwB3TXQmWsqyn1iW/8Sx7CeOZT+xLP+JY9lPLMt/7K3eq2fbA+PZjd+PM7c8jgE+DtwDnJeZD0RE9JlGUALfbl8DTs/Mt0fEVGDGfOSvOd1mXgMgM8+IiE0pwftPI+LbmfmTIRPI/F/gf+dj3uoSEedn5gYTnY82suwnluU/cSz7iWPZTyzLf+JY9hPL8p84bW9K3c8MYD3gI5QgGeAcYLOIWCEiFgV2Bv4AnFX7vxAgIpav6ScDN9ffuzam/QCwTJ/5ngm8u/7eBfjTcJmMiNWBOzLzEOCHNc+SJEmSpHlgYNxDZj4O/BrYqv4nM28FvgicDlwCXJiZv6pNq3cHfh4RlzA3kP4W8M2I+DOwaGPypwNrd16+1TXrTwIfjIiZwPuAT42Q1c2BiyPiIuAdwPfnZ3klSZIkqc0is1crYEndImL32jRd48yyn1iW/8Sx7CeOZT+xLP+JY9lPLMt/4hgYS5IkSZJazabUkiRJkqRWMzCWqoi4PiIurc9/n981bM+IyIhYodHvixHxt4i4OiLePP45fuboV/YR8YlavpdHxLca/S37UdSr/CNiWkSc3ekXERs10lv+oyQilouI4yPiqoi4MiI2jojlI+K0iPhr/f+cRnrLfhT1Kf9v1+6ZEfGLiFiukd7yHyW9yr4xzHPuGOtX/p53x16f447n3IVBZvrnn3+ZANcDK/TovypwCnBDZziwNuUlbEsALwSuARad6GV4uv71KntgC+B3wBK1eyXLflzL/1Rgq/p7a8p33C3/0S/7w4EP19+LA8tRXt64V+23F3CAZT+u5f8mYFLtd4DlP35lX397zp2g8ve8O6Fl7zl3Ifizxlga2XeBzzP0u9LbA0dn5uzMvA74G7BRr5E13z4G7J+ZswEy847a37IfHwksW39PBm6pvy3/URIRywKbUj63R2Y+mpn3Ucr48JrscOBt9bdlP4r6lX9mnpqZj9VkZwOr1N+W/ygZZtsHz7ljbpjy97w7xoYpe8+5CwEDY2muBE6NiAsiYneAiNgOuDkzL+lK+wLgxkb3TbWf5s9Tyh54CfD6iDgnIv4QERvW/pb96OtV/p8Gvh0RNwLfoXyuDiz/0fQi4E7gxxFxUUQcGhHPBlbO8olA6v+VanrLfnT1K/+m3YDf1t+W/+jpWfaec8dNv23f8+7Y61f2nnMXAgbG0lyvy8z1KN+v/nhEbAp8Gdi7R9ro0c9XvM+/XmU/CXgO8Brgc8CxERFY9mOhV/l/DPhMZq4KfIZ6dxvLfzRNAtYD/jszXwU8RGk63Y9lP7qGLf+I+DLwGHBEp1ePaVj+86dX2e+D59zx0m/b97w79vqVvefchYCBsVRl5i31/x3AL4DNKM9zXBIR11Oa010YEc+j3LFbtTH6Ksxt9qJ51KPsN6KU8c+zOBd4AlgBy37U9Sn/DwA/r0mOY27TLct/9NwE3JSZ59Tu4ykXTLdHxPMB6v87Gukt+9HTr/yJiA8AbwV2ycxspLf8R0e/svecOz76lb/n3bHXr+w95y4EDIwloDbhWqbzm/LylfMyc6XMnJqZUykHp/Uy8zbgBODdEbFERLwQeDFw7gRl/2mtT9lfBvwS+Kfa/yWUF1TchWU/qoYp/1soN4egrIe/1t+W/yipx5IbI2Kt2mtL4ApKGX+g9vsA8Kv627IfRf3KPyLeAnwB2C4z/9EYxfIfJX3K/kLPueNjmGOP590xNkzZe85dCEya6AxIC4mVgV+UFkNMAo7MzJP7Jc7MyyPiWMrB7DHg45n5+Ljk9JmnZ9lHxOLAjyLiMuBR4AO15sayH139yv9B4PsRMQl4BNgd3PbHwCeAI+r2fi3wQcpN62Mj4kPA34F3gmU/RnqV/3mUN8CeVveLszPzo5b/qOtV9j1Z9mOiV/k/hOfd8dCr7H+F59wJF3NbCEmSJEmS1D42pZYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJaqGIeGdEXB4RT0TEBsOkWy4ijo+IqyLiyojYuPbfJyJujoiL69/Wtf8bI+KCiLi0/u98CmyZRtqLI+KuiPheHbZ6REyPiJkRMSMiVmnM//HGOCcMsFyvjIiz6vxPjIhlRxrHwFiS1CqNk+tlEXFcRDxrhPQzel0sRMSuEXFQ/f3RiHj/fORluYj4l0b3lIg4fl6nM8z0d46IL3f12zwifj1a85gfEfG2iFi70b1vRLxhAaf55sZF04MRcXX9/ZOI2CAiDlzwnPed9+YR8dqxmn6feXYuRvcdJs0anfIYz7xJWjjVY9VhXb0vA3YAzhhh9O8DJ2fmS4FXAlc2hn03M6fVv9/UfncB22bmK4APAD8FyMwHGmmnATcAP6/jfAf4SWauC+wLfLMxj4cb4203wOIeCuxV5/8L4HMjjWBgLElqm87JdR3Ktzo/uqATzMyDM/Mn8zHqcsCTgXFm3pKZOy5ofhreAvT9JvsEehvwZGCcmXtn5u8WZIKZeUrjQut8YJfa/f7MPD8zP7mAeR7O5sC4BsbVdzNz734DM/OaWh6S1FNmXpmZVw+Xpta2bgr8sI7zaGbeN8J0L8rMW2rn5cCSEbFE13RfDKwE/LH2WhuYXn+fDmw/Uv4jYv2I+EOtlT4lIp5fB63F3GD/NOAdI03LwFiS1GZ/BNaMiKkRcVmnZ0TsGRH7NNK9NyLOrLXMG3VPpNbe7Vl/rxkRv4uISyLiwlprt3RtHnZhbdbVOdnvD3Rq9b7dzEdELBkRP67pL4qILWr/XSPi5xFxckT8NSK+1WvBIiKAacCF/Ra+5vtHtVb82oj4ZO1/QFdN9j4R8dkovl3L4dKI2KmR5vO13yURsX/t95GIOK/2+7+IeFatWd0O+HZd7jUi4rCI2LGOs2Vd3ktr3pao/a+PiK82yvCl/Zarx3I+WUtel+XwiDi1TnOHiPhWnebJEbFYTdfzYisiPhkRV0Rp6nd0REyl3Fz5TF2e10fEthFxTl2O30XEyvM47+vrOji3/q05wDJuFnNrzC+KiGUGLR9JGsGLgDuBH9fjy6ER8ezG8D3qMfFHEfGcHuO/A7goM2d39d8ZOCYzs3ZfwtwA9u3AMhHx3Nq9ZEScHxFnR8TbAOox8z+BHTNzfeBHwDdq+sso5xqAdwKrjrSQBsaSpFaKiEnAVsClAyR/dma+llK7+6MR0h4B/FdmvpJSi3gr8Ajw9sxcD9gC+PcauO4FXFNrNrubeX0coDYD2xk4PCKWrMOmATsBrwB2ioheJ/xXAZc0Ljj6eSnwZmAj4N/qhcbRdfod7wKOozS3m0ZpRvcGSnD7/IjYilIL/Oq63J1g/eeZuWHtdyXwocw8EzgB+Fxd7ms6M6nLdxiwU13uScDHGvm4q5bhfwN7jrBcw1kD2IZSG/Ez4PQ6v4eBbUa42NoLeFVt6vfRzLweOJi5TQn/CPwJeE1mvopSlp8fdN6NdPdn5kbAQcD3BlimPYGP1xri19fpSRL1Rt3FlObF2zVuor15wElMAtYD/rse1x6iHAuhHI/XoJwbbgX+vWveLwcOAP65x3TfDRzV6N4T2CwiLgI2A24GHqvDVsvMDYD3AN+LiDUotcLrAKfV5ftXoPNc8m7AxyPiAmAZSguxERdSkqQ2WaqeQKHUGP8QmDLCOEcBZOYZEbFsRCzXK1GtpXtBZv6ipn+k9l8M2C8iNgWeAF4ArDzCPDehBGdk5lURcQPwkjpsembOqtO+AlgduLFr/LcAvx1hHgAn1bv4syPiDmDlzLwoIlaKiCnAisC9mfn3iPgMcFRmPg7cHhF/ADakXMD8ODP/UfN7T532OhHxdUqT8aWBU0bIy1rAdZn5l9p9OOUGQScw7DyHdgElSJ9fv83MORFxKbAoc5ubXwpMZejFFjXNrTXNTOCIiPgl8Ms+018FOKbWMi8OXDcP8+44qvH/uwMs05+B/4iIIyg3JG4aYBxJLZCZr4bSegbYNTN3ncdJ3ATclJnn1O7jqYFxZt7eSRQRhwC/bnSvQnm+9/3Nm6B12CuBSZl5QSOft1CP7RGxNPCOzrmu0yw7M6+NiBmUm79XA5dn5sY9lvkq4E11Wi9h6I3HnqwxliS1TfMFHp/IzEcpd6Sb58Qlu8bprnXtVwsbffrvQgkw1681erf3mMeg0wJoNkd7nN43ut8EnDrCPIab1vHAjpSa46NHyFPQu0wOA/aoNaJfZcGWuZnXfss8qNkAmfkEMKdRq/5EnW5QLrY628krMvNNNc02wH8B6wMX1JYH3f4TOKgu9z8zdLlHmndH9vndU2buD3wYWAo4e16amkvScDLzNuDGiFir9toSuAIg5j7TC6X5c+dxoOWAk4AvZuafe0x2Z4bWFhMRK0RE51z8RWoLrYh4TuOxmhWA19X5Xw2sGHPfkL1YraEmIlaq/xeh1CQfPNJyGhhLklQC1ZUi4rn15PvWruE7AUTEJsCszh3sbpl5P3BT4/mnJaK89XoycEetKdyCUsML8ACliVcvZ1AC6s7d7tUoFwEjiojJlDvxdw+Svo+jKc3cdqQEyZ087RQRi0bEipSXsZxLCcB3q8tKRCxf0y8D3FprzHdpTLvfcl8FTG08U/s+4A8LsAzzq+fFVr3AWjUzT6c0j+7UhHcvz2RKE0Aob2OdHzs1/p81UuKIWCMzL83MAygvHzMwljSiiHh7RNwEbAycFBGn1P5TIuI3jaSfoLSWmUlpNr1f7d95T8JMyqNCn6n99wDWBL7SaLq9UmN676IrMKa8yPDqiPgLpVVV5xGWlwHnR8QllJdy7Z+ZV9Qb2zsCB9RhFzP3RYg71+lcBdwC/HiksrAptSSp9WrAui9wDqXZ61VdSe6NiDOBZSnPLQ3nfcD/1OnNobz04wjgxIg4n3LivqrO9+6I+HOUF279llIT2fED4ODa5PYxSvO32bVp70jeCCzoW54vr03Db87MTjPiX1Auni6h1GJ+vtYknBwR0ygXLo8CvwG+BHyFUqY3UJoKd4LHo4FDorzsa8fGPB+JiA8Cx9Wa2PMY4C7/aMvMR6O8DOzAzk0GSnPuvwA/q/2C8lzxfRFxInB8lJeqfQLYpy7DzcDZwAvnIxtLRMQ5lEqMnQdI/+l60+VxSk3KIM3oJbVIZs4AZnT1+wXl2N6d9hZg60b3xcBTPl2Yme/rM6+vA18fJi8v6tHveObeiG32P5PyTo1e07mYcpO2u//3KZ+YGliM/E4OSZL0dBIRhwKHZubZE50XzbuIuB7YIDPvGibNPsCDmfmdAab3YGYuPXo5lKRnHmuMJUl6hsnMD090HjTmHgR2j4hl+33LuL619f8ojwpIkoZhjbEkSZIkqdV8+ZYkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1Gr/Hyf23vjz3r8OAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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tbs4EvkMLQCwFLumfj+NorbY2ph3jt6O1lIO2rZYCb+35f5MWkFuuS1GS/Wmtqp7SL+7prVGOpbXu2ZD2W+GJSYZbJE25jBYgm6rT/wGvogUKLknyub4txpnV+Z7pj6u7A/8zcEyeRwuWjLuBMBuzPRbvDrxnYN1/oJ1HZjof3Aa4fCXKp2kYpJC0JhpuDg7tS3jKlrQ7GsvpFxsfpd2RuH1VbQqcw/LNMVeHi2l3SabKtRGty8CU5epXVT+u1kz1jrQfMEem9cv8Ja37x7BLaV/AD6iqTfvfglrWFHYmh9FaBdytqhYAH+Km22hcs9eLgM2y/OjoWwK/nsV6b9yH/QfcXRmxH4EP0u4M3adaF5jXjyjfqnYxrZ63Hpg2WP4701pd3KQ7RNpAW1+gjaR+p34cHsPs6nBz9+3F3PQzMmzcPp0y1eVjT+CH/YfsilqhY78bd1z8ErhwYDtsWm0E/yfPVIiZzgU96HAErb7PA748dEE75SLgbr1cU4aP95m266DBum5C60Yx6jMwm8/oqnYxcJfeumfK4DG2A/Czan3xYfx2GJ5+sz/fVfWbqnppVW1Buzv6gYx+bOtszlMrst/mRFW9t6oeSru7fl9g6okNw2W52cf+LJddXXUfPn5GfnevakkeQvs8vaiqThiYtSPtPP7DtEecvgfYsQfQxg2CWyw7j1xdVftX1V2q6p60gOxpPbC1Ge3z8r6quraqfk9rCTG1HxbPotwvog3OuUtvqTDlnsD1VfWpai2SfkVr6TPu+FhMO96WVaKN1fEo2gV8sSx4siKWO9+z/Plh2C+B3YaOyw17q4dhc318/hL466F1b1RV35lhnfejtRzRKmCQQtIaJck9gA2q6vyhWX+T5K79DsLrgcNHLL4x7Yvmdz2vF9Lunq5uR9LuSD8irV/3m1n+R/hyTaSTPD/J5v3CaSpqfz2tr/Djk+yVNpDh7ZNs19N9lDbOwR17HnfJ8n2Op3Mb2l3Ga5LsSLtIm5V+B/w7wNuTbJhkW1pLkNn0a35okmf0u32vAq4Fvjci3W1ozWOvTLIN8IrZlm+uVNXPaU1zD0qyftrAarsPJHkycOzQXcIp69Oa0v4OuC5tMM5ZDbi3Evv2CNrgf/fvgZU3zWZ9Qz7Xy/kKpm9FMZ0VOva7ccfFD4A/pg3wtlGSddIGGtxhFuWYzbngMFpf5n0YX9/v05oRvzat7/fjaMfB52ZRhlGenDYY7vq08RW+P9SqZMrN/ozOoe/SzkP79/PPnizfdW54X/4WuH2W9ccf52Z/vpM8O8nURdFltH18k0fjruR5apVIG9Rvp7RxTq4CrmFZ2X9Lu/CcsjLH/sosO9fuCBzQPzvPpl30rdanIaUNkHss8LdVdfTQ7K/SunJs1/8OpLWM2K6qrk/ygLRHfa7Tg4r/Rgt0ndfzvkvaoI7pLTXeSD/3Vhur6ELaeDLrpnUT2pdlF70n08ZR+X99/iOBx9FaX5BkH1oroydU67Iz6IKWJM9LG5DyzrRz2bgL6q8B26cPOJ5k6yR/2QPq19AC4zfnEdNH9PLfLm3Mjf2nSfsh4G09gDw1WPGeY9LO9lwyWx/q5ZwatHRBPx7H6vXZjNG/UTQHDFJIWtOM6+N8GK1f/0/7302eKV9VP6T9iPgu7UvuQcApq6ykY1TVubQB9j5Hu9NwBa1v7rX9S/d+tB/QU54EnJs2cvl7gOf0fpa/oF0M/wOteeKZLOsL+k/A/wHfS2sy/XX6mBOz8Erg4CRX0H6UHbGCVXwu7YfdRbQm8m+qqq9Nu0TzJdoPqctofcOfUa2v97DX0C7KrqBdsI8KSK0O+9AGI/s97Xg7nHYBDdN09eh35A+gbdfLaHUZHs9iOiu8b6vqq7SBw77Rl/3GCqxvKo+LaZ+dR3Azt/nNOPZhzHHR70buTrt4uJDWyuRjtIEwZyrHjOeCqpoKQGxBu1gZlc+faV1fduvr/wDwghFB1Nk6jHYR8wfaY1j3GZNuZT+jK63X/Rm0i/vLaYPifZkxn4G+TT4L/DStWfW45uMr8/neAfh+P1ceBfxdVV04Ju3NPU+tKrel1fcyWreH39NaWwF8nDY+wOVJ/nclj/2bvewq8H3awIaX0rpGPKu3KFid/oHWXe7jWfa0iHMBeguH30z90caHWNpfQ+uKcDgtqPZT2vH01IHvrXvRzmdX0cY0el218RGmPIP2/f472nn5OvpjRnsee9I+R0tox8bgueWttFZopw6U+0N92T/2vF9NO57OpLUUe9uoDVBVv6V9J0wFBTYA3kHbL7+hBZNeP7vNuZyDad3zLqR9Tx3JsvPDsPfQPrPH9/Pa92gDVY4q72zPJbNSVf9Daynyuf6deg7tnD6d5wGH1rKnUGmOZfRNHkmaTEmOoTWPHGxp8DPgJdVG+17j9Dswl9N+rO1A+6G21/yWavVKe4TivatqutG/J1ra4w7Pp90B/w1wr6paMr+lmmwe+8sk+STwq6oa92SiiZfk+7S7ksfQLoy2GNOaSGu5tMdlv6R3KdA8S3vy0qHAjqvqM5vkFbSbLMMD4a5ReguTs4DH1NATnzR3bEkhaU1zEm3wqDVakt3THju2Me1u2dm0R3xdDvz7fJZNs9ObZ9+rN6d9Eu0u1P/SmoC+0QDFaB77txxJHpvkzr05+r7AtrSm8wuAvzdAIa0ZquqHVbXDXH5mk/xFkkf278itaa1WRg1AvEbpLWy2MUCxahmkkLRGqap31Yo/Em0S7UlrZnwR7S7yc6o5vqq+O79FWzWSfHWgWerg381pRjoJ7kwLml1Je7TaK6rqjGqPOPvg6i5MkteP2b4juyrMo7Xu2J+S9sSJUftoXLeOSbc17Y7iEtoFyLOq6uJqj5/97PwWbf6M2cdXJnn0zEtPlvk+byf50Jj1f2h1rF8rZX3aI4SvoHUn+RKtS5w0I7t7zFKSDwOfoj2f/stVdeQc5btVz++BSRbS+psdMP1SI/N4RFUd1t/frHyG8pyq79uA11TVoqH5xwDPq/bIpdUqyauAj1R/9N9clSXJdrSmqdMO2jTbdJIkSZKkFWNLitnbiVU8gmtVLbqZgYWtGBjZeyXyGTRtfavqyfMRoOheBdz42L85LMt2jH88081JJ0mSJElaAQYpZiHJ/YAL+ojIg9N3SXJGkrOT/FcfSGWqn/J3kpyV5AdJbpNkqyTfSnJ6/3vEiPU8LsmX++tjkpzZ/5Yk2XeaPN4BPLqnffVQPpsl+d8ki5N8L+0xWyQ5qJf5pCQ/TXLAQDluUt/en+zQJG/t73+W5A69TOcl+Whvxnp82nPv6X21j01yWi/3Nn36J5N8MMmJfd2P7WU5L23gsKl1fjDJop7vm/u0A2gjrZ+Y5MTBsvTXL+h1PSvJf0+zT5+d5Jye7uS0x70dDOzdt+PeSXbs+/GM/n/rMek27uU/tacd98gkSZIkSdI01p3vAqwhdqMNBHWjtGcJfxLYpaouSPIp2rOOP0B7HNHeVXVqktvSni98Ce1ZxtckuQ/t0TkLx62wqp7c1/NQ4BO0wdiWjsnjdbQuGU/tyzxuIKs3A2dU1dOS/CWtC8d2fd42wM60Z5L/KMkH+yOPhuu7Lu3Z4edU1ajHF90HeG5VvTTJEcAzgU8DHwFeXlU/TrITrR/aX/Zlbtdf7wEcDTwSeAntUUrbVdWZwBuq6g9J1gFOSLJtVb03yd8DO/dnTA/ukwcAbwAeWVWXJtls3PalPbLtiVX16ySbVtWfkxwILKyq/Xt+t6WN3HtdkscDh1TVM0ekOwT4RlW9KO051z9I8vWqumqgbC8DXgaw8cYbP3SbbbaZpmiSJEmSdMt12mmnXVpVm4+aZ5Bidp4IvHBo2tbAhVV1QX9/KPA3wAnAxVV1Ktz4rGLSRjF/X9p4BtcD951ppb11wH8De1XVkrRnyK9QHsCjaEEDquobSW7f8wH4Sn++77VJLqE97/lXI+r7YeCIMQEK+nY4s78+Ddgq7bFyjwA+n2Qq3QYDyxxdVZXkbOC3VXV2r/O5tO4rZwJ79Yv7dYG/AO4PLJ6mrn8JHDkVvKiqP0yT9hTgkz2o8sUxaRYAh/aAUAHrjUm3K7BHktf09xsCWwLnTSWoqo/QgjYsXLiwFi1adJNMJEmSJGltkOTn4+YZpJhBklsDm1bVRcOzxi1Cu6Ad9mrgt8CDad1srplhvesAnwMOrqpzbk4e05RzqnzXDky7Hlh3TH2/A+yc5N+qatQ6h/PZqJfv8qrabkT6wWVuGFr+hl6OewCvAXaoqst6N5ANx+Q1Zdy2v4mqenlv3fEU4Mwe+Bn2FuDEqnp62uCkJ02z3mdW1Y9ms25JkiRJ0miOSTGznYETR0w/n9Zi4N79/V8B3+zTt0iyA0DaeBTr0u7KX1xVN/S068yw3ncAi6vqcwPTxuVxBa3LxignA/v0sjwOuHSqdccYo+r7ceAYWquIWQW2+jouTPLsvu4kefBslu1uC1wFLElyJ1oXlCnj6nsCrfXF7fs6x3b3SHKvqvp+VR0IXArcbUS+C4Bf99f7TbP+44C/TW8ykuQhM9ZOkiRJknQTBilmdpPxKAB6i4IX0i7cz6a1APhQVf0Z2Bv4zyRnAV+jtQD4ALBvku/RumlcNZznkNcAu2bZ4Jl7TJPHYuC6Pgjkq4fyOQhYmGQxLfCx782s77uB04H/TjLb42Yf4MV9O5wLzHpAyao6CzijL/dftO4ZUz4CfHVq4MyBZc6lPTL1m32d755mFf+SNuDpObRAzlm04Mz9pwbEBN4FvD3JKSwfVBpO9xZaV5DFPb+3zLaekiRJkqRlUjWr1vFrrSSnAzv1ASVv8da2+s4Hx6SQJEmStDZLclpVjXyQhGNSzKCqtp/vMqxOa1t9JUmSJEmTwyCFbtGSvAF49tDkz0/zpBJJkiRJ0jwxSKFbtB6MMCAhSZIkSWsAB86UJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpImwVgcpknw4ySNvxnInJVk4YvrCJO+dYdmfJbnDLNbx/5LsM2bedkmePIs8ZpVuhjyem+QNY+ZtleR5K5P/iDyPSbLpXOY5Yh2bJnnlXKWTJEmSJM2NtTpIAewEfG+uMquqRVV1wBxltytw/Jh52wGzCT7MNt10ngQcO2beVsCcBCnS3KqqnlxVl89FntPYFJhN8GG26SRJkiRJc2CtDVIkuR9wAXDfJD8YmL5VksX99UOTfDPJaUmOS/IXA1k8O8kPklyQ5NE9/eOSfLm/3iTJJ5KcnWRxkmeOKMPzex5n9lYd6/TptwXWr6rfJXl2knOSnJXk5CTrAwcDe/fl9k6yY5LvJDmj/996TLqDkrxmYP3n9PpunOQrfR3nJNm7zw8t0HF6ksf2fM7s67kN8A7g0X3aq5Osk+Rfkpza6/zXA+v6x4Hpbx7Y1ucl+QBwOnC3qZYmA/M+muTcJMcn2agvt0PP57t9fedMs58fMLCNFye5Ty/3vfq0f+n76oQkp/f9tWdffAguWqoAACAASURBVDjdjfu35/2+JPv11+9I8sO+jn8dVx5JkiRJ0njrzncB5tFuwLFVdV6S9ZPcs6p+CuwNHJFkPeA/gT17sGBv4G3Ai/ry61bVjr07xZuAxw/l/0ZgSVU9CCDJ7QZn9iDJ3sAjq2ppv1DfB/hUz+uEnvRA4IlV9eskm1bVn5McCCysqv17XrcFHlNV1yV5PHBIVT1zRLqDxmyLJwEXVdVTeroFffpDgLOqqnpw42+q6pQkmwDXAK8DXlNVT+3LvazXeYckGwCnJDkeuE//2xEIcFSSxwC/ALYGXlhVr+x5DJbrPsBzq+qlSY4Angl8GvgE8LKq+k6Sd4yp05SXA++pqs/0wM06vdwPrKrt+jrXBZ5eVX9M64rzvSRHjUj3uFErSLIZ8HRgm76tbtJdpW+blwFsueWWMxRZkiRJktZOa21LCuCJLOvGcASwV3+9N3A47eL5gcDXkpwJ/DNw14Hlv9j/n0br9jDs8cD7p95U1WVD83cBHgqc2vPfBbhnn/ck4Kv99SnAJ5O8lHaBPcoC4PO9RcG/Aw8Yk26cs4HHJ3lnkkdX1ZIx5Xh3kgOATavquhH57Aq8oNfn+8DtaYGGXfvfGbQWE9v06QA/r6pxXW4urKoz++vTgK16AOA2VfWdPv2wGer2XeD1Sf4JuHtVXT0iTYBD0lrQfB24C3CnGfId9Eda0OZjSZ4B/Gk4QVV9pKoWVtXCzTfffAWyliRJkqS1x1oZpEhya9qF9kV90uHAXknuC1RV/Zh24XpuVW3X/x5UVbsOZHNt/389o1ukBKjpigEcOpD/1lV1UJ+3I/ADWmFeTguQ3A04M8ntR+T1FuDEqnogsDuw4Zh1Xsfy+3zDvo4LaAGTs4G39xYYMDAuRlW9A3gJsBGtpcE2Y+r0twN1ukdVHd+nv31g+r2r6uN9mavGbqFl2xiWbeeMSTtSVR0G7AFcDRyX5C9HJNsH2Bx4aG818VtGb8Nx2+862j77AvA0xo/hIUmSJEmaxloZpAB2Bk6celNVP6FdBL+RFrAA+BGweZKHAyRZL8mKtFA4Hth/6s1wdw9ad45nJbljn79Zkrv3dZxfVdf36feqqu9X1YHApbRgxRXAbQbyWgD8ur/eb2D6cLqfAdv3fLcH7tFfbwH8qao+DfwrsH3v8rFuVf1+oBxnV9U7gUW01hDD+R8HvKJ3lSHJfZNs3Ke/qHcTIcldpuq9onqLlCuSPKxPes506ZPcE/hpVb0XOArYdkS5FwCX9G43OwN379OH0/0cuH+SDfr22aWvYxNgQVUdA7yKNo6HJEmSJGkFra1jUuwGHDk07XDgX+gX7n3sh2cB7526YAf+Azh3lut4K/D+3gXjeuDNLOsiQlX9MMk/A8cnuRWwFPgb4FEsfyf+X/pgj6EFNs6ijeXwut6t4u3Au4BDk/w98I2BZU8cSvcFlnXHOJU2cCjAg/p6bujleAXwBFrXhymv6hfw1wM/pHUDuQG4LslZwCeB99C6vpyeNrjE74CnVdXxfQyO7/YxJ64Ent/zujleDHw0yVXAScCSadLuDTw/yVLgN8DBVfWHJKf0ffNV4J3A0UkWAWcC5wNU1e8H01XVP/axMRYDP6Z1X4EWyPhSkg1p++nVN7NekiRJkrRWS9V0PRJumZKcDuxUVUvnuyzDknwNeEFVXTzP5fgY8LFpxouYN0k2qaor++vXAX9RVX83z8WatYULF9aiRYvmuxiSJEmSNC+SnFZVC0fNWytbUlTV9vNdhnGq6gnzXQaAqnrJfJdhGk9J8v9ox+/PWb6LiyRJkiRpDbVWBim0Zquqw1k2dggASZ5I67Yx6MKqevpqK5gkSZIkaaUYpNAtQlUdRxugU5IkSZK0hlpbn+4hSZIkSZImjEEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImwoxBiiTHJtl04P3tknxl1RZLkiRJkiStbWbTkuJOVXX51JuqugzYYtUVSZIkSZIkrY1mE6S4Icldp94k2XIVlkeSJEmSJK2l1p1FmgOBU5J8o7/fGXjFqiuSJEmSJElaG80YpKiqryTZEXg4EOCfquqSVV4ySZIkSZK0VhkbpEhyn6r6cZJt+6Sf9v93TnLnqlo8U+ZJPgx8qqpOGTN/P2BhVe2/guWeab0HAydX1ddXIo9py746JdkCeG9VPWsO87yyqjaZq/x6nguBF1TVASuRx8OBFwHvB7aoqmNWcPmbva368Xh8VV20ostKq92he8CF35zvUkiStGZaf2PY9jnw4+NhyS8h60BdP/4/Aaotm1tB3bByaec6v0lIu6aUc22p/0abwW7vhG33mu6TMJFSVaNnJB+vqhcn+daI2VVVj5kx8+RM4KFVdf2Y+fuxCoIUc2Gmsq/GcqxbVdetgnznPEgxF5K8GVgM3IYxx8Yq3CYnAa+pqkUrsMw6K3qMLFy4sBYtmvUqpJsyQCFJkqSZrLM+7Pn+iQxUJDmtqhaOmjd24MyqenH//+gRf7MJUNwPuKCqrk9yUpL/SPKdJOf07iPD6XdP8v0kZyT5epI79ekHJfmvnsdPkxzQp2+V5LwkH01ybpLjk2zU530yybP6658leXOS05OcnWSbPn3zJF/r0z+c5OdJ7jCi7Ack+WGSxUk+1+dvkuQTPb/FSZ7Zp++a5Ls9z88n2WSGMuzYt8kZ/f/Wffp+ffmjgeN7Xc/p8zYcWPcZSXaeZh/sl+RL/TGyP0ryphFpNklywkDZ9pzF9j0pyTuT/CDJBUke3ac/LsmXp9tvfd4bk5zft/9nk7xmoEi7AF8HDgb2TnJmkr17fh9JcjzwqV6+b/Vyn57kEQPlntpW6yT5lySn9v301wNleG2v71lJ3tGPl4XAZ/o6N0qyS9/GZ/e6bDCwPw9M8m3gdUlOH8j3PklOG7dPpDlhgEKSJEkzuf7PcMLB812KFTbj0z2SbNAv1I9IcniS/acu1mawG3DswPuNq+oRwCuB/xqR/tvAw6rqIcDngNcOzNsGeCKwI/CmJOv16fcB3l9VDwAuB545piyXVtX2wAeBqQviNwHf6NP/Bxh8aslg2V8HPKSqtgVe3qe9EVhSVQ/q07/RAxz/DDy+57kI+PsZynA+8Jhe5wOBQwbSPxzYt6r+cqgufwNQVQ8CngscmmTDMfWGts32AbYDnp3WJWPQNcDTe9l2Bv4tSfq86bbvulW1I/Aq2rYc5Sb7ra//mcBDgGfQAgMA9G24tKqW9O1xeFVtV1WH9yQPBfasqucBlwBP6OXeG3jviPW/mLafdgB2AF6a5B5JdgOeBuxUVQ8G3lVVR9L22T5VtR2tndQngb37tl6X5QeMvaaqHlVVbwOWJNmuT39hX245SV6WZFGSRb/73e/GbC5JkiRJmkNLfjXfJVhhs3kE6aG0i8OPAh8Dtu/TZvJElg9SfBagqk4Gbptk06H0dwWOS3I28I/AAwbmfaWqrq2qS2kXp3fq0y+sqjP769OArcaU5Ysj0jyKFgyhqo4FLhtT9sW0u+vPB6a6GDyeNmYCffnLgIcB96c9CeVMYF/g7jOUYQHw+X7n/9+H6vy1qvrDiLo8Cvjvvt7zgZ8D9x1T76l8fl9VV/cyPGpofoBDkiymtWC4C7PbvqPqM2zUfnsU8KWqurqqrgCOHki/K3D8NHU5qtcDYD3go/14+Txt2w/bFXhB3x/fB25PC7w8HvhEVf0JYMx23ppW/wv6+0OBwRZEhw+8/hjwwiTr0AImhw1nVlUfqaqFVbVw8803n6aKkiRJkjRHFtx1vkuwwmbzCNL799YCU76W5KzpFkhya2DToQEIhwe/GH7/n8C7q+qoJI8DDhqYd+3A6+sHyj08faMxRbp2IM3UshmVcETZn0K7ON0DeGOSB7DciCTLFqUFBJ67AmV4C3BiVT09yVbASQPprxqTz8hyT2Om7b4PsDlt/I2lSX4GTLXMmG77jqrPsFH7bbry7wa8e5r5g9vk1cBvgQfTgm3XjEgf4G+r6rjlJiZP4qbbYdSy0xksyxfoLXOA06rq9zMsK62cezzWLh+SJEma3jrrwy4HzncpVthsWlKcmWSHqTdJHgp8d4ZldgZOHJq2d1/+UbQm+EuG5i8Aft1f7zuLcq2sbwN79TLtCtyuT7+x7EluBdytqk6kdT/ZFNiEdrf/xgEdk9wO+B7wyCT37tNunWS6Fg6wfJ33m2W5T6YFFuj5bwn8aJr0T0iyWR9P4mnA8NNKFgCX9ADFzizf+mNV+Dawex9bYxNaEIjexWRbYKrlxhW0wTPHWQBcXFU3AH8FrDMizXHAK6a6ByW5b5KNafvvRT0gRZLNRqzzfGCrqf3Z1zHyqrCqrunr+iDwiWnKLM2NfY9qgQpJknTzrL8xLHwxLLhbe591pv8/eP8qt1r5tHOd3ySkXVPKubbUf6PNJnbQzJnMpiXF9sD3k0w9gvQewLlJzqA95WP7EcvsBhw5NO2yJN8Bbkt7xOSwg2hdH35Nu+C/xyzKtjLeDHw2yd60i8+LaRepg2VfB/h0kgW0Pf7vVXV5krcC7+/dNK4H3lxVX0x7WslnB8bs+GfgAsZ7F21Mib+n3YWfjQ8AH+rdHK4D9quqa6dJ/21a95B7A4eNeHLFZ4CjkyyiBQjOn2U5bpaqOjXJUcBZtK4qi4AltC5FZ9Syx82cSBuU8kzg7SOy+gDwhSTP7mkHWzZM5fExWleU03sQ5HfA06rq2D6GxKIkfwaOAV5PG0viQ0mupo0J8kLaMbkucCrwoWmq9hnaGBvTdVeR5s6+R813CSRJkqQ5N/YRpDcmSO413fyq+smIZU6nDUq4tL8/iRV8tOOq1gMJ11fVdUkeDnywqrYbLvuaLBP6iNckm1TVlb0lw8nAy4AnA/9XVZ9bybwfSus2tFpvM6c9oWRBVb1xprQ+glSSJEnS2izTPIJ0xpYUVfWTJA9k2YCL36qqc2dYZlTrikmzJXBE79LxZ+ClsMaUfU33kST3p419cWhVnQ6cPsMyM+pPDjmM9kSW1SbJ/wD3AoafxCJJkiRJWgGzaUmxP+2xof/bJ+1JeyzlB1Zx2TRLSZ4IvHNo8oVV9fT5KI+mZ0sKSZIkSWuzlWpJQWuKv2NVXdkzOwT4Dm1MAE2A/vSK42ZMKEmSJEnSBJvN0z0CDI7PsJQVfwymJEmSJEnStMa2pEiyblVdR3syxPeSfKHPejpw6OoonCRJkiRJWntM193jB8D2VfWuJCcCj6a1oHh5VZ26WkonSZIkSZLWGtMFKW7s0tGDEgYmJEmSJEnSKjNdkGLzJH8/bmZVvXsVlEeSJEmSJK2lpgtSrANsgoNkSpIkSZKk1WC6IMXFVXXwaiuJJEmSJElaq033CFJbUEiSJEmSpNVmuiDFLqutFJIkSZIkaa03NkhRVX9YnQWRJEmSJElrt+laUkiSJEmSJK02BikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0EQxSSJIkSZKkiWCQQpIkSZIkTQSDFJIkSZIkaSIYpJAkSZIkSRPBIIUkSZIkSZoIBikkSZIkSdJEMEghSZIkSZImgkEKSZIkSZI0Edad7wJo9UjyYeBTVXXKfJdllCTbAVtU1THzXZbZSLIfcHxVXTTfZZlTi4+AEw6GJb+CBXeFXQ6Ebfdiy9d9hTve97VcGyDhsHdczzrAb+64kJ/ecw+u3WAzNrn9hjx8z3tx353uPN+1WO3+be+ncsXWC/nQY/eAZNmMFL/Zefs5WcfixYs5/vijed+l2wID6yD87B1PmZN1SJJ0S7d48WJOOOEElixZwoIFC9hll13Ydttt57tY0py4pRzftqRYe+wEfG9lMkiyKoNa2wFPXpEFVnF5ZrIfsMU8rn/uLT4Cjj4AlvwSqPb/6APGBih+e8eF/Gjr53HthreHhCv/cC0nfuZ8Lvj+b+a5IqvXTQIUg38V7nzi6Su9jsWLF3PUUf8zEKAY/Cu2et1XVnodkiTd0i1evJijjz6aJUuWALBkyRKOPvpoFi9ePM8lk1beLen4NkixFkhyP+CCqro+yUlJ/iPJd5Kck2THnmbHPu2M/n/rPn2/JJ9PcjRwfJJNkpyQ5PQkZyfZs6fbKsn5ST7W8/1MkscnOSXJjwfWs3GS/0pyal/XnknWBw4G9k5yZpK9R6UbVZ5p6vyPfdnFSd7cp70zySsH0hyU5B+mSb9VkvOSfDTJuUmOT7JRkmcBC4HP9PJulOQdSX7Yl//XOd6Fq8cJB8PSq5eftvRqAlx7q2UX3uvQLo1/cs89uGGdDZZLft2fb+C7X/rJ6irx5OgBnOVaUcCNgYqVdcIJJ3DddcWywMTwyiVJ0kxOOOEEli5duty0pUuXcsIJJ8xTiaS5c0s6vu3usXbYDTh24P3GVfWIJI8B/gt4IHA+8Jiqui7J44FDgGf29A8Htq2qP/TWC0+vqj8muQPwvSRH9XT3Bp4NvAw4FXge8ChgD+D1wNOANwDfqKoXJdkU+AHwdeBAYGFV7Q+Q5JDhdEm+PlyeUZVNsitwH2BH2hXcUb2unwP+A/hAT7oX8KRp0v+iT39uVb00yRHAM6vq00n2B15TVYuSbAY8HdimqqqXd7hML+vbhS233HJUseffkl+tUPJrN9hs5PQr/3DtXJRGA6Yi4pIk6eYb933q96xuCW5Jx7ctKdYOT2T5IMVnAarqZOC2/aJ6AfD5JOcA/w48YCD91wYCAgEOSbKYFly4C3CnPu/Cqjq7qm4AzgVOqKoCzga26ml2BV6X5EzgJGBDYNRV+3TpvjYuQDGw7K7AGcDpwDbAfarqDOCOSbZI8mDgsqr6xbj0A3U6s78+baAeg/4IXAN8LMkzgD8NJ6iqj1TVwqpauPnmm09T9Hm04K4rlHyDa0fvgk0222DkdN18CxYsmO8iSJK0xhv3fer3rG4JbknHt0GKW7gktwY2HRrgsYaSFfAW4MSqeiCwOy0oMOWqgdf7AJsDD62q7YDfDqQdvIV+w8D7G1jWaie01gjb9b8tq+q8UUWfJt1VI9IPL/v2gWXvXVUf7/OOBJ4F7E1rWTFT+sE6Xc+I1kdVdR2tFcYXaK1Fjh1Os0bY5UBYb6Plp623EQVscENBtb/raQfMvX56FLe6fvlWE+uufysevue9VleJJ0dx4/ZZfnpBhj9uK26XXXZh3XUztaIRK5ckSTPZZZddWG+99Zabtt5667HLLrvMU4mkuXNLOr4NUtzy7QycODRtb4AkjwKWVNUSWkuKX/f5+02T3wLgkqpammRn4O4rWJ7jgL9NWuf9JA/p068AbjOLdLNdx4uSbNKXvUuSO/Z5nwOeQwtUHDmL9OPcWN6+3IL+ZJJX0QYBXfNsuxfs/l5YcDcg7f/u7+UX73gKl1zwLjboF+LPe906XA/c6ZJFbP2jw9jgmt9DFZtstgE777PNWvd0j384/Mvc5keLePk3j1oWqJj6m6One2y77bbsscfT2f8Oi1kWqJj68+kekiTNxrbbbsvuu+9+453lBQsWsPvuu6+RTz+Qht2Sju/U8J0/3aIkeR9wZFWd1N+fBHwXeCxwW+BFVfWDJA8HDgV+B3wD+Kuq2qo/anNwrIg7AEcD6wFnAo+kjXkB8OXeEoMkn+zvj0yy1dS8JBvRxoV4BK0Fw8+q6ql9XIfjer5vB44ak2658kxT778DXtLfXgk8v6p+0uedDVxaVTtPl57WcmKwTq8BNqmqg5I8kzZux9W9/l+itSgJ8K9Vdei4si1cuLAWLVo0XfElSZIk6RYryWlVtXDkPIMUt2xJTgd2qqql/f1J9AEf57VgazGDFJIkSZLWZtMFKXy6xy1cVa18W3NJkiRJklYDgxRrmap63HyXYa4keRDw30OTr62qneajPJIkSZKklWOQQmusqjqbNXWQSkmSJEnSTfh0D0mSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkiSJEmSpIlgkEKSJEmSJE0EgxSSJEmSJGkiGKSQJEmSJEkTwSCFJEmSJEmaCAYpJEmSJEnSRDBIIUmSJEmSJoJBCkmSJEmSNBEMUkjS/2/vzuOuquo9jn++SWIpiCVwRU0c0q4jKqJmTpVzDiWG5E3UyvQ6vPJeNc2bobcBtK5DdvXmrJETiVOKole0MlCQUcXKKRETrEypBIFff6x1fLanc57z8HAezga+79eL19l7nbXXXuvn8ez9/Pba+5iZmZmZWSk4SWFmZmZmZmZmpeAkhZmZmZmZmZmVgpMUZmZmZmZmZlYKTlKYmZmZmZmZWSk4SWFmZmZmZmZmpeAkhZmZmZmZmZmVgpMUZmZmZmZmZlYKTlKYmZmZmZmZWSk4SWFmZmZmZmZmpeAkhZmZmZmZmZmVgpMUZmZmZmZmZlYKTlKYmZmZmZmZWSl0a3UHbNUkaX5ErNXC/Q8A+kXEvXn9EGDLiBjRqj6V3c7fGcdrby1sdTfMzMzMzKwDenZfjenn7d/qbiw1z6SwVdUA4MDKSkTc5QRFfU5QmJmZmZmtWN5csJhtvzW21d1Yak5SWEtJ2kvSeEmjJc2SNErJAZJurap3d14eKmmGpJmSRhbq7C/pSUnTJD2UywZJekzSlPy6haTVgfOBIZKmShoi6RhJl+VtNpL0kKTp+fUjufw6SZfmdp6XNDiXryfp0dzWTEm7L78ILh9OUJiZmZmZrXjeXLC41V1Yak5SWBlsD3wN2BLYBNgNGAfsImnNXGcIcIukfsBI4JOk2RA7STpMUm/gSuDwiNgOOCJvNwvYIyK2B84FvhsRC/PyLRExICJuqerPZcANEbEtMAq4tPDeesAngM8AlZkXXwDuj4gBwHbA1OoBSjpe0iRJk+bNm9eJEJmZmZmZma38nKSwMng8ImZHxBLSH/j9I2IRMBY4WFI34CDgTmAnYHxEzMt1RgF7ALsAj0bECwAR8afc9trAbZJmAhcBW3WgP7sCP83LN5KSEhV3RMSSiHga6JvLngCOlTQc2CYi3qpuMCJ+HBEDI2Jg7969OxITMzMzMzOzVY6TFFYGCwrLi2l7oOstwOdJsyaeyH/8q04bAqJG+X8DD0fE1sDBwBqd6F+x3WJfBRARj5ISJa8AN0o6uhP7KLW+PVZvdRfMzMzMzGwp9ey+Wqu7sNScpLAyGw/sAHyFlLAAmAjsKWldSasBQ4FHgF/n8o0BJH0o11+blDwAOKbQ9ltAjzr7fQw4Mi8fBfyyvU5K2giYGxFXAlfnPq9UJp6zjxMVZmZmZmYrkBX11z38E6RWWhGxWNI9pOTCsFz2qqSzgYdJMxnujYg7IT33Abhd0vuAucA+wAXA9ZL+A/j/QvMPA2dJmgp8r2rXpwLXSDoDmAcc26CrewFnSHoHmA+sdDMpICUqzMzMzMzMupIias2QN7OuMnDgwJg0aVKru2FmZmZmZtYSkiZHxMBa7/l2DzMzMzMzMzMrBScpzMzMzMzMzKwUfLuH2XImaR7wUqv7sZJYF3i91Z1YRTn2rePYt4bj3jqOfes49q3j2LeG4778bBQRvWu94SSFma2wJE2qdy+bdS3HvnUc+9Zw3FvHsW8dx751HPvWcNzLwbd7mJmZmZmZmVkpOElhZmZmZmZmZqXgJIWZrch+3OoOrMIc+9Zx7FvDcW8dx751EdWxmgAADlRJREFUHPvWcexbw3EvAT+TwszMzMzMzMxKwTMpzMzMzMzMzKwUnKQws9KS9KKkGZKmSppU9d7pkkLSuoWysyX9TtKzkvZb/j1eedSLvaRTcnyfknRBodyxb5JasZc0QNKESpmkQYX6jn0TSOolabSkWZKekbSrpA9JGifpt/l1nUJ9x71J6sT+wrw+XdIYSb0K9R37JqkV+8J7Ps52oXqx93G2a9X5vvExtmS6tboDZmYN7B0R7/m9akkbAvsAvy+UbQkcCWwF9AMelLR5RCxenp1dybwn9pL2Bg4Fto2IBZL65HLHvvmqP/cXAOdFxH2SDszrezn2TXUJMDYiBktaHfgg8A3goYgYIeks4Czg645709WK/Tjg7IhYJGkkcDaOfVeoFXsfZ5ePf4q9j7PLRa3P/K34GFsqnklhZiuii4AzgeJDdQ4Fbo6IBRHxAvA7YFCtja3TTgRGRMQCgIiYm8sd+64XQM+8vDYwJy879k0gqSewB3A1QEQsjIg3SPG9Ple7HjgsLzvuTVIv9hHxQEQsytUmABvkZce+Sdr53IOPs12qndj7ONuF2om7j7El4ySFmZVZAA9ImizpeABJhwCvRMS0qrrrAy8X1mfnMuucf4o9sDmwu6SJkh6RtFMud+ybq1bsvwZcKOll4Pukq8rg2DfLJsA84FpJUyRdJWlNoG9EvAqQX/vk+o5789SLfdFxwH152bFvnpqx93F2uaj3ufdxtmvVi7uPsSXjJIWZldluEbEDcABwkqQ9gHOAc2vUVY0y/3xR59WKfTdgHWAX4AzgVknCsW+2WrE/ETgtIjYETiNfBcKxb5ZuwA7A5RGxPfBX0q0d9TjuzdNu7CWdAywCRlWKarTh2HdOrdgPx8fZ5aHe597H2a5VL+4+xpaMkxRmVloRMSe/zgXGAHsCGwPTJL1Imv77pKR/IWW3NyxsvgFt0/VsKdWI/SBSjG+P5HFgCbAujn1T1Yn9MOD2XOU22qabOvbNMRuYHRET8/po0onsa5LWA8ivcwv1HffmqBd7JA0DPgMcFRFRqO/YN0e92Ps42/Xqxd7H2a5VL+4+xpaMkxRmVkp5ymmPyjKwL/BERPSJiP4R0Z908NghIv4A3AUcKam7pI2BjwKPt6j7K7Q6sZ8J3AF8MpdvDqwOvI5j3zTtxH4OKUkH6b/Bb/OyY98E+TvkZUlb5KJPAU+T4jsslw0D7szLjnuT1Iu9pP2BrwOHRMTfCps49k1SJ/ZP+jjb9dr5zvFxtgu1E3cfY0vGv+5hZmXVFxiTZjnSDfhpRIytVzkinpJ0K+lgswg4yU9f7rSasc9Pwb5G0kxgITAsX9107JunXuznA5dI6ga8DRwP/tw32SnAqPw5fx44lnQx51ZJXyL9ysER4Lh3gVqxfwLoDozL/z9MiIgTHPumqxX7mhz7pqsV+7/i42xXqxX3O/ExtlTUNnvOzMzMzMzMzKx1fLuHmZmZmZmZmZWCkxRmZmZmZmZmVgpOUpiZmZmZmZlZKThJYWZmZmZmZmal4CSFmZmZmZmZWQtJOkLSU5KWSBrYTr1ekkZLmiXpGUm75vLhkl6RNDX/OzCX7yNpsqQZ+bXyM7c9CnWnSnpd0sX5vY0kPSRpuqTxkjYo7H9xYZu7OjCu7ST9Ou//bkk9G23jJIWZmZm1ROFEZ6ak2yR9sEH98bVO3CQdI+myvHyCpKM70Zdekv69sN5P0uilbaed9odKOqeqbC9J9zRrH50h6TBJWxbWz5f06WVsc7/CCex8Sc/m5RskDZR06bL3vO6+95L08a5qv84+K38YnN9OnU0r8ViefTOzcsrfVddVFc8EPgc82mDzS4CxEfExYDvgmcJ7F0XEgPzv3lz2OnBwRGwDDANuBIiItwp1BwAvAbfnbb4P3BAR2wLnA98r7OPvhe0O6cBwrwLOyvsfA5zRaAMnKczMzKxVKic6WwMLgROWtcGIuCIibujEpr2Ad5MUETEnIgYva38K9gfGNrG9ZjkMeDdJERHnRsSDy9JgRNxfOOmdBByV14+OiEkRceoy9rk9ewHLNUmRXRQR59Z7MyKey/EwM6spIp6JiGfbq5NnIewBXJ23WRgRbzRod0pEzMmrTwFrSOpe1e5HgT7AL3LRlsBDeflh4NBG/Ze0o6RH8myN+yWtl9/agrbEyzjg8EZtOUlhZmZmZfALYDNJ/SXNrBRKOl3S8EK9f5P0WJ59Mai6kXxV+/S8vJmkByVNk/Rkvpq9Vp7C+mSeelo58RoBVK52X1jsh6Q1JF2b60+RtHcuP0bS7ZLGSvqtpAtqDUySgAHAk/UGn/t9TZ4t8rykU3P5yKoZHsMl/aeSC3McZkgaUqhzZi6bJmlELvuKpCdy2c8kfTDPODgEuDCPe1NJ10kanLf5VB7vjNy37rn8RUnnFWL4sXrjqjHOd2eP5LFcL+mB3ObnJF2Q2xwr6f25Xs0TX0mnSnpaaTryzZL6kxJdp+Xx7C7pYEkT8zgelNR3Kff9Yv5v8Hj+t1kHxrin2maSTJHUo6PxMTNrYBNgHnBt/n65StKahfdPzt+J10hap8b2hwNTImJBVflQ4JaIiLw+jbZkwmeBHpI+nNfXkDRJ0gRJhwHk78wfAoMjYkfgGuA7uf5M0rEG4Ahgw0aDdJLCzMzMWkpSN+AAYEYHqq8ZER8nzXq4pkHdUcCPImI70tX1V4G3gc9GxA7A3sAPchLhLOC5fMW/eirqSQB5qupQ4HpJa+T3BgBDgG2AIZJqnXxtD0wrnPzV8zFgP2AQ8K180ndzbr/i88BtpCnBA0hTfT9NSjSsJ+kA0uyInfO4K4mT2yNip1z2DPCliHgMuAs4I4/7ucpO8viuA4bkcXcDTiz04/Ucw8uB0xuMqz2bAgeRrtL9BHg47+/vwEENTnzPArbP05FPiIgXgStom+78C+CXwC4RsT0plmd2dN+Fem9GxCDgMuDiDozpdOCkPHNi99yemRk5aTqVdAvEIYWE5n4dbKIbsANwef5e+yvpuxDS9/GmpGPDq8APqva9FTAS+GqNdo8Ebiqsnw7sKWkKsCfwCrAov/eRiBgIfAG4WNKmpNkSWwPj8vj+C6g8x+I44CRJk4EepJmTDQdpZmZm1gofyCczkGZSXA30a7DNTQAR8aiknpJ61aqUr16vHxFjcv23c/n7ge9K2gNYAqwP9G2wz0+Q/lAmImZJegnYPL/3UET8Jbf9NLAR8HLV9vsD9zXYB8DP89WtBZLmAn0jYoqkPpL6Ab2BP0fE7yWdBtwUEYuB1yQ9AuxEOpm8NiL+lvv7p9z21pK+TbqtZS3g/gZ92QJ4ISJ+k9evJyVrKn+kV+5bnkxKmHTWfRHxjqQZwGq03RIzA+jPe098yXVezXWmA6Mk3QHcUaf9DYBb8uyL1YEXlmLfFTcVXi/qwJh+BfyPpFGk5NDsDmxjZquAiNgZ0qwy4JiIOGYpm5gNzI6IiXl9NDlJERGvVSpJuhK4p7C+Ael5EEcXE9L5ve2AbhExudDPOeTvdklrAYdXjnWVW0ci4nlJ40mJ+GeBpyJi1xpjngXsm9vanPcmgWvyTAozMzNrleLDt06JiIWkKzXF85M1qrapno1Qb3aC6pQfRfpjf8d8pfu1GvvoaFsAxSmzi6l9AWhf4IEG+2ivrdHAYNKMipsb9EnUjsl1wMl5psB5LNuYi32tN+aOWgAQEUuAdwqzTZbkdkU68a18TraJiH1znYOAHwE7ApPzjJxqPwQuy+P+Ku8dd6N9V0Sd5ZoiYgTwZeADwISluR3GzKw9EfEH4GVJW+SiTwFPA6jtGRCQbtGo3LLYC/g5cHZE/KpGs0N57ywKJK0rqXIsPps8c1HSOoVb/9YFdsv7fxborbZfGnl/nrmBpD759X2kGRZXNBqnkxRmZmZWJq8BfSR9OJ8Ifabq/SEAkj4B/KVyZadaRLwJzC7cL9td6ddD1gbm5ivoe5NmPgC8RZqGWsujpORG5SrQR0gnZA1JWpt0heqPHalfx82kqbiDSQmLSp+GSFpNUm/Sg9QeJyVDjstjRdKHcv0ewKt5JslRhbbrjXsW0L/wDIYvAo8swxg6q+aJbz7Z3TAiHibdwlGZIVI9nrVJ05QhPdW+M4YUXn/dqLKkTSNiRkSMJD041EkKM2tI0mclzQZ2BX4u6f5c3k/SvYWqp5BmkU0n3drx3Vxeea7OdNLtjKfl8pOBzYBvFm4v6VNo7/NUJSlIDyF+VtJvSLMNK7fZ/SswSdI00gM1R0TE0/kiw2BgZH5vKm0PMR6a25kFzAGubRQL3+5hZmZmpZGTB+cDE0lT82dVVfmzpMeAnqT7XNvzReD/cnvvkB7YNQq4W9Ik0knUrLzfP0r6ldLDMu8jXaGv+F/ginxbwCLSFN0F+faDRvYBlvXXMp7Kt6+8EhGVWx3GkE5kp5Gu7p+Zr7CNlTSAdBK5ELgX+AbwTVJMXyLdzlD5Q/5m4EqlB3UOLuzzbUnHArflGQpP0IGrX80WEQuVHuR5aSXhQ7rl5DfAT3KZSM+heEPS3cBopQeingIMz2N4BZgAbNyJbnSXNJF0cW9oB+p/LSfAFpOuMHbkVh8zW4VExHhgfFXZGNJ3e3XdOcCBhfWpwD/9HHdEfLHOvr4NfLudvmxSo2w0bUnxYvljpGcw1WpnKilhXl1+CelnUztMjZ/hZGZmZmadIekq4KqImNDqvtjSk/QiMDAiXm+nznBgfkR8vwPtzY+ItZrXQzOzlY9nUpiZmZl1kYj4cqv7YF1uPnC8pJ4RcW6tCvnp9z8j3c5kZmbt8EwKMzMzMzMzMysFPzjTzMzMzMzMzErBSQozMzMzMzMzKwUnKczMzMzMzMysFJykMDMzMzMzM7NScJLCzMzMzMzMzErBSQozMzMzMzMzK4V/AAnZ1lBUO+LJAAAAAElFTkSuQmCC",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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Ez7dFxI/q9jVkJUprueaRgbFUgoiTOtLWaXxel3IXcph6gXsUcBDljZQrU+7uxjiVs5dbKCeZoXItR+kGPWTY8mXmXzJzH0p3tM8Ax9cXFN1A6Y7b6Q7KSfWZmbly/Zucmf1esP2A0lV3ncycTOka11lH+bixipuBVWL4Wz3XpbQsjeaxdVgvGtamy3qkPLN5FfC0LC8G+XCX8o23WyjLuXwjrVn+NSldvy7sHDEilqG0nHweWKNuh7+mv2WY33V7C4/fRzr1WqdDfkjptv9S4Ip6op9X87TtV722ixsoLeUrN/5WyszdRivEaMeCerF0HGV5Xwv8quNiaMjNwDq1XEM6t/fR6rWpuawrUroUdtsH+tlHx9stwJMjojnf5ja2BXB9Zt5ev/eqh870+d6/M/PWzHxrZk4B3gZ8Lbr/xFU/x6l5WW9jIjO/nJmbA8+k3AwdetNwZ1nme9vvc9yJWvbO7afruXu8RcRzKfvT/pl5emPQlpTj+BVRfg7qS8CW9aZNrxfpJXOPIw9k5kGZ+eTMXJ9yE/CCejNlFcr+8pXMnJ2Zd1LejzK0Hmb2Ue79Ke9K2DEzm298X5/S+vjdzHy4DvtRY9qdZlK2t5FMovv1xkj73b9qluZ5cs2O0XtuA5l5Smb+B2UdXEU5ZkPva5/HijTKsox0rTHSuAtyfUNm/iAzt6bcnErm3gSBcjPlkn6mo+EMjNVqEfEUSnehqzoGvTMi1q53Sj9MebFCpxUoB6Pb67TeRGklmmjHU1reXhARS1O6QTVPDLvTaGmMiNdFxGr1Yv2emvwIpTvrThHx6oiYFBFPiohNa76jgC8Mvf4/Ip4cEbv0Wb6VKHdFH4yILSmBQV9qS99ZwKciYtmI2ITS4n1sH6NvHhGvqK0a76E8F3lOj/LdC9xf7yD3uos9bjLz75QXq0yPiKUjYitK18ohu1G6D3c7yS5NeYb0duDhiNiVjlaAEeY7v+v2OGC/KL9VuTzwX/3Mr8OPajnfzsitxSOZp22/6rVd/Bm4NyI+GOW3SZeMiGdFxBZ9lKOfY8EPKC0W+9J7ec+lXPx9ICKWivJbmXtQ6mp+7BYRW9e6+Thwbkfr+ZD53kfH0NmU49BB9fjzUkogMaRzXf4TeFJETB5luvO9f0fEqyJi6MbL3ZR1/LifWVnA49S4iIgtak+ApSjb1IPMLfs/KcHOkAXZ9hdk3LG2OnBw3XdeRQkOJvQt/hHxLErr6rsy88SOwb+hdKXdtP4dRmkB3jQzH4mIZ0b5WaQl642s/6YESVfWaT85yk9LRm2R/ij12JuZd1CebX173X9Wprwwbyg4OpPy8rwP1eEvpHQdP6VOe19Kb4r/yMzrOsp9TckSr42IJeqN2r3pHXidBmwWEcvWaa8eEa+JiBXrsu1CuUn4ux512HW/qzfFbqL8FNGSNZDvDGi7bgMRsUZE7BmlEWA2pRv50P7wTeCQiNi81u1T683Ofo10rdG5rz1mQY4bUX5P+0VRbow/SLnB3Tw2bUfZ3jSPDIzVdt0unKFcuJ5KeYnIdZRne4bJzCsoJ66zKQe/Z1Oe/5lQmXk58C7KxfMtlGc3bwNm14vGjSgH3yEvBi6PiPspd6xfk5kPZuY/KAHY+yhdLi+mvGgHytsP/wqcE6U74m8pL3/oxzuAwyPiPsqFwHHzuIj7UC4mbqZ0P/2vzDytj/F+STl53015xugVmTmnS75DKIHAfZQgsdtNkImwL+X53jsp29uPKSdYGKEbdW15PJhSr3dTluWEeZjvPK/bzPwN5TnU39Vxu17gjDKNWyj7zguYzzqfj20femwXtdVlD8oF698orenfpPz8ymjlGPVYkJlDQe8UelywZOZDlG7lu9b5f43yLHLnjbt+/YBy4XwX5WU/+/bIt6D76AKry/4KyoXhPcDrKC/F6roP1Dr5IXBdlC68vbouLsj+vQVwbj1WnkB5DvFvPfLO73FqvDyBsrx3M/et7UO/K/stYONab79YwG1/vscdB+dSnq28g9LteK/acjqR3kd5FOVbMfe3iC8HqC25tw79Ubq6zqmfoXQ//zHlRs51lO3pJY3z1gaU49m/gGMoz8Kf2pj3Kyjn99uZ+zzwe+u851B65+xW53sUw48tR1B625zXKPeRddx767TfS9meLqb0iPlEtwrIzH9SzgkvHUqi3JC6sY7/ecqz4b/sUYcj7XdvpfR8uJPSE6Lz+N5rG1iCsm5uphwPt6P+lFVm/qTm/QHlOPELSgt8v0a61vgU8J91Xzuky7jze9xYhvIytDso3a1XpzTiUG9I7EbZRjSPhh7Kl1opIn5N6XrUbFG9nvIyh98OrGALoN5pvodyctiCcmJ49WBLNbEiYjrlhSmvG3RZ5ldE/JjS3evjlBPfBpnpM0MjcNufKyKOprxI6D9Hy7uwiohzKd26f025GJ/So9eEWi4i9qOct7cedFkEEbExJTDbcnHeZxfGa42IeBflsZgPDLosiyJbjNV2MygvoFikRcQeEbF87Sb0ecpPMVxPCRK+MMiyqT+16+MGtavaiyl324fuXH/UoLg7t/3FR0RsFxFr1q6eb6T8dNTJlNbH/7c4X2BLi5PMvCIzt3CfnXiZ+b8GxfPPwFitlpmfzcwHRs+50HsppSvOzZTWstdkcWpmnj3Yoo2PiPhNo8tX8+/Dgy7bfFqTcqPmfuDLwNsz86LMvC0zvz7RhYmID/eo34XtuaXWbftDoryxtds66tVlemG3IeW5xVmUbo97ZeYtmXlNZv5wsEUbnB7r+P6I2GbQZZtXgz5uR8SRPeZ/5ETMX9LCza7UkiRJkqRWs8VYkiRJktRqBsaSJEmSpFabNOgCaOKsuuqqOXXq1EEXQ5IkSZIG4oILLrgjM1frTDcwbpGpU6dy/vnnD7oYkiRJkjQQEfH3bul2pZYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AuE8R8X8R8cKI2C8ipjTSt4mIyyPi4ohYbh6m9+H5yRcRZ/Vf6kXPSdedxM7H78wmx2zCzsfvzEnXncSsE0/kLy/akSs32pi/vGhHZp144qCLKUmSJGkxEpk56DIsEiLiYmBz4HTgkMw8v6YfCZybmd+Zx+ndn5krjlW+fkybNi0X5t8xPum6k5h+1nQefOTBx9J2uHJJ3vabR1li9pzH0mLZZVnr44czeY89BlFMSZIkSYuoiLggM6d1ptti3IeI2Ai4Bng5MA04trYQvwt4NXBYRBzbY9y1IuLMmv+y2sL8aWC5mnZszfeLiLigtj4fUNO65bu/Me0PRMSlEXFJzbtI+9KFXxoWFAPs9bvZw4JigHzwQW77whcnsmiSJEmSFmOTBl2ARcSuwMmZeXxEHMTwFuPNgV9l5vE9xn0tcEpmfiIilgSWz8w/RMRBmblpI9/+mXlX7Y59XkT8NDMP7ZKPOt9dgZcBz8vMf0fEKt1mXoPsAwDWXXfd+Vz8iXHrv259XNqT7u2e9+Fbbhnn0kiSJElqC1uM+7MLcPJ8jnse8KaImA48OzPv65Hv4Ii4BDgHWAd42ijT3Qn4Tmb+GyAz7+qWKTO/kZnTMnPaaqutNl8LMFHWXGHNx6Xd+YTueSettdY4l0aSJElSWxgYjyIilgdWzsyb52f8zDwT2Ba4CfheRLyhyzy2pwS6W2Xmc4CLgGVHKxqwWD0g/u7N3s2ySw5f7ONftAyPLrPUsLRYdllWf+97JrJokiRJkhZjBsaj2wE4o/H9PmClfkeOiPWA2zLzKOBbwGZ10JyIGIr4JgN31y7RzwCe35hEM1/TqcD+NXCnV1fqRcnu6+/O9BdMZ60V1iII1lphLXY54BOsfcQnmDRlCkQwacoUX7wlSZIkaUz5jPHodgWazw8fDRwZEQ8AW/Ux/vbA+yNiDnA/MNRi/A1gZkRcCOwPHBgRM4GrKd2p6cyXmfsOJWbmyRGxKXB+RDwE/Bro6yegFma7r787u6+/+/DE9TEQliRJkjRu/LmmUdTA9XmZOWfUzAu5hf3nmiRJkiRpPPX6uSZbjEeRmZuNnkuSJEmStKgyMB4jEfFs4HsdybMz83mDKI8kSZIkqT8GxmMkMy8FHvd7w5IkSZKkhZtvpZYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMFyER8X8R8cKI2C8ipjTSt4mIyyPi4ohYbpBllCRJkqRFjYHxouV5wDnAfsCURvq+wOczc9PMfGAQBZMkSZKkRdWkQRdA/YmIjYBrgJcD04BjI+IB4FvAq4FdImKnzNx3gMWUJEmSpEWOgfGiY1fg5Mw8PiIOAg7JzPMBImJz4FeZefxASyhJkiRJiyC7Ui86dgFOnteRIuKAiDg/Is6//fbbx6FYkiRJkrRoMzBeBETE8sDKmXnzvI6bmd/IzGmZOW211VYbh9JJkiRJ0qLNwHjRsANwRuP7fcBKAyqLJEmSJC1WDIwXDbsyvBv10cCR/jyTJEmSJC04X761aHgB8N6hL5n5U+CnjeH7TXSBJEmSJGlxYWC8CMjMzQZdBkmSJElaXNmVWpIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1UYNjCPi5IhYufH9iRFx0vgWS5IkSZKkidFPi/EamXnP0JfMvBuYMn5FkiRJkiRp4vQTGD8aEWsPfYmIdcexPJIkSZIkTahJfeQ5DPhTRPyuft8BePv4FUmSJEmSpIkzamCcmSdFxJbAVkAAH8zM28a9ZJIkSZIkTYCeXakj4mn1/ybAGsB1wLXAmjVNkiRJkqRF3kgtxocCbwa+2mVYAtuOS4kkSZIkSZpAPQPjzHxz/b/NxBVHkiRJkqSJNeozxhGxDPA2YGtKS/EfgKMyc/Y4l02SJEmSpHHXz1upjwFmA0fV7/vUtNeMV6EkSZIkSZoo/QTGG2dm82Vbp0XEJeNVIEmSJEmSJlLPt1I3XBwRWwx9iYjNgbPHr0iSJEmSJE2cflqMNwPOjYjr6venAJdHxEVAZuZm41Y6SZIkSZLGWT+B8UvHvRSSJEmSJA3IqIFxZl4bEc+ivJUa4A+Zefn4FkuSJEmSpIkx6jPGEXEQcBywbv07LiLeMd4FkyRJkiRpIvTTlfoAYMvMvB8gIj4JnAV8bTwLJkmSJDLuEj8AABxzSURBVEnSROjnrdQBzGl8n1PTJEmSJEla5PVsMY6ISZn5MPA94JyI+Gkd9HLgmIkonCRJkiRJ422krtR/BjbLzM9GxBnANpSW4gMz87wJKZ0kSZIkSeNspMD4se7SNRA2GJYkSZIkLXZGCoxXi4j/12tgZv7POJRHkiRJkqQJNVJgvCSwIr5oS5IkSZK0GBspML4lMw+fsJJIkiRJkjQAI/1cky3FkiRJkqTF3kiB8Y4TVgpJkiRJkgakZ2CcmXdNZEEkSZIkSRqEkVqMJUmSJEla7BkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtNmk8Jx4R/wd8NzP/NJ7zmV8RsSkwJTN/Peiy9CMi9gNOzcybB12WMTHzODj9cJh1I0xeG3Y8jJNu+BgbzfgSk5d7Hds/5Un84DOPsmTNfuvq07hu/T2ZveyTWHGVZdjqpRvw9OetOdBFGIT/3vsl3LfhNI7cbk+ImDsgklt32GxM5jFz5kxOPfVEvnLHJkBjHvXz9Z/efUzmI0lSm8ycOZPTTz+dWbNmMXnyZHbccUc22WSTQRdLGjOL8jY+3i3GzwPOWZAJRMR4Bu+bArvNywjjXJ7R7AdMGeD8x87M4+DEg2HWDUDCrBt6BsUB/HP1aVy94WuZveyTALj/rtmccexVXHPurYNcign3uKC4+ZfBmmdcuMDzmDlzJiec8PNGUNz8K6YeetICz0eSpDaZOXMmJ554IrNmzQJg1qxZnHjiicycOXPAJZPGxqK+jY9bYBwRGwHXZOYjETEjIr4YEWdFxGURsWXNs2VNu6j+37Cm7xcRP4mIE4FTI2LFiDg9Ii6MiEsj4qU139SIuCoivlmne2xE7BQRf4qIvzTms0JEfDsizqvzemlELA0cDuwdERdHxN7d8nUrzwjL/P467syI+FhN+0xEvKORZ3pEvG+E/FMj4sqIOCoiLo+IUyNiuYjYC5gGHFvLu1xEfDoirqjjf36MV+H4Ov1wmPPAsKRlln2QpZZYmlXiAYh4LCgGuHb9PXl0yWWG5X/4oUc5+5fXTkx5FybB3GB4WHoJjhfU6aefzsMPJ53BsCRJmn+nn346c+bMGZY2Z84cTj/99AGVSBpbi/o2Pp6tn7sCJze+r5CZL4iIbYFvA88CrgK2zcyHI2In4JPAK2v+rYBNMvOu2kr78sy8NyJWBc6JiBNqvqcCrwIOAM4DXgtsDewJfBh4GfAR4HeZuX9ErAz8GfgtcBgwLTMPAoiIT3bmi4jfdpan28JGxM7A04AtKdHECXVZfwR8Efhazfpq4MUj5P9HTd8nM98aEccBr8zM70fEQcAhmXl+RKwCvBx4RmZmLW+3ch1Q64Z11123W5bBmHXjPGWfvcwqXdPvv2v2WJRGDUN3+SRJ0tjpdX71vKvFxaK+jY9nV+pdGB4Y/xAgM88EnlADucnATyLiMuALwDMb+U9rBKEBfDIiZlIC2icDa9Rhf8vMSzPzUeBy4PTMTOBSYGrNszNwaERcDMwAlgW6RYkj5TutV1DcGHdn4CLgQuAZwNMy8yJg9YiYEhHPAe7OzH/0yt9Ypovr5wsay9F0L/Ag8M2IeAXw726FysxvZOa0zJy22mqrjVD8CTZ57XnKvszs7lW/4irLdE3X/Js8efKgiyBJ0mKn1/nV864WF4v6Nj4ugXFELA+s3PGSqOzIlsDHgTMy81nAHpRAdMi/Gp/3BVYDNs/MTYF/NvI2mwwfbXx/lLkt4kFpdd20/q2bmVd2K/oI+f7VJX/nuJ9qjPvUzPxWHXY8sBewN6UFebT8zWV6hC4t+5n5MKW1+aeUVvGTO/Ms1HY8DJZabljS7AeXZc6jD3FXLgeZPMLcjWaD605giUeGtw5PWnoJtnrpBhNT3oVJApnlb1h6QnTuZvNuxx13ZNKkGJrRAk9PkiSV8+tSSy01LG2ppZZixx13HFCJpLG1qG/j49VivANwRkfa3gARsTUwKzNnUVqMb6rD9xthepOB2zJzTkTsAKw3j+U5BXhXRHkoMyKeW9PvA1bqI1+/89g/Ilas4z45Ilavw34EvIYSHB/fR/5eHitvHW9yfaP2eygvElt0bPJq2OPLMHkdIGDyOuy+zn9x5fbvZtYD32fG3+7ktR9c4rHgeI3bzmfDq3/AMg/eCZSW4h32fUbr3kr9vh//ipWuPp8Df3/C3OB46G+M3kq9ySabsOeeL+egVWcyNzgeHiT7VmpJkubNJptswh577PFY69nkyZPZY489Fpk39kqjWdS38cjOVqexmGjEV4DjM3NG/T4DOBvYDngCsH9m/jkitgKOAW4Hfge8PjOn1p8laj77uypwIrAUcDHwQsozzAC/qi3ORMTR9fvxETF1aFhELEd5zvcFlJba6zPzJfU53VPqdD8FnNAj37DyjLDc7wbeUr/eD7wuM6+twy4F7sjMHUbKT2khbi7TIcCKmTk9Il5JeQ77gbr8v6S0nAfw+cw8ZqTyTZs2Lc8///yRskiSJEnSYisiLsjMaY9LH6fA+ELgeZk5p36fQX1p1JjPTH0zMJYkSZLUZr0C43F5K3VmLnh/TkmSJEmSJsB4/lzTYzJz+4mYz0SIiGcD3+tInp2ZzxtEeSRJkiRJC2ZCAuPFSWZeyqL2oitJkiRJUk/j+TvGkiRJkiQt9AyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmtZmAsSZIkSWo1A2NJkiRJUqsZGEuSJEmSWs3AWJIkSZLUagbGkiRJkqRWMzCWJEmSJLWagbEkSZIkqdUMjCVJkiRJrWZgLEmSJElqNQNjSZIkSVKrGRhLkiRJklrNwFiSJEmS1GoGxpIkSZKkVjMwliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElSqxkYS5IkSZJazcBYkiRJktRqBsaSJEmSpFYzMJYkSZIktZqBsSRJkiSp1QyMJUmSJEmt1rrAOCLuH/D8N42I3Rrf94yIQwdZJkmSJElqs9YFxguBTYHHAuPMPCEzPz3A8kiSJElSq7U2MI6I7SNiRkQcHxFXRcSxUewaEcd15Duxft4nIi6NiMsi4jONPC+OiAsj4pKIOL2mbRkRZ0XERfX/hhGxNHA4sHdEXBwRe0fEfhHxlTrOehFxekTMrP/XrelHR8SX63Sui4i9avpaEXFmndZlEbHNxNWgJEmSJC0eWhsYV88F3gNsDKwPvBA4DXh+RKxQ8+wN/DgipgCfAV5EafXdIiJeFhGrAUcBr8zM5wCvquNdBWybmc8FDgM+mZkP1c8/zsxNM/PHHeX5CvDdzNwEOBb4cmPYWsDWwEuAoRbm1wKnZOamwHOAixe4RiRJkiSpZSYNugAD9ufMvBEgIi4GpmbmHyPiZGCPiDge2B34ACUgnpGZt9f8xwLbAo8AZ2bm3wAy86467cnAMRHxNCCBpfooz1bAK+rn7wGfbQz7RWY+ClwREWvUtPOAb0fEUnX44wLjiDgAOKB+vT8iru6jHOpuVeCOQReipaz7wbL+B8e6HxzrfrCs/8Gx7gfL+h9/63VLbHtgPLvx+RHm1sePgXcCdwHnZeZ9ERE9phGUwLfTx4EzMvPlETEVmDEf5WtOt1nWAMjMMyNiW0rw/r2I+FxmfnfYBDK/AXxjPuatDhFxfmZOG3Q52si6Hyzrf3Cs+8Gx7gfL+h8c636wrP/BaXtX6l5mAJsBb6UEyQDnAttFxKoRsSSwD/B74Oya/hSAiFil5p8M3FQ/79eY9n3ASj3mexbwmvp5X+CPIxUyItYDbsvMo4Bv1TJLkiRJkuaBgXEXmfkI8Ctg1/qfzLwF+BBwBnAJcGFm/rJ2rT4A+FlEXMLcQPqzwKci4k/Ako3JnwFsPPTyrY5ZHwy8KSJmAq8H3j1KUbcHLo6Ii4BXAl+an+WVJEmSpDaLzG69gCV1iogDatd0TTDrfrCs/8Gx7gfHuh8s639wrPvBsv4Hx8BYkiRJktRqdqWWJEmSJLWagbFURcT1EXFpff77/I5hh0RERsSqjbQPRcRfI+LqiNhl4ku8+OhV9xHxrlq/l0fEZxvp1v0Y6lb/EbFpRJwzlBYRWzbyW/9jJCJWjojjI+KqiLgyIraKiFUi4rSI+Ev9/8RGfut+DPWo/8/V7zMj4ucRsXIjv/U/RrrVfWOY59xx1qv+Pe+Ovx7HHc+5C4PM9M8//zIBrgdW7ZK+DnAK8Peh4cDGlJewLQM8BbgWWHLQy7Co/nWre2AH4LfAMvX76tb9hNb/qcCu9fNulN9xt/7Hvu6PAd5SPy8NrEx5eeOhNe1Q4DPW/YTW/87ApJr2Get/4uq+fvacO6D697w70Lr3nLsQ/NliLI3uC8AHGP670i8FfpSZszPzb8BfgS27jaz59nbg05k5GyAzb6vp1v3ESOAJ9fNk4Ob62fofIxHxBGBbys/tkZkPZeY9lDo+pmY7BnhZ/Wzdj6Fe9Z+Zp2bmwzXbOcDa9bP1P0ZG2PbBc+64G6H+Pe+OsxHq3nPuQsDAWJorgVMj4oKIOAAgIvYEbsrMSzryPhm4ofH9xpqm+fO4ugeeDmwTEedGxO8jYouabt2PvW71/x7gcxFxA/B5ys/VgfU/ltYHbge+ExEXRcQ3I2IFYI0sPxFI/b96zW/dj61e9d+0P/Cb+tn6Hztd695z7oTpte173h1/verec+5CwMBYmuuFmbkZ5fer3xkR2wIfAQ7rkje6pPmK9/nXre4nAU8Eng+8HzguIgLrfjx0q/+3A+/NzHWA91LvbmP9j6VJwGbA1zPzucC/KF2ne7Hux9aI9R8RHwEeBo4dSuoyDet//nSr++l4zp0ovbZ9z7vjr1fde85dCBgYS1Vm3lz/3wb8HNiO8jzHJRFxPaU73YURsSbljt06jdHXZm63F82jLnW/JaWOf5bFn4FHgVWx7sdcj/p/I/CzmuUnzO26Zf2PnRuBGzPz3Pr9eMoF0z8jYi2A+v+2Rn7rfuz0qn8i4o3AS4B9MzMb+a3/sdGr7j3nToxe9e95d/z1qnvPuQsBA2MJqF24Vhr6THn5ynmZuXpmTs3MqZSD02aZeStwAvCaiFgmIp4CPA3484CKv0jrUfeXAb8AXlTTn055QcUdWPdjaoT6v5lycwjKevhL/Wz9j5F6LLkhIjasSTsCV1Dq+I017Y3AL+tn634M9ar/iHgx8EFgz8z8d2MU63+M9Kj7Cz3nTowRjj2ed8fZCHXvOXchMGnQBZAWEmsAPy89hpgE/CAzT+6VOTMvj4jjKAezh4F3ZuYjE1LSxU/Xuo+IpYFvR8RlwEPAG2vLjXU/tnrV//3AlyJiEvAgcAC47Y+DdwHH1u39OuBNlJvWx0XEm4F/AK8C636cdKv/8yhvgD2t7hfnZOaB1v+Y61b3XVn346Jb/f8Lz7sToVvd/xLPuQMXc3sISZIkSZLUPnalliRJkiS1moGxJEmSJKnVDIwlSZIkSa1mYCxJkiRJajUDY0mSJElqoYh4VURcHhGPRsS0EfKtHBHHR8RVEXFlRGxV06dHxE0RcXH9262m/0dEXBARl9b/Qz8FtlIj78URcUdEfLEOWy8iTo+ImRExIyLWbsz/kcY4J/SxXM+JiLPr/E+MiCeMNo6BsSSpVRon18si4icRsfwo+Wd0u1iIiP0i4iv184ER8Yb5KMvKEfGOxvcpEXH8vE5nhOnvExEf6UjbPiJ+NVbzmB8R8bKI2Ljx/fCI2GkBp7lL46Lp/oi4un7+bkRMi4gvL3jJe857+4h4wXhNv8c8hy5GDx8hzwZD9TGRZZO0cKrHqqM7ki8DXgGcOcroXwJOzsxnAM8BrmwM+0Jmblr/fl3T7gD2yMxnA28EvgeQmfc18m4K/B34WR3n88B3M3MT4HDgU415PNAYb88+FvebwKF1/j8H3j/aCAbGkqS2GTq5PovyW50HLugEM/PIzPzufIy6MvBYYJyZN2fmXgtanoYXAz1/k32AXgY8Fhhn5mGZ+dsFmWBmntK40Dof2Ld+f0Nmnp+ZBy9gmUeyPTChgXH1hcw8rNfAzLy21ockdZWZV2bm1SPlqa2t2wLfquM8lJn3jDLdizLz5vr1cmDZiFimY7pPA1YH/lCTNgZOr5/PAF46WvkjYvOI+H1tlT4lItaqgzZkbrB/GvDK0aZlYCxJarM/AE+NiKkRcdlQYkQcEhHTG/leFxFn1VbmLTsnUlvvDqmfnxoRv42ISyLiwtpqt2LtHnZh7dY1dLL/NDDUqve5ZjkiYtmI+E7Nf1FE7FDT94uIn0XEyRHxl4j4bLcFi4gANgUu7LXwtdzfrq3i10XEwTX9Mx0t2dMj4n1RfK7Ww6URsXcjzwdq2iUR8ema9taIOK+m/TQilq8tq3sCn6vLvUFEHB0Re9VxdqzLe2kt2zI1/fqI+FijDp/Ra7m6LOdjreR1WY6JiFPrNF8REZ+t0zw5Ipaq+bpebEXEwRFxRZSufj+KiKmUmyvvrcuzTUTsERHn1uX4bUSsMY/zvr6ugz/Xv6f2sYzbxdwW84siYqV+60eSRrE+cDvwnXp8+WZErNAYflA9Jn47Ip7YZfxXAhdl5uyO9H2AH2dm1u+XMDeAfTmwUkQ8qX5fNiLOj4hzIuJlAPWY+b/AXpm5OfBt4BM1/2WUcw3Aq4B1RltIA2NJUitFxCRgV+DSPrKvkJkvoLTufnuUvMcCX83M51BaEW8BHgRenpmbATsA/10D10OBa2vLZmc3r3cC1G5g+wDHRMSyddimwN7As4G9I6LbCf+5wCWNC45engHsAmwJ/Fe90PhRnf6QVwM/oXS325TSjW4nSnC7VkTsSmkFfl5d7qFg/WeZuUVNuxJ4c2aeBZwAvL8u97VDM6nLdzSwd13uScDbG+W4o9bh14FDRlmukWwA7E5pjfg+cEad3wPA7qNcbB0KPLd29TswM68HjmRuV8I/AH8Enp+Zz6XU5Qf6nXcj372ZuSXwFeCLfSzTIcA7awvxNnV6kkS9UXcxpXvxno2baLv0OYlJwGbA1+tx7V+UYyGU4/EGlHPDLcB/d8z7mcBngLd1me5rgB82vh8CbBcRFwHbATcBD9dh62bmNOC1wBcjYgNKq/CzgNPq8v0nMPRc8v7AOyPiAmAlSg+xURdSkqQ2Wa6eQKG0GH8LmDLKOD8EyMwzI+IJEbFyt0y1le7Jmfnzmv/Bmr4U8MmI2BZ4FHgysMYo89yaEpyRmVdFxN+Bp9dhp2fmrDrtK4D1gBs6xn8x8JtR5gFwUr2LPzsibgPWyMyLImL1iJgCrAbcnZn/iIj3Aj/MzEeAf0bE74EtKBcw38nMf9fy3lWn/ayIOILSZXxF4JRRyrIh8LfMvKZ+P4Zyg2AoMBx6Du0CSpA+v36TmXMi4lJgSeZ2N78UmMrwiy1qnltqnpnAsRHxC+AXPaa/NvDj2sq8NPC3eZj3kB82/n+hj2X6E/A/EXEs5YbEjX2MI6kFMvN5UHrPAPtl5n7zOIkbgRsz89z6/XhqYJyZ/xzKFBFHAb9qfF+b8nzvG5o3Qeuw5wCTMvOCRjlvph7bI2JF4JVD57qhbtmZeV1EzKDc/L0auDwzt+qyzFcBO9dpPZ3hNx67ssVYktQ2zRd4vCszH6LckW6eE5ftGKez1bVXK2z0SN+XEmBuXlv0/tllHv1OC6DZHe0Rut/o3hk4dZR5jDSt44G9KC3HPxqlTEH3OjkaOKi2iH6MBVvmZll7LXO/ZgNk5qPAnEar+qN1ukG52BraTp6dmTvXPLsDXwU2By6oPQ86/S/wlbrcb2P4co827yHZ43NXmflp4C3AcsA589LVXJJGkpm3AjdExIY1aUfgCoCY+0wvlO7PQ48DrQycBHwoM//UZbL7MLy1mIhYNSKGzsUfovbQiognNh6rWRV4YZ3/1cBqMfcN2UvVFmoiYvX6fwlKS/KRoy2ngbEkSSVQXT0inlRPvi/pGL43QERsDcwauoPdKTPvBW5sPP+0TJS3Xk8GbqsthTtQWngB7qN08ermTEpAPXS3e13KRcCoImIy5U78nf3k7+FHlG5ue1GC5KEy7R0RS0bEapSXsfyZEoDvX5eViFil5l8JuKW2mO/bmHav5b4KmNp4pvb1wO8XYBnmV9eLrXqBtU5mnkHpHj3UEt65PJMpXQChvI11fuzd+H/2aJkjYoPMvDQzP0N5+ZiBsaRRRcTLI+JGYCvgpIg4paZPiYhfN7K+i9JbZial2/Qna/rQexJmUh4Vem9NPwh4KvDRRtft1RvTezUdgTHlRYZXR8Q1lF5VQ4+wbAScHxGXUF7K9enMvKLe2N4L+EwddjFzX4S4T53OVcDNwHdGqwu7UkuSWq8GrIcD51K6vV7VkeXuiDgLeALluaWRvB74vzq9OZSXfhwLnBgR51NO3FfV+d4ZEX+K8sKt31BaIod8DTiydrl9mNL9bXbt2jua/wAW9C3Pl9eu4Tdl5lA34p9TLp4uobRifqC2JJwcEZtSLlweAn4NfBj4KKVO/07pKjwUPP4IOCrKy772aszzwYh4E/CT2hJ7Hn3c5R9rmflQlJeBfXnoJgOlO/c1wPdrWlCeK74nIk4Ejo/yUrV3AdPrMtwEnAM8ZT6KsUxEnEtpxNinj/zvqTddHqG0pPTTjV5Si2TmDGBGR9rPKcf2zrw3A7s1vl8MPO6nCzPz9T3mdQRwxAhlWb9L2vHMvRHbTD+L8k6NbtO5mHKTtjP9S5SfmOpbjP5ODkmStCiJiG8C38zMcwZdFs27iLgemJaZd4yQZzpwf+b/b++OTQAEYiiA5npxSnEaV3E7+1hoq1gowuW9AULaT0iSy4N6W2YO73UI0B8TYwDoTGZOf/fA57aImFtr49Uv4/Nq6xrHqgAAN0yMAQAAKM3xLQAAAEoTjAEAAChNMAYAAKA0wRgAAIDSBGMAAABKE4wBAAAobQeEQDC4EITDfwAAAABJRU5ErkJggg==",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1080x360 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig_dirname = \"fig_pub_use\"\n",
+    "os.makedirs(fig_dirname, exist_ok=True)\n",
+    "for node_i, (node, node_path, node_pub_use_dict) in enumerate(map(lambda node: (node, node_path, pub_use_delays[node.path]), nodes.values())):\n",
+    "    if len(node_pub_use_dict['pubs']) == 0:\n",
+    "        print(f\"Skipping {node_path}, no publications\")\n",
+    "        continue\n",
+    "\n",
+    "    fig = plt.figure(figsize=(15,5))\n",
+    "    ax: plt.Axes = fig.add_subplot()\n",
+    "\n",
+    "    max_pubs_per_topic = max(len(pubs) for pubs in node_pub_use_dict['pubs'].values())\n",
+    "    topic_names, topic_pubs = (zip(*node_pub_use_dict['pubs'].items()))\n",
+    "\n",
+    "    vmin = 0; vmax = max_pubs_per_topic * len(topic_names)\n",
+    "\n",
+    "    ax.scatter(np.array(node_pub_use_dict[\"invocations\"]) * 1e-9, [0] * len(node_pub_use_dict[\"invocations\"]))#, c=0, vmin=vmin, vmax=vmax)\n",
+    "\n",
+    "    for topic_i, (topic_name, pubs) in enumerate(zip(topic_names, topic_pubs)):\n",
+    "        for pub_i, (pub_name, timestamps) in enumerate(pubs.items()):\n",
+    "            ax.scatter(np.array(timestamps) * 1e-9, [topic_i + 1] * len(timestamps))#, c=topic_i * max_pubs_per_topic, vmin=vmin, vmax=vmax)\n",
+    "    \n",
+    "    t = node.timers\n",
+    "    if t:\n",
+    "        if len(t) == 1:\n",
+    "            trigger_str = \"single timer\"\n",
+    "        else:\n",
+    "            trigger_str = f\"{len(t)} timers\"\n",
+    "    else:\n",
+    "        n_subs = len(node.subscriptions)\n",
+    "        trigger_str = f\"{n_subs} subscription{'s' if n_subs != 1 else ''}\"\n",
+    "\n",
+    "    ax.set_xlabel(\"Publication / Invocation Timestamp [s]\")\n",
+    "    ax.set_ylabel(\"Topic\")\n",
+    "    ax.set_yticks(range(1+len(topic_names)))\n",
+    "    ax.set_yticklabels((\"Invocations\", *topic_names))\n",
+    "    ax.set_title(f\"{node_path} ({trigger_str})\")\n",
+    "    plt.savefig(os.path.join(fig_dirname, f\"{node_i:06}{node_path}\".replace('/','-')))"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,